cifar10的各层数据和参数可视化
.caret,.dropup>.btn>.caret{border-top-color:#000!important}.label{border:1px solid #000}.table{border-collapse:collapse!important}.table td,.table th{background-color:#fff!important}.table-bordered td,.table-bordered th{border:1px solid #ddd!important}}@font-face{font-family:'Glyphicons Halflings';src:url(../components/bootstrap/fonts/glyphicons-halflings-regular.eot);src:url(../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix)format('embedded-opentype'),url(../components/bootstrap/fonts/glyphicons-halflings-regular.woff2)format('woff2'),url(../components/bootstrap/fonts/glyphicons-halflings-regular.woff)format('woff'),url(../components/bootstrap/fonts/glyphicons-halflings-regular.ttf)format('truetype'),url(../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular)format('svg')}.glyphicon{position:relative;top:1px;display:inline-block;font-family:'Glyphicons Halflings';font-style:normal;font-weight:400;line-height:1;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.glyphicon-asterisk:before{content:"\2a"}.glyphicon-plus:before{content:"\2b"}.glyphicon-eur:before,.glyphicon-euro:before{content:"\20ac"}.glyphicon-minus:before{content:"\2212"}.glyphicon-cloud:before{content:"\2601"}.glyphicon-envelope:before{content:"\2709"}.glyphicon-pencil:before{content:"\270f"}.glyphicon-glass:before{content:"\e001"}.glyphicon-music:before{content:"\e002"}.glyphicon-search:before{content:"\e003"}.glyphicon-heart:before{content:"\e005"}.glyphicon-star:before{content:"\e006"}.glyphicon-star-empty:before{content:"\e007"}.glyphicon-user:before{content:"\e008"}.glyphicon-film:before{content:"\e009"}.glyphicon-th-large:before{content:"\e010"}.glyphicon-th:before{content:"\e011"}.glyphicon-th-list:before{content:"\e012"}.glyphicon-ok:before{content:"\e013"}.glyphicon-remove:before{content:"\e014"}.glyphicon-zoom-in:before{content:"\e015"}.glyphicon-zoom-out:before{content:"\e016"}.glyphicon-off:before{content:"\e017"}.glyphicon-signal:before{content:"\e018"}.glyphicon-cog:before{content:"\e019"}.glyphicon-trash:before{content:"\e020"}.glyphicon-home:before{content:"\e021"}.glyphicon-file:before{content:"\e022"}.glyphicon-time:before{content:"\e023"}.glyphicon-road:before{content:"\e024"}.glyphicon-download-alt:before{content:"\e025"}.glyphicon-download:before{content:"\e026"}.glyphicon-upload:before{content:"\e027"}.glyphicon-inbox:before{content:"\e028"}.glyphicon-play-circle:before{content:"\e029"}.glyphicon-repeat:before{content:"\e030"}.glyphicon-refresh:before{content:"\e031"}.glyphicon-list-alt:before{content:"\e032"}.glyphicon-lock:before{content:"\e033"}.glyphicon-flag:before{content:"\e034"}.glyphicon-headphones:before{content:"\e035"}.glyphicon-volume-off:before{content:"\e036"}.glyphicon-volume-down:before{content:"\e037"}.glyphicon-volume-up:before{content:"\e038"}.glyphicon-qrcode:before{content:"\e039"}.glyphicon-barcode:before{content:"\e040"}.glyphicon-tag:before{content:"\e041"}.glyphicon-tags:before{content:"\e042"}.glyphicon-book:before{content:"\e043"}.glyphicon-bookmark:before{content:"\e044"}.glyphicon-print:before{content:"\e045"}.glyphicon-camera:before{content:"\e046"}.glyphicon-font:before{content:"\e047"}.glyphicon-bold:before{content:"\e048"}.glyphicon-italic:before{content:"\e049"}.glyphicon-text-height:before{content:"\e050"}.glyphicon-text-width:before{content:"\e051"}.glyphicon-align-left:before{content:"\e052"}.glyphicon-align-center:before{content:"\e053"}.glyphicon-align-right:before{content:"\e054"}.glyphicon-align-justify:before{content:"\e055"}.glyphicon-list:before{content:"\e056"}.glyphicon-indent-left:before{content:"\e057"}.glyphicon-indent-right:before{content:"\e058"}.glyphicon-facetime-video:before{content:"\e059"}.glyphicon-picture:before{content:"\e060"}.glyphicon-map-marker:before{content:"\e062"}.glyphicon-adjust:before{content:"\e063"}.glyphicon-tint:before{content:"\e064"}.glyphicon-edit:before{content:"\e065"}.glyphicon-share:before{content:"\e066"}.glyphicon-check:before{content:"\e067"}.glyphicon-move:before{content:"\e068"}.glyphicon-step-backward:before{content:"\e069"}.glyphicon-fast-backward:before{content:"\e070"}.glyphicon-backward:before{content:"\e071"}.glyphicon-play:before{content:"\e072"}.glyphicon-pause:before{content:"\e073"}.glyphicon-stop:before{content:"\e074"}.glyphicon-forward:before{content:"\e075"}.glyphicon-fast-forward:before{content:"\e076"}.glyphicon-step-forward:before{content:"\e077"}.glyphicon-eject:before{content:"\e078"}.glyphicon-chevron-left:before{content:"\e079"}.glyphicon-chevron-right:before{content:"\e080"}.glyphicon-plus-sign:before{content:"\e081"}.glyphicon-minus-sign:before{content:"\e082"}.glyphicon-remove-sign:before{content:"\e083"}.glyphicon-ok-sign:before{content:"\e084"}.glyphicon-question-sign:before{content:"\e085"}.glyphicon-info-sign:before{content:"\e086"}.glyphicon-screenshot:before{content:"\e087"}.glyphicon-remove-circle:before{content:"\e088"}.glyphicon-ok-circle:before{content:"\e089"}.glyphicon-ban-circle:before{content:"\e090"}.glyphicon-arrow-left:before{content:"\e091"}.glyphicon-arrow-right:before{content:"\e092"}.glyphicon-arrow-up:before{content:"\e093"}.glyphicon-arrow-down:before{content:"\e094"}.glyphicon-share-alt:before{content:"\e095"}.glyphicon-resize-full:before{content:"\e096"}.glyphicon-resize-small:before{content:"\e097"}.glyphicon-exclamation-sign:before{content:"\e101"}.glyphicon-gift:before{content:"\e102"}.glyphicon-leaf:before{content:"\e103"}.glyphicon-fire:before{content:"\e104"}.glyphicon-eye-open:before{content:"\e105"}.glyphicon-eye-close:before{content:"\e106"}.glyphicon-warning-sign:before{content:"\e107"}.glyphicon-plane:before{content:"\e108"}.glyphicon-calendar:before{content:"\e109"}.glyphicon-random:before{content:"\e110"}.glyphicon-comment:before{content:"\e111"}.glyphicon-magnet:before{content:"\e112"}.glyphicon-chevron-up:before{content:"\e113"}.glyphicon-chevron-down:before{content:"\e114"}.glyphicon-retweet:before{content:"\e115"}.glyphicon-shopping-cart:before{content:"\e116"}.glyphicon-folder-close:before{content:"\e117"}.glyphicon-folder-open:before{content:"\e118"}.glyphicon-resize-vertical:before{content:"\e119"}.glyphicon-resize-horizontal:before{content:"\e120"}.glyphicon-hdd:before{content:"\e121"}.glyphicon-bullhorn:before{content:"\e122"}.glyphicon-bell:before{content:"\e123"}.glyphicon-certificate:before{content:"\e124"}.glyphicon-thumbs-up:before{content:"\e125"}.glyphicon-thumbs-down:before{content:"\e126"}.glyphicon-hand-right:before{content:"\e127"}.glyphicon-hand-left:before{content:"\e128"}.glyphicon-hand-up:before{content:"\e129"}.glyphicon-hand-down:before{content:"\e130"}.glyphicon-circle-arrow-right:before{content:"\e131"}.glyphicon-circle-arrow-left:before{content:"\e132"}.glyphicon-circle-arrow-up:before{content:"\e133"}.glyphicon-circle-arrow-down:before{content:"\e134"}.glyphicon-globe:before{content:"\e135"}.glyphicon-wrench:before{content:"\e136"}.glyphicon-tasks:before{content:"\e137"}.glyphicon-filter:before{content:"\e138"}.glyphicon-briefcase:before{content:"\e139"}.glyphicon-fullscreen:before{content:"\e140"}.glyphicon-dashboard:before{content:"\e141"}.glyphicon-paperclip:before{content:"\e142"}.glyphicon-heart-empty:before{content:"\e143"}.glyphicon-link:before{content:"\e144"}.glyphicon-phone:before{content:"\e145"}.glyphicon-pushpin:before{content:"\e146"}.glyphicon-usd:before{content:"\e148"}.glyphicon-gbp:before{content:"\e149"}.glyphicon-sort:before{content:"\e150"}.glyphicon-sort-by-alphabet:before{content:"\e151"}.glyphicon-sort-by-alphabet-alt:before{content:"\e152"}.glyphicon-sort-by-order:before{content:"\e153"}.glyphicon-sort-by-order-alt:before{content:"\e154"}.glyphicon-sort-by-attributes:before{content:"\e155"}.glyphicon-sort-by-attributes-alt:before{content:"\e156"}.glyphicon-unchecked:before{content:"\e157"}.glyphicon-expand:before{content:"\e158"}.glyphicon-collapse-down:before{content:"\e159"}.glyphicon-collapse-up:before{content:"\e160"}.glyphicon-log-in:before{content:"\e161"}.glyphicon-flash:before{content:"\e162"}.glyphicon-log-out:before{content:"\e163"}.glyphicon-new-window:before{content:"\e164"}.glyphicon-record:before{content:"\e165"}.glyphicon-save:before{content:"\e166"}.glyphicon-open:before{content:"\e167"}.glyphicon-saved:before{content:"\e168"}.glyphicon-import:before{content:"\e169"}.glyphicon-export:before{content:"\e170"}.glyphicon-send:before{content:"\e171"}.glyphicon-floppy-disk:before{content:"\e172"}.glyphicon-floppy-saved:before{content:"\e173"}.glyphicon-floppy-remove:before{content:"\e174"}.glyphicon-floppy-save:before{content:"\e175"}.glyphicon-floppy-open:before{content:"\e176"}.glyphicon-credit-card:before{content:"\e177"}.glyphicon-transfer:before{content:"\e178"}.glyphicon-cutlery:before{content:"\e179"}.glyphicon-header:before{content:"\e180"}.glyphicon-compressed:before{content:"\e181"}.glyphicon-earphone:before{content:"\e182"}.glyphicon-phone-alt:before{content:"\e183"}.glyphicon-tower:before{content:"\e184"}.glyphicon-stats:before{content:"\e185"}.glyphicon-sd-video:before{content:"\e186"}.glyphicon-hd-video:before{content:"\e187"}.glyphicon-subtitles:before{content:"\e188"}.glyphicon-sound-stereo:before{content:"\e189"}.glyphicon-sound-dolby:before{content:"\e190"}.glyphicon-sound-5-1:before{content:"\e191"}.glyphicon-sound-6-1:before{content:"\e192"}.glyphicon-sound-7-1:before{content:"\e193"}.glyphicon-copyright-mark:before{content:"\e194"}.glyphicon-registration-mark:before{content:"\e195"}.glyphicon-cloud-download:before{content:"\e197"}.glyphicon-cloud-upload:before{content:"\e198"}.glyphicon-tree-conifer:before{content:"\e199"}.glyphicon-tree-deciduous:before{content:"\e200"}.glyphicon-cd:before{content:"\e201"}.glyphicon-save-file:before{content:"\e202"}.glyphicon-open-file:before{content:"\e203"}.glyphicon-level-up:before{content:"\e204"}.glyphicon-copy:before{content:"\e205"}.glyphicon-paste:before{content:"\e206"}.glyphicon-alert:before{content:"\e209"}.glyphicon-equalizer:before{content:"\e210"}.glyphicon-king:before{content:"\e211"}.glyphicon-queen:before{content:"\e212"}.glyphicon-pawn:before{content:"\e213"}.glyphicon-bishop:before{content:"\e214"}.glyphicon-knight:before{content:"\e215"}.glyphicon-baby-formula:before{content:"\e216"}.glyphicon-tent:before{content:"\26fa"}.glyphicon-blackboard:before{content:"\e218"}.glyphicon-bed:before{content:"\e219"}.glyphicon-apple:before{content:"\f8ff"}.glyphicon-erase:before{content:"\e221"}.glyphicon-hourglass:before{content:"\231b"}.glyphicon-lamp:before{content:"\e223"}.glyphicon-duplicate:before{content:"\e224"}.glyphicon-piggy-bank:before{content:"\e225"}.glyphicon-scissors:before{content:"\e226"}.glyphicon-bitcoin:before,.glyphicon-btc:before,.glyphicon-xbt:before{content:"\e227"}.glyphicon-jpy:before,.glyphicon-yen:before{content:"\00a5"}.glyphicon-rub:before,.glyphicon-ruble:before{content:"\20bd"}.glyphicon-scale:before{content:"\e230"}.glyphicon-ice-lolly:before{content:"\e231"}.glyphicon-ice-lolly-tasted:before{content:"\e232"}.glyphicon-education:before{content:"\e233"}.glyphicon-option-horizontal:before{content:"\e234"}.glyphicon-option-vertical:before{content:"\e235"}.glyphicon-menu-hamburger:before{content:"\e236"}.glyphicon-modal-window:before{content:"\e237"}.glyphicon-oil:before{content:"\e238"}.glyphicon-grain:before{content:"\e239"}.glyphicon-sunglasses:before{content:"\e240"}.glyphicon-text-size:before{content:"\e241"}.glyphicon-text-color:before{content:"\e242"}.glyphicon-text-background:before{content:"\e243"}.glyphicon-object-align-top:before{content:"\e244"}.glyphicon-object-align-bottom:before{content:"\e245"}.glyphicon-object-align-horizontal:before{content:"\e246"}.glyphicon-object-align-left:before{content:"\e247"}.glyphicon-object-align-vertical:before{content:"\e248"}.glyphicon-object-align-right:before{content:"\e249"}.glyphicon-triangle-right:before{content:"\e250"}.glyphicon-triangle-left:before{content:"\e251"}.glyphicon-triangle-bottom:before{content:"\e252"}.glyphicon-triangle-top:before{content:"\e253"}.glyphicon-console:before{content:"\e254"}.glyphicon-superscript:before{content:"\e255"}.glyphicon-subscript:before{content:"\e256"}.glyphicon-menu-left:before{content:"\e257"}.glyphicon-menu-right:before{content:"\e258"}.glyphicon-menu-down:before{content:"\e259"}.glyphicon-menu-up:before{content:"\e260"}*,:after,:before{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}body{margin:0;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;line-height:1.42857143;color:#000;background-color:#fff}button,input,select,textarea{font-family:inherit;font-size:inherit;line-height:inherit}a{color:#337ab7;text-decoration:none}a:focus,a:hover{color:#23527c;text-decoration:underline}a:focus{outline:dotted thin;outline:-webkit-focus-ring-color auto 5px;outline-offset:-2px}figure{margin:0}.carousel-inner>.item>a>img,.carousel-inner>.item>img,.img-responsive,.thumbnail a>img,.thumbnail>img{display:block;max-width:100%;height:auto}.img-rounded{border-radius:3px}.img-thumbnail{padding:4px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:2px;-webkit-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out;display:inline-block;max-width:100%;height:auto}.img-circle{border-radius:50%}hr{margin-top:18px;margin-bottom:18px;border:0;border-top:1px solid #eee}.sr-only{position:absolute;width:1px;height:1px;margin:-1px;padding:0;overflow:hidden;clip:rect(0,0,0,0);border:0}.sr-only-focusable:active,.sr-only-focusable:focus{position:static;width:auto;height:auto;margin:0;overflow:visible;clip:auto}[role=button]{cursor:pointer}.h1,.h2,.h3,.h4,.h5,.h6,h1,h2,h3,h4,h5,h6{font-family:inherit;font-weight:500;line-height:1.1;color:inherit}.h1 .small,.h1 small,.h2 .small,.h2 small,.h3 .small,.h3 small,.h4 .small,.h4 small,.h5 .small,.h5 small,.h6 .small,.h6 small,h1 .small,h1 small,h2 .small,h2 small,h3 .small,h3 small,h4 .small,h4 small,h5 .small,h5 small,h6 .small,h6 small{font-weight:400;line-height:1;color:#777}.h1,.h2,.h3,h1,h2,h3{margin-top:18px;margin-bottom:9px}.h1 .small,.h1 small,.h2 .small,.h2 small,.h3 .small,.h3 small,h1 .small,h1 small,h2 .small,h2 small,h3 .small,h3 small{font-size:65%}.h4,.h5,.h6,h4,h5,h6{margin-top:9px;margin-bottom:9px}.h4 .small,.h4 small,.h5 .small,.h5 small,.h6 .small,.h6 small,h4 .small,h4 small,h5 .small,h5 small,h6 .small,h6 small{font-size:75%}.h1,h1{font-size:33px}.h2,h2{font-size:27px}.h3,h3{font-size:23px}.h4,h4{font-size:17px}.h5,h5{font-size:13px}.h6,h6{font-size:12px}p{margin:0 0 9px}.lead{margin-bottom:18px;font-size:14px;font-weight:300;line-height:1.4}@media (min-width:768px){.lead{font-size:19.5px}}.small,small{font-size:92%}.mark,mark{background-color:#fcf8e3;padding:.2em}.text-left{text-align:left}.text-right{text-align:right}.text-center{text-align:center}.text-justify{text-align:justify}.text-nowrap{white-space:nowrap}.text-lowercase{text-transform:lowercase}.text-uppercase{text-transform:uppercase}.text-capitalize{text-transform:capitalize}.text-muted{color:#777}.text-primary{color:#337ab7}a.text-primary:hover{color:#286090}.text-success{color:#3c763d}a.text-success:hover{color:#2b542c}.text-info{color:#31708f}a.text-info:hover{color:#245269}.text-warning{color:#8a6d3b}a.text-warning:hover{color:#66512c}.text-danger{color:#a94442}a.text-danger:hover{color:#843534}.bg-primary{color:#fff;background-color:#337ab7}a.bg-primary:hover{background-color:#286090}.bg-success{background-color:#dff0d8}a.bg-success:hover{background-color:#c1e2b3}.bg-info{background-color:#d9edf7}a.bg-info:hover{background-color:#afd9ee}.bg-warning{background-color:#fcf8e3}a.bg-warning:hover{background-color:#f7ecb5}.bg-danger{background-color:#f2dede}a.bg-danger:hover{background-color:#e4b9b9}.page-header{padding-bottom:8px;margin:36px 0 18px;border-bottom:1px solid #eee}ol,ul{margin-top:0;margin-bottom:9px}ol ol,ol ul,ul ol,ul ul{margin-bottom:0}.list-unstyled{padding-left:0;list-style:none}.list-inline{padding-left:0;list-style:none;margin-left:-5px}.list-inline>li{display:inline-block;padding-left:5px;padding-right:5px}dl{margin-top:0;margin-bottom:18px}dd,dt{line-height:1.42857143}dt{font-weight:700}dd{margin-left:0}@media (min-width:541px){.dl-horizontal dt{float:left;width:160px;clear:left;text-align:right;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.dl-horizontal dd{margin-left:180px}}abbr[data-original-title],abbr[title]{cursor:help;border-bottom:1px dotted #777}.initialism{font-size:90%;text-transform:uppercase}blockquote{padding:9px 18px;margin:0 0 18px;font-size:inherit;border-left:5px solid #eee}blockquote ol:last-child,blockquote p:last-child,blockquote ul:last-child{margin-bottom:0}blockquote .small,blockquote footer,blockquote small{display:block;font-size:80%;line-height:1.42857143;color:#777}blockquote .small:before,blockquote footer:before,blockquote small:before{content:'\2014 \00A0'}.blockquote-reverse,blockquote.pull-right{padding-right:15px;padding-left:0;border-right:5px solid #eee;border-left:0;text-align:right}.blockquote-reverse .small:before,.blockquote-reverse footer:before,.blockquote-reverse small:before,blockquote.pull-right .small:before,blockquote.pull-right footer:before,blockquote.pull-right small:before{content:''}.blockquote-reverse .small:after,.blockquote-reverse footer:after,.blockquote-reverse small:after,blockquote.pull-right .small:after,blockquote.pull-right footer:after,blockquote.pull-right small:after{content:'\00A0 \2014'}address{margin-bottom:18px;font-style:normal;line-height:1.42857143}code,kbd,pre,samp{font-family:monospace}code{padding:2px 4px;font-size:90%;background-color:#f9f2f4;border-radius:2px}kbd{padding:2px 4px;font-size:90%;color:#fff;background-color:#333;border-radius:1px;box-shadow:inset 0 -1px 0 rgba(0,0,0,.25)}kbd kbd{padding:0;font-size:100%;font-weight:700;box-shadow:none}pre{display:block;padding:8.5px;margin:0 0 9px;word-break:break-all;word-wrap:break-word;color:#333;background-color:#f5f5f5;border:1px solid #ccc;border-radius:2px}pre code{padding:0;font-size:inherit;color:inherit;white-space:pre-wrap;background-color:transparent;border-radius:0}.pre-scrollable{max-height:340px;overflow-y:scroll}.container{margin-right:auto;margin-left:auto;padding-left:0;padding-right:0}@media (min-width:768px){.container{width:768px}}@media (min-width:992px){.container{width:940px}}@media (min-width:1200px){.container{width:1140px}}.container-fluid{margin-right:auto;margin-left:auto;padding-left:0;padding-right:0}.row{margin-left:0;margin-right:0}.col-lg-1,.col-lg-10,.col-lg-11,.col-lg-12,.col-lg-2,.col-lg-3,.col-lg-4,.col-lg-5,.col-lg-6,.col-lg-7,.col-lg-8,.col-lg-9,.col-md-1,.col-md-10,.col-md-11,.col-md-12,.col-md-2,.col-md-3,.col-md-4,.col-md-5,.col-md-6,.col-md-7,.col-md-8,.col-md-9,.col-sm-1,.col-sm-10,.col-sm-11,.col-sm-12,.col-sm-2,.col-sm-3,.col-sm-4,.col-sm-5,.col-sm-6,.col-sm-7,.col-sm-8,.col-sm-9,.col-xs-1,.col-xs-10,.col-xs-11,.col-xs-12,.col-xs-2,.col-xs-3,.col-xs-4,.col-xs-5,.col-xs-6,.col-xs-7,.col-xs-8,.col-xs-9{position:relative;min-height:1px;padding-left:0;padding-right:0}.col-xs-1,.col-xs-10,.col-xs-11,.col-xs-12,.col-xs-2,.col-xs-3,.col-xs-4,.col-xs-5,.col-xs-6,.col-xs-7,.col-xs-8,.col-xs-9{float:left}.col-xs-12{width:100%}.col-xs-11{width:91.66666667%}.col-xs-10{width:83.33333333%}.col-xs-9{width:75%}.col-xs-8{width:66.66666667%}.col-xs-7{width:58.33333333%}.col-xs-6{width:50%}.col-xs-5{width:41.66666667%}.col-xs-4{width:33.33333333%}.col-xs-3{width:25%}.col-xs-2{width:16.66666667%}.col-xs-1{width:8.33333333%}.col-xs-pull-12{right:100%}.col-xs-pull-11{right:91.66666667%}.col-xs-pull-10{right:83.33333333%}.col-xs-pull-9{right:75%}.col-xs-pull-8{right:66.66666667%}.col-xs-pull-7{right:58.33333333%}.col-xs-pull-6{right:50%}.col-xs-pull-5{right:41.66666667%}.col-xs-pull-4{right:33.33333333%}.col-xs-pull-3{right:25%}.col-xs-pull-2{right:16.66666667%}.col-xs-pull-1{right:8.33333333%}.col-xs-pull-0{right:auto}.col-xs-push-12{left:100%}.col-xs-push-11{left:91.66666667%}.col-xs-push-10{left:83.33333333%}.col-xs-push-9{left:75%}.col-xs-push-8{left:66.66666667%}.col-xs-push-7{left:58.33333333%}.col-xs-push-6{left:50%}.col-xs-push-5{left:41.66666667%}.col-xs-push-4{left:33.33333333%}.col-xs-push-3{left:25%}.col-xs-push-2{left:16.66666667%}.col-xs-push-1{left:8.33333333%}.col-xs-push-0{left:auto}.col-xs-offset-12{margin-left:100%}.col-xs-offset-11{margin-left:91.66666667%}.col-xs-offset-10{margin-left:83.33333333%}.col-xs-offset-9{margin-left:75%}.col-xs-offset-8{margin-left:66.66666667%}.col-xs-offset-7{margin-left:58.33333333%}.col-xs-offset-6{margin-left:50%}.col-xs-offset-5{margin-left:41.66666667%}.col-xs-offset-4{margin-left:33.33333333%}.col-xs-offset-3{margin-left:25%}.col-xs-offset-2{margin-left:16.66666667%}.col-xs-offset-1{margin-left:8.33333333%}.col-xs-offset-0{margin-left:0}@media (min-width:768px){.col-sm-1,.col-sm-10,.col-sm-11,.col-sm-12,.col-sm-2,.col-sm-3,.col-sm-4,.col-sm-5,.col-sm-6,.col-sm-7,.col-sm-8,.col-sm-9{float:left}.col-sm-12{width:100%}.col-sm-11{width:91.66666667%}.col-sm-10{width:83.33333333%}.col-sm-9{width:75%}.col-sm-8{width:66.66666667%}.col-sm-7{width:58.33333333%}.col-sm-6{width:50%}.col-sm-5{width:41.66666667%}.col-sm-4{width:33.33333333%}.col-sm-3{width:25%}.col-sm-2{width:16.66666667%}.col-sm-1{width:8.33333333%}.col-sm-pull-12{right:100%}.col-sm-pull-11{right:91.66666667%}.col-sm-pull-10{right:83.33333333%}.col-sm-pull-9{right:75%}.col-sm-pull-8{right:66.66666667%}.col-sm-pull-7{right:58.33333333%}.col-sm-pull-6{right:50%}.col-sm-pull-5{right:41.66666667%}.col-sm-pull-4{right:33.33333333%}.col-sm-pull-3{right:25%}.col-sm-pull-2{right:16.66666667%}.col-sm-pull-1{right:8.33333333%}.col-sm-pull-0{right:auto}.col-sm-push-12{left:100%}.col-sm-push-11{left:91.66666667%}.col-sm-push-10{left:83.33333333%}.col-sm-push-9{left:75%}.col-sm-push-8{left:66.66666667%}.col-sm-push-7{left:58.33333333%}.col-sm-push-6{left:50%}.col-sm-push-5{left:41.66666667%}.col-sm-push-4{left:33.33333333%}.col-sm-push-3{left:25%}.col-sm-push-2{left:16.66666667%}.col-sm-push-1{left:8.33333333%}.col-sm-push-0{left:auto}.col-sm-offset-12{margin-left:100%}.col-sm-offset-11{margin-left:91.66666667%}.col-sm-offset-10{margin-left:83.33333333%}.col-sm-offset-9{margin-left:75%}.col-sm-offset-8{margin-left:66.66666667%}.col-sm-offset-7{margin-left:58.33333333%}.col-sm-offset-6{margin-left:50%}.col-sm-offset-5{margin-left:41.66666667%}.col-sm-offset-4{margin-left:33.33333333%}.col-sm-offset-3{margin-left:25%}.col-sm-offset-2{margin-left:16.66666667%}.col-sm-offset-1{margin-left:8.33333333%}.col-sm-offset-0{margin-left:0}}@media (min-width:992px){.col-md-1,.col-md-10,.col-md-11,.col-md-12,.col-md-2,.col-md-3,.col-md-4,.col-md-5,.col-md-6,.col-md-7,.col-md-8,.col-md-9{float:left}.col-md-12{width:100%}.col-md-11{width:91.66666667%}.col-md-10{width:83.33333333%}.col-md-9{width:75%}.col-md-8{width:66.66666667%}.col-md-7{width:58.33333333%}.col-md-6{width:50%}.col-md-5{width:41.66666667%}.col-md-4{width:33.33333333%}.col-md-3{width:25%}.col-md-2{width:16.66666667%}.col-md-1{width:8.33333333%}.col-md-pull-12{right:100%}.col-md-pull-11{right:91.66666667%}.col-md-pull-10{right:83.33333333%}.col-md-pull-9{right:75%}.col-md-pull-8{right:66.66666667%}.col-md-pull-7{right:58.33333333%}.col-md-pull-6{right:50%}.col-md-pull-5{right:41.66666667%}.col-md-pull-4{right:33.33333333%}.col-md-pull-3{right:25%}.col-md-pull-2{right:16.66666667%}.col-md-pull-1{right:8.33333333%}.col-md-pull-0{right:auto}.col-md-push-12{left:100%}.col-md-push-11{left:91.66666667%}.col-md-push-10{left:83.33333333%}.col-md-push-9{left:75%}.col-md-push-8{left:66.66666667%}.col-md-push-7{left:58.33333333%}.col-md-push-6{left:50%}.col-md-push-5{left:41.66666667%}.col-md-push-4{left:33.33333333%}.col-md-push-3{left:25%}.col-md-push-2{left:16.66666667%}.col-md-push-1{left:8.33333333%}.col-md-push-0{left:auto}.col-md-offset-12{margin-left:100%}.col-md-offset-11{margin-left:91.66666667%}.col-md-offset-10{margin-left:83.33333333%}.col-md-offset-9{margin-left:75%}.col-md-offset-8{margin-left:66.66666667%}.col-md-offset-7{margin-left:58.33333333%}.col-md-offset-6{margin-left:50%}.col-md-offset-5{margin-left:41.66666667%}.col-md-offset-4{margin-left:33.33333333%}.col-md-offset-3{margin-left:25%}.col-md-offset-2{margin-left:16.66666667%}.col-md-offset-1{margin-left:8.33333333%}.col-md-offset-0{margin-left:0}}@media (min-width:1200px){.col-lg-1,.col-lg-10,.col-lg-11,.col-lg-12,.col-lg-2,.col-lg-3,.col-lg-4,.col-lg-5,.col-lg-6,.col-lg-7,.col-lg-8,.col-lg-9{float:left}.col-lg-12{width:100%}.col-lg-11{width:91.66666667%}.col-lg-10{width:83.33333333%}.col-lg-9{width:75%}.col-lg-8{width:66.66666667%}.col-lg-7{width:58.33333333%}.col-lg-6{width:50%}.col-lg-5{width:41.66666667%}.col-lg-4{width:33.33333333%}.col-lg-3{width:25%}.col-lg-2{width:16.66666667%}.col-lg-1{width:8.33333333%}.col-lg-pull-12{right:100%}.col-lg-pull-11{right:91.66666667%}.col-lg-pull-10{right:83.33333333%}.col-lg-pull-9{right:75%}.col-lg-pull-8{right:66.66666667%}.col-lg-pull-7{right:58.33333333%}.col-lg-pull-6{right:50%}.col-lg-pull-5{right:41.66666667%}.col-lg-pull-4{right:33.33333333%}.col-lg-pull-3{right:25%}.col-lg-pull-2{right:16.66666667%}.col-lg-pull-1{right:8.33333333%}.col-lg-pull-0{right:auto}.col-lg-push-12{left:100%}.col-lg-push-11{left:91.66666667%}.col-lg-push-10{left:83.33333333%}.col-lg-push-9{left:75%}.col-lg-push-8{left:66.66666667%}.col-lg-push-7{left:58.33333333%}.col-lg-push-6{left:50%}.col-lg-push-5{left:41.66666667%}.col-lg-push-4{left:33.33333333%}.col-lg-push-3{left:25%}.col-lg-push-2{left:16.66666667%}.col-lg-push-1{left:8.33333333%}.col-lg-push-0{left:auto}.col-lg-offset-12{margin-left:100%}.col-lg-offset-11{margin-left:91.66666667%}.col-lg-offset-10{margin-left:83.33333333%}.col-lg-offset-9{margin-left:75%}.col-lg-offset-8{margin-left:66.66666667%}.col-lg-offset-7{margin-left:58.33333333%}.col-lg-offset-6{margin-left:50%}.col-lg-offset-5{margin-left:41.66666667%}.col-lg-offset-4{margin-left:33.33333333%}.col-lg-offset-3{margin-left:25%}.col-lg-offset-2{margin-left:16.66666667%}.col-lg-offset-1{margin-left:8.33333333%}.col-lg-offset-0{margin-left:0}}table{background-color:transparent}caption{padding-top:8px;padding-bottom:8px;color:#777;text-align:left}th{text-align:left}.table{width:100%;max-width:100%;margin-bottom:18px}.table>tbody>tr>td,.table>tbody>tr>th,.table>tfoot>tr>td,.table>tfoot>tr>th,.table>thead>tr>td,.table>thead>tr>th{padding:8px;line-height:1.42857143;vertical-align:top;border-top:1px solid #ddd}.table>thead>tr>th{vertical-align:bottom;border-bottom:2px solid #ddd}.table>caption+thead>tr:first-child>td,.table>caption+thead>tr:first-child>th,.table>colgroup+thead>tr:first-child>td,.table>colgroup+thead>tr:first-child>th,.table>thead:first-child>tr:first-child>td,.table>thead:first-child>tr:first-child>th{border-top:0}.table>tbody+tbody{border-top:2px solid #ddd}.table .table{background-color:#fff}.table-condensed>tbody>tr>td,.table-condensed>tbody>tr>th,.table-condensed>tfoot>tr>td,.table-condensed>tfoot>tr>th,.table-condensed>thead>tr>td,.table-condensed>thead>tr>th{padding:5px}.table-bordered,.table-bordered>tbody>tr>td,.table-bordered>tbody>tr>th,.table-bordered>tfoot>tr>td,.table-bordered>tfoot>tr>th,.table-bordered>thead>tr>td,.table-bordered>thead>tr>th{border:1px solid #ddd}.table-bordered>thead>tr>td,.table-bordered>thead>tr>th{border-bottom-width:2px}.table-striped>tbody>tr:nth-of-type(odd){background-color:#f9f9f9}.table-hover>tbody>tr:hover{background-color:#f5f5f5}table col[class*=col-]{position:static;float:none;display:table-column}table td[class*=col-],table th[class*=col-]{position:static;float:none;display:table-cell}.table>tbody>tr.active>td,.table>tbody>tr.active>th,.table>tbody>tr>td.active,.table>tbody>tr>th.active,.table>tfoot>tr.active>td,.table>tfoot>tr.active>th,.table>tfoot>tr>td.active,.table>tfoot>tr>th.active,.table>thead>tr.active>td,.table>thead>tr.active>th,.table>thead>tr>td.active,.table>thead>tr>th.active{background-color:#f5f5f5}.table-hover>tbody>tr.active:hover>td,.table-hover>tbody>tr.active:hover>th,.table-hover>tbody>tr:hover>.active,.table-hover>tbody>tr>td.active:hover,.table-hover>tbody>tr>th.active:hover{background-color:#e8e8e8}.table>tbody>tr.success>td,.table>tbody>tr.success>th,.table>tbody>tr>td.success,.table>tbody>tr>th.success,.table>tfoot>tr.success>td,.table>tfoot>tr.success>th,.table>tfoot>tr>td.success,.table>tfoot>tr>th.success,.table>thead>tr.success>td,.table>thead>tr.success>th,.table>thead>tr>td.success,.table>thead>tr>th.success{background-color:#dff0d8}.table-hover>tbody>tr.success:hover>td,.table-hover>tbody>tr.success:hover>th,.table-hover>tbody>tr:hover>.success,.table-hover>tbody>tr>td.success:hover,.table-hover>tbody>tr>th.success:hover{background-color:#d0e9c6}.table>tbody>tr.info>td,.table>tbody>tr.info>th,.table>tbody>tr>td.info,.table>tbody>tr>th.info,.table>tfoot>tr.info>td,.table>tfoot>tr.info>th,.table>tfoot>tr>td.info,.table>tfoot>tr>th.info,.table>thead>tr.info>td,.table>thead>tr.info>th,.table>thead>tr>td.info,.table>thead>tr>th.info{background-color:#d9edf7}.table-hover>tbody>tr.info:hover>td,.table-hover>tbody>tr.info:hover>th,.table-hover>tbody>tr:hover>.info,.table-hover>tbody>tr>td.info:hover,.table-hover>tbody>tr>th.info:hover{background-color:#c4e3f3}.table>tbody>tr.warning>td,.table>tbody>tr.warning>th,.table>tbody>tr>td.warning,.table>tbody>tr>th.warning,.table>tfoot>tr.warning>td,.table>tfoot>tr.warning>th,.table>tfoot>tr>td.warning,.table>tfoot>tr>th.warning,.table>thead>tr.warning>td,.table>thead>tr.warning>th,.table>thead>tr>td.warning,.table>thead>tr>th.warning{background-color:#fcf8e3}.table-hover>tbody>tr.warning:hover>td,.table-hover>tbody>tr.warning:hover>th,.table-hover>tbody>tr:hover>.warning,.table-hover>tbody>tr>td.warning:hover,.table-hover>tbody>tr>th.warning:hover{background-color:#faf2cc}.table>tbody>tr.danger>td,.table>tbody>tr.danger>th,.table>tbody>tr>td.danger,.table>tbody>tr>th.danger,.table>tfoot>tr.danger>td,.table>tfoot>tr.danger>th,.table>tfoot>tr>td.danger,.table>tfoot>tr>th.danger,.table>thead>tr.danger>td,.table>thead>tr.danger>th,.table>thead>tr>td.danger,.table>thead>tr>th.danger{background-color:#f2dede}.table-hover>tbody>tr.danger:hover>td,.table-hover>tbody>tr.danger:hover>th,.table-hover>tbody>tr:hover>.danger,.table-hover>tbody>tr>td.danger:hover,.table-hover>tbody>tr>th.danger:hover{background-color:#ebcccc}.table-responsive{overflow-x:auto;min-height:.01%}@media screen and (max-width:767px){.table-responsive{width:100%;margin-bottom:13.5px;overflow-y:hidden;-ms-overflow-style:-ms-autohiding-scrollbar;border:1px solid #ddd}.table-responsive>.table{margin-bottom:0}.table-responsive>.table>tbody>tr>td,.table-responsive>.table>tbody>tr>th,.table-responsive>.table>tfoot>tr>td,.table-responsive>.table>tfoot>tr>th,.table-responsive>.table>thead>tr>td,.table-responsive>.table>thead>tr>th{white-space:nowrap}.table-responsive>.table-bordered{border:0}.table-responsive>.table-bordered>tbody>tr>td:first-child,.table-responsive>.table-bordered>tbody>tr>th:first-child,.table-responsive>.table-bordered>tfoot>tr>td:first-child,.table-responsive>.table-bordered>tfoot>tr>th:first-child,.table-responsive>.table-bordered>thead>tr>td:first-child,.table-responsive>.table-bordered>thead>tr>th:first-child{border-left:0}.table-responsive>.table-bordered>tbody>tr>td:last-child,.table-responsive>.table-bordered>tbody>tr>th:last-child,.table-responsive>.table-bordered>tfoot>tr>td:last-child,.table-responsive>.table-bordered>tfoot>tr>th:last-child,.table-responsive>.table-bordered>thead>tr>td:last-child,.table-responsive>.table-bordered>thead>tr>th:last-child{border-right:0}.table-responsive>.table-bordered>tbody>tr:last-child>td,.table-responsive>.table-bordered>tbody>tr:last-child>th,.table-responsive>.table-bordered>tfoot>tr:last-child>td,.table-responsive>.table-bordered>tfoot>tr:last-child>th{border-bottom:0}}fieldset{padding:0;margin:0;border:0;min-width:0}legend{display:block;width:100%;padding:0;margin-bottom:18px;font-size:19.5px;line-height:inherit;color:#333;border:0;border-bottom:1px solid #e5e5e5}label{display:inline-block;max-width:100%;margin-bottom:5px}input[type=search]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-appearance:none}input[type=checkbox],input[type=radio]{margin:4px 0 0;margin-top:1px \9;line-height:normal}input[type=file]{display:block}input[type=range]{display:block;width:100%}select[multiple],select[size]{height:auto}input[type=file]:focus,input[type=checkbox]:focus,input[type=radio]:focus{outline:dotted thin;outline:-webkit-focus-ring-color auto 5px;outline-offset:-2px}output{display:block;padding-top:7px;font-size:13px;line-height:1.42857143;color:#555}.form-control{display:block;width:100%;height:32px;padding:6px 12px;font-size:13px;line-height:1.42857143;color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075);-webkit-transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s}.form-control:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.6)}.form-control::-moz-placeholder{color:#999;opacity:1}.form-control:-ms-input-placeholder{color:#999}.form-control::-webkit-input-placeholder{color:#999}.form-control[disabled],.form-control[readonly],fieldset[disabled] .form-control{background-color:#eee;opacity:1}.form-control[disabled],fieldset[disabled] .form-control{cursor:not-allowed}textarea.form-control{height:auto}@media screen and (-webkit-min-device-pixel-ratio:0){input[type=date],input[type=time],input[type=datetime-local],input[type=month]{line-height:32px}.input-group-sm input[type=date],.input-group-sm input[type=time],.input-group-sm input[type=datetime-local],.input-group-sm input[type=month],input[type=date].input-sm,input[type=time].input-sm,input[type=datetime-local].input-sm,input[type=month].input-sm{line-height:30px}.input-group-lg input[type=date],.input-group-lg input[type=time],.input-group-lg input[type=datetime-local],.input-group-lg input[type=month],input[type=date].input-lg,input[type=time].input-lg,input[type=datetime-local].input-lg,input[type=month].input-lg{line-height:45px}}.form-group{margin-bottom:15px}.checkbox,.radio{position:relative;display:block;margin-top:10px;margin-bottom:10px}.checkbox label,.radio label{min-height:18px;padding-left:20px;margin-bottom:0;font-weight:400;cursor:pointer}.checkbox input[type=checkbox],.checkbox-inline input[type=checkbox],.radio input[type=radio],.radio-inline input[type=radio]{position:absolute;margin-left:-20px;margin-top:4px \9}.checkbox+.checkbox,.radio+.radio{margin-top:-5px}.checkbox-inline,.radio-inline{position:relative;display:inline-block;padding-left:20px;margin-bottom:0;vertical-align:middle;font-weight:400;cursor:pointer}.checkbox-inline+.checkbox-inline,.radio-inline+.radio-inline{margin-top:0;margin-left:10px}.checkbox-inline.disabled,.checkbox.disabled label,.radio-inline.disabled,.radio.disabled label,fieldset[disabled] .checkbox label,fieldset[disabled] .checkbox-inline,fieldset[disabled] .radio label,fieldset[disabled] .radio-inline,fieldset[disabled] input[type=checkbox],fieldset[disabled] input[type=radio],input[type=checkbox].disabled,input[type=checkbox][disabled],input[type=radio].disabled,input[type=radio][disabled]{cursor:not-allowed}.form-control-static{padding-top:7px;padding-bottom:7px;margin-bottom:0;min-height:31px}.form-control-static.input-lg,.form-control-static.input-sm{padding-left:0;padding-right:0}.input-sm{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.input-sm{height:30px;line-height:30px}select[multiple].input-sm,textarea.input-sm{height:auto}.form-group-sm .form-control{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.form-group-sm .form-control{height:30px;line-height:30px}select[multiple].form-group-sm .form-control,textarea.form-group-sm .form-control{height:auto}.form-group-sm .form-control-static{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;min-height:30px}.input-lg{height:45px;padding:10px 16px;font-size:17px;line-height:1.3333333;border-radius:3px}select.input-lg{height:45px;line-height:45px}select[multiple].input-lg,textarea.input-lg{height:auto}.form-group-lg .form-control{height:45px;padding:10px 16px;font-size:17px;line-height:1.3333333;border-radius:3px}select.form-group-lg .form-control{height:45px;line-height:45px}select[multiple].form-group-lg .form-control,textarea.form-group-lg .form-control{height:auto}.form-group-lg .form-control-static{height:45px;padding:10px 16px;font-size:17px;line-height:1.3333333;min-height:35px}.has-feedback{position:relative}.has-feedback .form-control{padding-right:40px}.form-control-feedback{position:absolute;top:0;right:0;z-index:2;display:block;width:32px;height:32px;line-height:32px;text-align:center;pointer-events:none}.input-lg+.form-control-feedback{width:45px;height:45px;line-height:45px}.input-sm+.form-control-feedback{width:30px;height:30px;line-height:30px}.has-success .checkbox,.has-success .checkbox-inline,.has-success .control-label,.has-success .help-block,.has-success .radio,.has-success .radio-inline,.has-success.checkbox label,.has-success.checkbox-inline label,.has-success.radio label,.has-success.radio-inline label{color:#3c763d}.has-success .form-control{border-color:#3c763d;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075)}.has-success .form-control:focus{border-color:#2b542c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #67b168;box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #67b168}.has-success .input-group-addon{color:#3c763d;border-color:#3c763d;background-color:#dff0d8}.has-success .form-control-feedback{color:#3c763d}.has-warning .checkbox,.has-warning .checkbox-inline,.has-warning .control-label,.has-warning .help-block,.has-warning .radio,.has-warning .radio-inline,.has-warning.checkbox label,.has-warning.checkbox-inline label,.has-warning.radio label,.has-warning.radio-inline label{color:#8a6d3b}.has-warning .form-control{border-color:#8a6d3b;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075)}.has-warning .form-control:focus{border-color:#66512c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #c0a16b;box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #c0a16b}.has-warning .input-group-addon{color:#8a6d3b;border-color:#8a6d3b;background-color:#fcf8e3}.has-warning .form-control-feedback{color:#8a6d3b}.has-error .checkbox,.has-error .checkbox-inline,.has-error .control-label,.has-error .help-block,.has-error .radio,.has-error .radio-inline,.has-error.checkbox label,.has-error.checkbox-inline label,.has-error.radio label,.has-error.radio-inline label{color:#a94442}.has-error .form-control{border-color:#a94442;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075)}.has-error .form-control:focus{border-color:#843534;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #ce8483;box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 6px #ce8483}.has-error .input-group-addon{color:#a94442;border-color:#a94442;background-color:#f2dede}.has-error .form-control-feedback{color:#a94442}.has-feedback label~.form-control-feedback{top:23px}.has-feedback label.sr-only~.form-control-feedback{top:0}.help-block{display:block;margin-top:5px;margin-bottom:10px;color:#404040}.form-horizontal .checkbox,.form-horizontal .checkbox-inline,.form-horizontal .radio,.form-horizontal .radio-inline{margin-top:0;margin-bottom:0;padding-top:7px}.form-horizontal .checkbox,.form-horizontal .radio{min-height:25px}.form-horizontal .form-group{margin-left:0;margin-right:0}.form-horizontal .has-feedback .form-control-feedback{right:0}@media (min-width:768px){.form-inline .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.form-inline .form-control{display:inline-block;width:auto;vertical-align:middle}.form-inline .form-control-static{display:inline-block}.form-inline .input-group{display:inline-table;vertical-align:middle}.form-inline .input-group .form-control,.form-inline .input-group .input-group-addon,.form-inline .input-group .input-group-btn{width:auto}.form-inline .input-group>.form-control{width:100%}.form-inline .control-label{margin-bottom:0;vertical-align:middle}.form-inline .checkbox,.form-inline .radio{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.form-inline .checkbox label,.form-inline .radio label{padding-left:0}.form-inline .checkbox input[type=checkbox],.form-inline .radio input[type=radio]{position:relative;margin-left:0}.form-inline .has-feedback .form-control-feedback{top:0}.form-horizontal .control-label{text-align:right;margin-bottom:0;padding-top:7px}.form-horizontal .form-group-lg .control-label{padding-top:14.33px}.form-horizontal .form-group-sm .control-label{padding-top:6px}}.btn{display:inline-block;margin-bottom:0;font-weight:400;text-align:center;vertical-align:middle;touch-action:manipulation;cursor:pointer;background-image:none;border:1px solid transparent;white-space:nowrap;padding:6px 12px;font-size:13px;line-height:1.42857143;border-radius:2px;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.btn.active.focus,.btn.active:focus,.btn.focus,.btn:active.focus,.btn:active:focus,.btn:focus{outline:dotted thin;outline:-webkit-focus-ring-color auto 5px;outline-offset:-2px}.btn.focus,.btn:focus,.btn:hover{color:#333;text-decoration:none}.btn.active,.btn:active{outline:0;background-image:none;-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,.125);box-shadow:inset 0 3px 5px rgba(0,0,0,.125)}.btn.disabled,.btn[disabled],fieldset[disabled] .btn{cursor:not-allowed;pointer-events:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;box-shadow:none}.btn-default{color:#333;background-color:#fff;border-color:#ccc}.btn-default.active,.btn-default.focus,.btn-default:active,.btn-default:focus,.btn-default:hover,.open>.dropdown-toggle.btn-default{color:#333;background-color:#e6e6e6;border-color:#adadad}.btn-default.active,.btn-default:active,.open>.dropdown-toggle.btn-default{background-image:none}.btn-default.disabled,.btn-default.disabled.active,.btn-default.disabled.focus,.btn-default.disabled:active,.btn-default.disabled:focus,.btn-default.disabled:hover,.btn-default[disabled],.btn-default[disabled].active,.btn-default[disabled].focus,.btn-default[disabled]:active,.btn-default[disabled]:focus,.btn-default[disabled]:hover,fieldset[disabled] .btn-default,fieldset[disabled] .btn-default.active,fieldset[disabled] .btn-default.focus,fieldset[disabled] .btn-default:active,fieldset[disabled] .btn-default:focus,fieldset[disabled] .btn-default:hover{background-color:#fff;border-color:#ccc}.btn-default .badge{color:#fff;background-color:#333}.btn-primary{color:#fff;background-color:#337ab7;border-color:#2e6da4}.btn-primary.active,.btn-primary.focus,.btn-primary:active,.btn-primary:focus,.btn-primary:hover,.open>.dropdown-toggle.btn-primary{color:#fff;background-color:#286090;border-color:#204d74}.btn-primary.active,.btn-primary:active,.open>.dropdown-toggle.btn-primary{background-image:none}.btn-primary.disabled,.btn-primary.disabled.active,.btn-primary.disabled.focus,.btn-primary.disabled:active,.btn-primary.disabled:focus,.btn-primary.disabled:hover,.btn-primary[disabled],.btn-primary[disabled].active,.btn-primary[disabled].focus,.btn-primary[disabled]:active,.btn-primary[disabled]:focus,.btn-primary[disabled]:hover,fieldset[disabled] .btn-primary,fieldset[disabled] .btn-primary.active,fieldset[disabled] .btn-primary.focus,fieldset[disabled] .btn-primary:active,fieldset[disabled] .btn-primary:focus,fieldset[disabled] .btn-primary:hover{background-color:#337ab7;border-color:#2e6da4}.btn-primary .badge{color:#337ab7;background-color:#fff}.btn-success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.btn-success.active,.btn-success.focus,.btn-success:active,.btn-success:focus,.btn-success:hover,.open>.dropdown-toggle.btn-success{color:#fff;background-color:#449d44;border-color:#398439}.btn-success.active,.btn-success:active,.open>.dropdown-toggle.btn-success{background-image:none}.btn-success.disabled,.btn-success.disabled.active,.btn-success.disabled.focus,.btn-success.disabled:active,.btn-success.disabled:focus,.btn-success.disabled:hover,.btn-success[disabled],.btn-success[disabled].active,.btn-success[disabled].focus,.btn-success[disabled]:active,.btn-success[disabled]:focus,.btn-success[disabled]:hover,fieldset[disabled] .btn-success,fieldset[disabled] .btn-success.active,fieldset[disabled] .btn-success.focus,fieldset[disabled] .btn-success:active,fieldset[disabled] .btn-success:focus,fieldset[disabled] .btn-success:hover{background-color:#5cb85c;border-color:#4cae4c}.btn-success .badge{color:#5cb85c;background-color:#fff}.btn-info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.btn-info.active,.btn-info.focus,.btn-info:active,.btn-info:focus,.btn-info:hover,.open>.dropdown-toggle.btn-info{color:#fff;background-color:#31b0d5;border-color:#269abc}.btn-info.active,.btn-info:active,.open>.dropdown-toggle.btn-info{background-image:none}.btn-info.disabled,.btn-info.disabled.active,.btn-info.disabled.focus,.btn-info.disabled:active,.btn-info.disabled:focus,.btn-info.disabled:hover,.btn-info[disabled],.btn-info[disabled].active,.btn-info[disabled].focus,.btn-info[disabled]:active,.btn-info[disabled]:focus,.btn-info[disabled]:hover,fieldset[disabled] .btn-info,fieldset[disabled] .btn-info.active,fieldset[disabled] .btn-info.focus,fieldset[disabled] .btn-info:active,fieldset[disabled] .btn-info:focus,fieldset[disabled] .btn-info:hover{background-color:#5bc0de;border-color:#46b8da}.btn-info .badge{color:#5bc0de;background-color:#fff}.btn-warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.btn-warning.active,.btn-warning.focus,.btn-warning:active,.btn-warning:focus,.btn-warning:hover,.open>.dropdown-toggle.btn-warning{color:#fff;background-color:#ec971f;border-color:#d58512}.btn-warning.active,.btn-warning:active,.open>.dropdown-toggle.btn-warning{background-image:none}.btn-warning.disabled,.btn-warning.disabled.active,.btn-warning.disabled.focus,.btn-warning.disabled:active,.btn-warning.disabled:focus,.btn-warning.disabled:hover,.btn-warning[disabled],.btn-warning[disabled].active,.btn-warning[disabled].focus,.btn-warning[disabled]:active,.btn-warning[disabled]:focus,.btn-warning[disabled]:hover,fieldset[disabled] .btn-warning,fieldset[disabled] .btn-warning.active,fieldset[disabled] .btn-warning.focus,fieldset[disabled] .btn-warning:active,fieldset[disabled] .btn-warning:focus,fieldset[disabled] .btn-warning:hover{background-color:#f0ad4e;border-color:#eea236}.btn-warning .badge{color:#f0ad4e;background-color:#fff}.btn-danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.btn-danger.active,.btn-danger.focus,.btn-danger:active,.btn-danger:focus,.btn-danger:hover,.open>.dropdown-toggle.btn-danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.btn-danger.active,.btn-danger:active,.open>.dropdown-toggle.btn-danger{background-image:none}.btn-danger.disabled,.btn-danger.disabled.active,.btn-danger.disabled.focus,.btn-danger.disabled:active,.btn-danger.disabled:focus,.btn-danger.disabled:hover,.btn-danger[disabled],.btn-danger[disabled].active,.btn-danger[disabled].focus,.btn-danger[disabled]:active,.btn-danger[disabled]:focus,.btn-danger[disabled]:hover,fieldset[disabled] .btn-danger,fieldset[disabled] .btn-danger.active,fieldset[disabled] .btn-danger.focus,fieldset[disabled] .btn-danger:active,fieldset[disabled] .btn-danger:focus,fieldset[disabled] .btn-danger:hover{background-color:#d9534f;border-color:#d43f3a}.btn-danger .badge{color:#d9534f;background-color:#fff}.btn-link{color:#337ab7;font-weight:400;border-radius:0}.btn-link,.btn-link.active,.btn-link:active,.btn-link[disabled],fieldset[disabled] .btn-link{background-color:transparent;-webkit-box-shadow:none;box-shadow:none}.btn-link,.btn-link:active,.btn-link:focus,.btn-link:hover{border-color:transparent}.btn-link:focus,.btn-link:hover{color:#23527c;text-decoration:underline;background-color:transparent}.btn-link[disabled]:focus,.btn-link[disabled]:hover,fieldset[disabled] .btn-link:focus,fieldset[disabled] .btn-link:hover{color:#777;text-decoration:none}.btn-group-lg>.btn,.btn-lg{padding:10px 16px;font-size:17px;line-height:1.3333333;border-radius:3px}.btn-group-sm>.btn,.btn-sm{padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}.btn-group-xs>.btn,.btn-xs{padding:1px 5px;font-size:12px;line-height:1.5;border-radius:1px}.btn-block{display:block;width:100%}.btn-block+.btn-block{margin-top:5px}input[type=button].btn-block,input[type=reset].btn-block,input[type=submit].btn-block{width:100%}.fade{opacity:0;-webkit-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}.collapse{display:none}.collapse.in{display:block}tr.collapse.in{display:table-row}tbody.collapse.in{display:table-row-group}.collapsing{position:relative;height:0;overflow:hidden;-webkit-transition-property:height,visibility;transition-property:height,visibility;-webkit-transition-duration:.35s;transition-duration:.35s;-webkit-transition-timing-function:ease;transition-timing-function:ease}.caret{display:inline-block;width:0;height:0;margin-left:2px;vertical-align:middle;border-top:4px dashed;border-right:4px solid transparent;border-left:4px solid transparent}.dropdown,.dropup{position:relative}.dropdown-toggle:focus{outline:0}.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;font-size:13px;text-align:left;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,.15);border-radius:2px;-webkit-box-shadow:0 6px 12px rgba(0,0,0,.175);box-shadow:0 6px 12px rgba(0,0,0,.175);background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}.dropdown-menu .divider{height:1px;margin:8px 0;overflow:hidden;background-color:#e5e5e5}.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:400;line-height:1.42857143;color:#333;white-space:nowrap}.dropdown-menu>li>a:focus,.dropdown-menu>li>a:hover{text-decoration:none;color:#262626;background-color:#f5f5f5}.dropdown-menu>.active>a,.dropdown-menu>.active>a:focus,.dropdown-menu>.active>a:hover{color:#fff;text-decoration:none;outline:0;background-color:#337ab7}.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:focus,.dropdown-menu>.disabled>a:hover{color:#777}.dropdown-menu>.disabled>a:focus,.dropdown-menu>.disabled>a:hover{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);cursor:not-allowed}.open>.dropdown-menu{display:block}.open>a{outline:0}.dropdown-menu-right{left:auto;right:0}.dropdown-menu-left{left:0;right:auto}.dropdown-header{display:block;padding:3px 20px;font-size:12px;line-height:1.42857143;color:#777;white-space:nowrap}.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990}.pull-right>.dropdown-menu{right:0;left:auto}.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid;content:""}.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:2px}@media (min-width:541px){.navbar-right .dropdown-menu{left:auto;right:0}.navbar-right .dropdown-menu-left{left:0;right:auto}}.btn-group,.btn-group-vertical{position:relative;display:inline-block;vertical-align:middle}.btn-group-vertical>.btn,.btn-group>.btn{position:relative;float:left}.btn-group-vertical>.btn.active,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:hover,.btn-group>.btn.active,.btn-group>.btn:active,.btn-group>.btn:focus,.btn-group>.btn:hover{z-index:2}.btn-group .btn+.btn,.btn-group .btn+.btn-group,.btn-group .btn-group+.btn,.btn-group .btn-group+.btn-group{margin-left:-1px}.btn-toolbar{margin-left:-5px}.btn-toolbar .btn-group,.btn-toolbar .input-group{float:left}.btn-toolbar>.btn,.btn-toolbar>.btn-group,.btn-toolbar>.input-group{margin-left:5px}.btn-group>.btn:not(:first-child):not(:last-child):not(.dropdown-toggle){border-radius:0}.btn-group>.btn:first-child{margin-left:0}.btn-group>.btn:first-child:not(:last-child):not(.dropdown-toggle){border-bottom-right-radius:0;border-top-right-radius:0}.btn-group>.btn:last-child:not(:first-child),.btn-group>.dropdown-toggle:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}.btn-group>.btn-group{float:left}.btn-group>.btn-group:not(:first-child):not(:last-child)>.btn{border-radius:0}.btn-group>.btn-group:first-child:not(:last-child)>.btn:last-child,.btn-group>.btn-group:first-child:not(:last-child)>.dropdown-toggle{border-bottom-right-radius:0;border-top-right-radius:0}.btn-group>.btn-group:last-child:not(:first-child)>.btn:first-child{border-bottom-left-radius:0;border-top-left-radius:0}.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px}.btn-group>.btn-lg+.dropdown-toggle{padding-left:12px;padding-right:12px}.btn-group.open .dropdown-toggle{-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,.125);box-shadow:inset 0 3px 5px rgba(0,0,0,.125)}.btn-group.open .dropdown-toggle.btn-link{-webkit-box-shadow:none;box-shadow:none}.btn .caret{margin-left:0}.btn-lg .caret{border-width:5px 5px 0}.dropup .btn-lg .caret{border-width:0 5px 5px}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group,.btn-group-vertical>.btn-group>.btn{display:block;float:none;width:100%;max-width:100%}.btn-group-vertical>.btn-group>.btn{float:none}.btn-group-vertical>.btn+.btn,.btn-group-vertical>.btn+.btn-group,.btn-group-vertical>.btn-group+.btn,.btn-group-vertical>.btn-group+.btn-group{margin-top:-1px;margin-left:0}.btn-group-vertical>.btn:not(:first-child):not(:last-child){border-radius:0}.btn-group-vertical>.btn:first-child:not(:last-child){border-top-right-radius:2px;border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn:last-child:not(:first-child){border-bottom-left-radius:2px;border-top-right-radius:0;border-top-left-radius:0}.btn-group-vertical>.btn-group:not(:first-child):not(:last-child)>.btn{border-radius:0}.btn-group-vertical>.btn-group:first-child:not(:last-child)>.btn:last-child,.btn-group-vertical>.btn-group:first-child:not(:last-child)>.dropdown-toggle{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn-group:last-child:not(:first-child)>.btn:first-child{border-top-right-radius:0;border-top-left-radius:0}.btn-group-justified{display:table;width:100%;table-layout:fixed;border-collapse:separate}.btn-group-justified>.btn,.btn-group-justified>.btn-group{float:none;display:table-cell;width:1%}.btn-group-justified>.btn-group .btn{width:100%}.btn-group-justified>.btn-group .dropdown-menu{left:auto}[data-toggle=buttons]>.btn input[type=checkbox],[data-toggle=buttons]>.btn input[type=radio],[data-toggle=buttons]>.btn-group>.btn input[type=checkbox],[data-toggle=buttons]>.btn-group>.btn input[type=radio]{position:absolute;clip:rect(0,0,0,0);pointer-events:none}.input-group{position:relative;display:table;border-collapse:separate}.input-group[class*=col-]{float:none;padding-left:0;padding-right:0}.input-group .form-control{position:relative;z-index:2;float:left;width:100%;margin-bottom:0}.input-group-lg>.form-control,.input-group-lg>.input-group-addon,.input-group-lg>.input-group-btn>.btn{height:45px;padding:10px 16px;font-size:17px;line-height:1.3333333;border-radius:3px}select.input-group-lg>.form-control,select.input-group-lg>.input-group-addon,select.input-group-lg>.input-group-btn>.btn{height:45px;line-height:45px}select[multiple].input-group-lg>.form-control,select[multiple].input-group-lg>.input-group-addon,select[multiple].input-group-lg>.input-group-btn>.btn,textarea.input-group-lg>.form-control,textarea.input-group-lg>.input-group-addon,textarea.input-group-lg>.input-group-btn>.btn{height:auto}.input-group-sm>.form-control,.input-group-sm>.input-group-addon,.input-group-sm>.input-group-btn>.btn{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.input-group-sm>.form-control,select.input-group-sm>.input-group-addon,select.input-group-sm>.input-group-btn>.btn{height:30px;line-height:30px}select[multiple].input-group-sm>.form-control,select[multiple].input-group-sm>.input-group-addon,select[multiple].input-group-sm>.input-group-btn>.btn,textarea.input-group-sm>.form-control,textarea.input-group-sm>.input-group-addon,textarea.input-group-sm>.input-group-btn>.btn{height:auto}.input-group .form-control,.input-group-addon,.input-group-btn{display:table-cell}.input-group .form-control:not(:first-child):not(:last-child),.input-group-addon:not(:first-child):not(:last-child),.input-group-btn:not(:first-child):not(:last-child){border-radius:0}.input-group-addon,.input-group-btn{width:1%;white-space:nowrap;vertical-align:middle}.input-group-addon{padding:6px 12px;font-size:13px;font-weight:400;line-height:1;color:#555;text-align:center;background-color:#eee;border:1px solid #ccc;border-radius:2px}.input-group-addon.input-sm{padding:5px 10px;font-size:12px;border-radius:1px}.input-group-addon.input-lg{padding:10px 16px;font-size:17px;border-radius:3px}.input-group-addon input[type=checkbox],.input-group-addon input[type=radio]{margin-top:0}.input-group .form-control:first-child,.input-group-addon:first-child,.input-group-btn:first-child>.btn,.input-group-btn:first-child>.btn-group>.btn,.input-group-btn:first-child>.dropdown-toggle,.input-group-btn:last-child>.btn-group:not(:last-child)>.btn,.input-group-btn:last-child>.btn:not(:last-child):not(.dropdown-toggle){border-bottom-right-radius:0;border-top-right-radius:0}.input-group-addon:first-child{border-right:0}.input-group .form-control:last-child,.input-group-addon:last-child,.input-group-btn:first-child>.btn-group:not(:first-child)>.btn,.input-group-btn:first-child>.btn:not(:first-child),.input-group-btn:last-child>.btn,.input-group-btn:last-child>.btn-group>.btn,.input-group-btn:last-child>.dropdown-toggle{border-bottom-left-radius:0;border-top-left-radius:0}.input-group-addon:last-child{border-left:0}.input-group-btn{position:relative;font-size:0;white-space:nowrap}.input-group-btn>.btn{position:relative}.input-group-btn>.btn+.btn{margin-left:-1px}.input-group-btn>.btn:active,.input-group-btn>.btn:focus,.input-group-btn>.btn:hover{z-index:2}.input-group-btn:first-child>.btn,.input-group-btn:first-child>.btn-group{margin-right:-1px}.input-group-btn:last-child>.btn,.input-group-btn:last-child>.btn-group{margin-left:-1px}.nav{margin-bottom:0;padding-left:0;list-style:none}.nav>li{position:relative;display:block}.nav>li>a{position:relative;display:block;padding:10px 15px}.nav>li>a:focus,.nav>li>a:hover{text-decoration:none;background-color:#eee}.nav>li.disabled>a{color:#777}.nav>li.disabled>a:focus,.nav>li.disabled>a:hover{color:#777;text-decoration:none;background-color:transparent;cursor:not-allowed}.nav .open>a,.nav .open>a:focus,.nav .open>a:hover{background-color:#eee;border-color:#337ab7}.nav .nav-divider{height:1px;margin:8px 0;overflow:hidden;background-color:#e5e5e5}.nav>li>a>img{max-width:none}.nav-tabs{border-bottom:1px solid #ddd}.nav-tabs>li{float:left;margin-bottom:-1px}.nav-tabs>li>a{margin-right:2px;line-height:1.42857143;border:1px solid transparent;border-radius:2px 2px 0 0}.nav-tabs>li>a:hover{border-color:#eee #eee #ddd}.nav-tabs>li.active>a,.nav-tabs>li.active>a:focus,.nav-tabs>li.active>a:hover{color:#555;background-color:#fff;border:1px solid #ddd;border-bottom-color:transparent;cursor:default}.nav-tabs.nav-justified{width:100%;border-bottom:0}.nav-tabs.nav-justified>li{float:none}.nav-tabs.nav-justified>li>a{text-align:center;margin-bottom:5px;margin-right:0;border-radius:2px}.nav-tabs.nav-justified>.dropdown .dropdown-menu{top:auto;left:auto}.nav-tabs.nav-justified>.active>a,.nav-tabs.nav-justified>.active>a:focus,.nav-tabs.nav-justified>.active>a:hover{border:1px solid #ddd}@media (min-width:768px){.nav-tabs.nav-justified>li{display:table-cell;width:1%}.nav-tabs.nav-justified>li>a{margin-bottom:0;border-bottom:1px solid #ddd;border-radius:2px 2px 0 0}.nav-tabs.nav-justified>.active>a,.nav-tabs.nav-justified>.active>a:focus,.nav-tabs.nav-justified>.active>a:hover{border-bottom-color:#fff}}.nav-pills>li{float:left}.nav-pills>li>a{border-radius:2px}.nav-pills>li+li{margin-left:2px}.nav-pills>li.active>a,.nav-pills>li.active>a:focus,.nav-pills>li.active>a:hover{color:#fff;background-color:#337ab7}.nav-stacked>li{float:none}.nav-stacked>li+li{margin-top:2px;margin-left:0}.nav-justified{width:100%}.nav-justified>li{float:none}.nav-justified>li>a{text-align:center;margin-bottom:5px}.nav-justified>.dropdown .dropdown-menu{top:auto;left:auto}.nav-tabs-justified{border-bottom:0}.nav-tabs-justified>li>a{margin-right:0;border-radius:2px}.nav-tabs-justified>.active>a,.nav-tabs-justified>.active>a:focus,.nav-tabs-justified>.active>a:hover{border:1px solid #ddd}@media (min-width:768px){.nav-justified>li{display:table-cell;width:1%}.nav-justified>li>a{margin-bottom:0}.nav-tabs-justified>li>a{border-bottom:1px solid #ddd;border-radius:2px 2px 0 0}.nav-tabs-justified>.active>a,.nav-tabs-justified>.active>a:focus,.nav-tabs-justified>.active>a:hover{border-bottom-color:#fff}}.tab-content>.tab-pane{display:none}.tab-content>.active{display:block}.nav-tabs .dropdown-menu{margin-top:-1px;border-top-right-radius:0;border-top-left-radius:0}.navbar{position:relative;min-height:30px;margin-bottom:18px;border:1px solid transparent}.navbar-collapse{overflow-x:visible;padding-right:0;padding-left:0;border-top:1px solid transparent;box-shadow:inset 0 1px 0 rgba(255,255,255,.1);-webkit-overflow-scrolling:touch}.navbar-collapse.in{overflow-y:auto}.navbar-fixed-bottom .navbar-collapse,.navbar-fixed-top .navbar-collapse{max-height:340px}@media (max-device-width:540px)and (orientation:landscape){.navbar-fixed-bottom .navbar-collapse,.navbar-fixed-top .navbar-collapse{max-height:200px}}.container-fluid>.navbar-collapse,.container-fluid>.navbar-header,.container>.navbar-collapse,.container>.navbar-header{margin-right:0;margin-left:0}.navbar-static-top{z-index:1000;border-width:0 0 1px}.navbar-fixed-bottom,.navbar-fixed-top{position:fixed;right:0;left:0;z-index:1030}@media (min-width:541px){.navbar{border-radius:2px}.navbar-header{float:left}.navbar-collapse{width:auto;border-top:0;box-shadow:none}.navbar-collapse.collapse{display:block!important;height:auto!important;padding-bottom:0;overflow:visible!important}.navbar-collapse.in{overflow-y:visible}.navbar-fixed-bottom .navbar-collapse,.navbar-fixed-top .navbar-collapse,.navbar-static-top .navbar-collapse{padding-left:0;padding-right:0}.container-fluid>.navbar-collapse,.container-fluid>.navbar-header,.container>.navbar-collapse,.container>.navbar-header{margin-right:0;margin-left:0}.navbar-fixed-bottom,.navbar-fixed-top,.navbar-static-top{border-radius:0}}.navbar-fixed-top{top:0;border-width:0 0 1px}.navbar-fixed-bottom{bottom:0;margin-bottom:0;border-width:1px 0 0}.navbar-brand{float:left;padding:6px 0;font-size:17px;line-height:18px;height:30px}.navbar-brand:focus,.navbar-brand:hover{text-decoration:none}.navbar-brand>img{display:block}.navbar-toggle{position:relative;float:right;margin-right:0;padding:9px 10px;margin-top:-2px;margin-bottom:-2px;background-color:transparent;background-image:none;border:1px solid transparent;border-radius:2px}.navbar-toggle:focus{outline:0}.navbar-toggle .icon-bar{display:block;width:22px;height:2px;border-radius:1px}.navbar-toggle .icon-bar+.icon-bar{margin-top:4px}@media (min-width:541px){.navbar>.container .navbar-brand,.navbar>.container-fluid .navbar-brand{margin-left:0}.navbar-toggle{display:none}}.navbar-nav{margin:3px 0}.navbar-nav>li>a{padding-top:10px;padding-bottom:10px;line-height:18px}@media (max-width:540px){.navbar-nav .open .dropdown-menu{position:static;float:none;width:auto;margin-top:0;background-color:transparent;border:0;box-shadow:none}.navbar-nav .open .dropdown-menu .dropdown-header,.navbar-nav .open .dropdown-menu>li>a{padding:5px 15px 5px 25px}.navbar-nav .open .dropdown-menu>li>a{line-height:18px}.navbar-nav .open .dropdown-menu>li>a:focus,.navbar-nav .open .dropdown-menu>li>a:hover{background-image:none}}@media (min-width:541px){.navbar-nav{float:left;margin:0}.navbar-nav>li{float:left}.navbar-nav>li>a{padding-top:6px;padding-bottom:6px}}.navbar-form{padding:10px 0;border-top:1px solid transparent;border-bottom:1px solid transparent;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.1),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 0 rgba(255,255,255,.1),0 1px 0 rgba(255,255,255,.1);margin:-1px 0}@media (min-width:768px){.navbar-form .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.navbar-form .form-control{display:inline-block;width:auto;vertical-align:middle}.navbar-form .form-control-static{display:inline-block}.navbar-form .input-group{display:inline-table;vertical-align:middle}.navbar-form .input-group .form-control,.navbar-form .input-group .input-group-addon,.navbar-form .input-group .input-group-btn{width:auto}.navbar-form .input-group>.form-control{width:100%}.navbar-form .control-label{margin-bottom:0;vertical-align:middle}.navbar-form .checkbox,.navbar-form .radio{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.navbar-form .checkbox label,.navbar-form .radio label{padding-left:0}.navbar-form .checkbox input[type=checkbox],.navbar-form .radio input[type=radio]{position:relative;margin-left:0}.navbar-form .has-feedback .form-control-feedback{top:0}}@media (max-width:540px){.navbar-form .form-group{margin-bottom:5px}.navbar-form .form-group:last-child{margin-bottom:0}}.navbar-nav>li>.dropdown-menu{margin-top:0;border-top-right-radius:0;border-top-left-radius:0}.navbar-fixed-bottom .navbar-nav>li>.dropdown-menu{margin-bottom:0;border-radius:2px 2px 0 0}.navbar-btn{margin-top:-1px;margin-bottom:-1px}.navbar-btn.btn-sm{margin-top:0;margin-bottom:0}.navbar-btn.btn-xs{margin-top:4px;margin-bottom:4px}.navbar-text{margin-top:6px;margin-bottom:6px}@media (min-width:541px){.navbar-form{width:auto;border:0;margin-left:0;margin-right:0;padding-top:0;padding-bottom:0;-webkit-box-shadow:none;box-shadow:none}.navbar-text{float:left;margin-left:0;margin-right:0}.navbar-left{float:left!important;float:left}.navbar-right{float:right!important;float:right;margin-right:0}.navbar-right~.navbar-right{margin-right:0}}.navbar-default{background-color:#f8f8f8;border-color:#e7e7e7}.navbar-default .navbar-brand{color:#777}.navbar-default .navbar-brand:focus,.navbar-default .navbar-brand:hover{color:#5e5e5e;background-color:transparent}.navbar-default .navbar-nav>li>a,.navbar-default .navbar-text{color:#777}.navbar-default .navbar-nav>li>a:focus,.navbar-default .navbar-nav>li>a:hover{color:#333;background-color:transparent}.navbar-default .navbar-nav>.active>a,.navbar-default .navbar-nav>.active>a:focus,.navbar-default .navbar-nav>.active>a:hover{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav>.disabled>a,.navbar-default .navbar-nav>.disabled>a:focus,.navbar-default .navbar-nav>.disabled>a:hover{color:#ccc;background-color:transparent}.navbar-default .navbar-toggle{border-color:#ddd}.navbar-default .navbar-toggle:focus,.navbar-default .navbar-toggle:hover{background-color:#ddd}.navbar-default .navbar-toggle .icon-bar{background-color:#888}.navbar-default .navbar-collapse,.navbar-default .navbar-form{border-color:#e7e7e7}.navbar-default .navbar-nav>.open>a,.navbar-default .navbar-nav>.open>a:focus,.navbar-default .navbar-nav>.open>a:hover{background-color:#e7e7e7;color:#555}@media (max-width:540px){.navbar-default .navbar-nav .open .dropdown-menu>li>a{color:#777}.navbar-default .navbar-nav .open .dropdown-menu>li>a:focus,.navbar-default .navbar-nav .open .dropdown-menu>li>a:hover{color:#333;background-color:transparent}.navbar-default .navbar-nav .open .dropdown-menu>.active>a,.navbar-default .navbar-nav .open .dropdown-menu>.active>a:focus,.navbar-default .navbar-nav .open .dropdown-menu>.active>a:hover{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a,.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a:focus,.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a:hover{color:#ccc;background-color:transparent}}.navbar-default .navbar-link{color:#777}.navbar-default .navbar-link:hover{color:#333}.navbar-default .btn-link{color:#777}.navbar-default .btn-link:focus,.navbar-default .btn-link:hover{color:#333}.navbar-default .btn-link[disabled]:focus,.navbar-default .btn-link[disabled]:hover,fieldset[disabled] .navbar-default .btn-link:focus,fieldset[disabled] .navbar-default .btn-link:hover{color:#ccc}.navbar-inverse{background-color:#222;border-color:#080808}.navbar-inverse .navbar-brand{color:#9d9d9d}.navbar-inverse .navbar-brand:focus,.navbar-inverse .navbar-brand:hover{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav>li>a,.navbar-inverse .navbar-text{color:#9d9d9d}.navbar-inverse .navbar-nav>li>a:focus,.navbar-inverse .navbar-nav>li>a:hover{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav>.active>a,.navbar-inverse .navbar-nav>.active>a:focus,.navbar-inverse .navbar-nav>.active>a:hover{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav>.disabled>a,.navbar-inverse .navbar-nav>.disabled>a:focus,.navbar-inverse .navbar-nav>.disabled>a:hover{color:#444;background-color:transparent}.navbar-inverse .navbar-toggle{border-color:#333}.navbar-inverse .navbar-toggle:focus,.navbar-inverse .navbar-toggle:hover{background-color:#333}.navbar-inverse .navbar-toggle .icon-bar{background-color:#fff}.navbar-inverse .navbar-collapse,.navbar-inverse .navbar-form{border-color:#101010}.navbar-inverse .navbar-nav>.open>a,.navbar-inverse .navbar-nav>.open>a:focus,.navbar-inverse .navbar-nav>.open>a:hover{background-color:#080808;color:#fff}@media (max-width:540px){.navbar-inverse .navbar-nav .open .dropdown-menu>.dropdown-header{border-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu .divider{background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu>li>a{color:#9d9d9d}.navbar-inverse .navbar-nav .open .dropdown-menu>li>a:focus,.navbar-inverse .navbar-nav .open .dropdown-menu>li>a:hover{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a,.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a:focus,.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a:hover{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a,.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a:focus,.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a:hover{color:#444;background-color:transparent}}.navbar-inverse .navbar-link{color:#9d9d9d}.navbar-inverse .navbar-link:hover{color:#fff}.navbar-inverse .btn-link{color:#9d9d9d}.navbar-inverse .btn-link:focus,.navbar-inverse .btn-link:hover{color:#fff}.navbar-inverse .btn-link[disabled]:focus,.navbar-inverse .btn-link[disabled]:hover,fieldset[disabled] .navbar-inverse .btn-link:focus,fieldset[disabled] .navbar-inverse .btn-link:hover{color:#444}.breadcrumb{padding:8px 15px;margin-bottom:18px;list-style:none;background-color:#f5f5f5;border-radius:2px}.breadcrumb>li{display:inline-block}.breadcrumb>li+li:before{content:"/\00a0";padding:0 5px;color:#5e5e5e}.breadcrumb>.active{color:#777}.pagination{display:inline-block;padding-left:0;margin:18px 0;border-radius:2px}.pagination>li{display:inline}.pagination>li>a,.pagination>li>span{position:relative;float:left;padding:6px 12px;line-height:1.42857143;text-decoration:none;color:#337ab7;background-color:#fff;border:1px solid #ddd;margin-left:-1px}.pagination>li:first-child>a,.pagination>li:first-child>span{margin-left:0;border-bottom-left-radius:2px;border-top-left-radius:2px}.pagination>li:last-child>a,.pagination>li:last-child>span{border-bottom-right-radius:2px;border-top-right-radius:2px}.pagination>li>a:focus,.pagination>li>a:hover,.pagination>li>span:focus,.pagination>li>span:hover{color:#23527c;background-color:#eee;border-color:#ddd}.pagination>.active>a,.pagination>.active>a:focus,.pagination>.active>a:hover,.pagination>.active>span,.pagination>.active>span:focus,.pagination>.active>span:hover{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7;cursor:default}.pagination>.disabled>a,.pagination>.disabled>a:focus,.pagination>.disabled>a:hover,.pagination>.disabled>span,.pagination>.disabled>span:focus,.pagination>.disabled>span:hover{color:#777;background-color:#fff;border-color:#ddd;cursor:not-allowed}.pagination-lg>li>a,.pagination-lg>li>span{padding:10px 16px;font-size:17px}.pagination-lg>li:first-child>a,.pagination-lg>li:first-child>span{border-bottom-left-radius:3px;border-top-left-radius:3px}.pagination-lg>li:last-child>a,.pagination-lg>li:last-child>span{border-bottom-right-radius:3px;border-top-right-radius:3px}.pagination-sm>li>a,.pagination-sm>li>span{padding:5px 10px;font-size:12px}.pagination-sm>li:first-child>a,.pagination-sm>li:first-child>span{border-bottom-left-radius:1px;border-top-left-radius:1px}.pagination-sm>li:last-child>a,.pagination-sm>li:last-child>span{border-bottom-right-radius:1px;border-top-right-radius:1px}.pager{padding-left:0;margin:18px 0;list-style:none;text-align:center}.pager li{display:inline}.pager li>a,.pager li>span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px}.pager li>a:focus,.pager li>a:hover{text-decoration:none;background-color:#eee}.pager .next>a,.pager .next>span{float:right}.pager .previous>a,.pager .previous>span{float:left}.pager .disabled>a,.pager .disabled>a:focus,.pager .disabled>a:hover,.pager .disabled>span{color:#777;background-color:#fff;cursor:not-allowed}.label{display:inline;padding:.2em .6em .3em;font-size:75%;font-weight:700;line-height:1;color:#fff;text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:.25em}a.label:focus,a.label:hover{color:#fff;text-decoration:none;cursor:pointer}.label:empty{display:none}.btn .label{position:relative;top:-1px}.label-default{background-color:#777}.label-default[href]:focus,.label-default[href]:hover{background-color:#5e5e5e}.label-primary{background-color:#337ab7}.label-primary[href]:focus,.label-primary[href]:hover{background-color:#286090}.label-success{background-color:#5cb85c}.label-success[href]:focus,.label-success[href]:hover{background-color:#449d44}.label-info{background-color:#5bc0de}.label-info[href]:focus,.label-info[href]:hover{background-color:#31b0d5}.label-warning{background-color:#f0ad4e}.label-warning[href]:focus,.label-warning[href]:hover{background-color:#ec971f}.label-danger{background-color:#d9534f}.label-danger[href]:focus,.label-danger[href]:hover{background-color:#c9302c}.badge{display:inline-block;min-width:10px;padding:3px 7px;font-size:12px;font-weight:700;color:#fff;line-height:1;vertical-align:baseline;white-space:nowrap;text-align:center;background-color:#777;border-radius:10px}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.btn-group-xs>.btn .badge,.btn-xs .badge{top:0;padding:1px 5px}a.badge:focus,a.badge:hover{color:#fff;text-decoration:none;cursor:pointer}.list-group-item.active>.badge,.nav-pills>.active>a>.badge{color:#337ab7;background-color:#fff}.list-group-item>.badge{float:right}.list-group-item>.badge+.badge{margin-right:5px}.nav-pills>li>a>.badge{margin-left:3px}.jumbotron{padding:30px 15px;margin-bottom:30px;color:inherit;background-color:#eee}.jumbotron .h1,.jumbotron h1{color:inherit}.jumbotron p{margin-bottom:15px;font-size:20px;font-weight:200}.jumbotron>hr{border-top-color:#d5d5d5}.container .jumbotron,.container-fluid .jumbotron{border-radius:3px}.jumbotron .container{max-width:100%}@media screen and (min-width:768px){.jumbotron{padding:48px 0}.container .jumbotron,.container-fluid .jumbotron{padding-left:60px;padding-right:60px}.jumbotron .h1,.jumbotron h1{font-size:58.5px}}.thumbnail{display:block;padding:4px;margin-bottom:18px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:2px;-webkit-transition:border .2s ease-in-out;-o-transition:border .2s ease-in-out;transition:border .2s ease-in-out}.thumbnail a>img,.thumbnail>img{margin-left:auto;margin-right:auto}a.thumbnail.active,a.thumbnail:focus,a.thumbnail:hover{border-color:#337ab7}.thumbnail .caption{padding:9px;color:#000}.alert{padding:15px;margin-bottom:18px;border:1px solid transparent;border-radius:2px}.alert h4{margin-top:0;color:inherit}.alert .alert-link{font-weight:700}.alert>p,.alert>ul{margin-bottom:0}.alert>p+p{margin-top:5px}.alert-dismissable,.alert-dismissible{padding-right:35px}.alert-dismissable .close,.alert-dismissible .close{position:relative;top:-2px;right:-21px;color:inherit}.alert-success{background-color:#dff0d8;border-color:#d6e9c6;color:#3c763d}.alert-success hr{border-top-color:#c9e2b3}.alert-success .alert-link{color:#2b542c}.alert-info{background-color:#d9edf7;border-color:#bce8f1;color:#31708f}.alert-info hr{border-top-color:#a6e1ec}.alert-info .alert-link{color:#245269}.alert-warning{background-color:#fcf8e3;border-color:#faebcc;color:#8a6d3b}.alert-warning hr{border-top-color:#f7e1b5}.alert-warning .alert-link{color:#66512c}.alert-danger{background-color:#f2dede;border-color:#ebccd1;color:#a94442}.alert-danger hr{border-top-color:#e4b9c0}.alert-danger .alert-link{color:#843534}@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}@keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}.progress{overflow:hidden;height:18px;margin-bottom:18px;background-color:#f5f5f5;border-radius:2px;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,.1);box-shadow:inset 0 1px 2px rgba(0,0,0,.1)}.progress-bar{float:left;width:0;height:100%;font-size:12px;line-height:18px;color:#fff;text-align:center;background-color:#337ab7;-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,.15);-webkit-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}.progress-bar-striped,.progress-striped .progress-bar{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-size:40px 40px}.progress-bar.active,.progress.active .progress-bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}.progress-bar-success{background-color:#5cb85c}.progress-striped .progress-bar-success{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.progress-bar-info{background-color:#5bc0de}.progress-striped .progress-bar-info{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.progress-bar-warning{background-color:#f0ad4e}.progress-striped .progress-bar-warning{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.progress-bar-danger{background-color:#d9534f}.progress-striped .progress-bar-danger{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.media{margin-top:15px}.media:first-child{margin-top:0}.media,.media-body{zoom:1;overflow:hidden}.media-body{width:10000px}.media-object{display:block}.media-right,.media>.pull-right{padding-left:10px}.media-left,.media>.pull-left{padding-right:10px}.media-body,.media-left,.media-right{display:table-cell;vertical-align:top}.media-middle{vertical-align:middle}.media-bottom{vertical-align:bottom}.media-heading{margin-top:0;margin-bottom:5px}.media-list{padding-left:0;list-style:none}.list-group{margin-bottom:20px;padding-left:0}.list-group-item{position:relative;display:block;padding:10px 15px;margin-bottom:-1px;background-color:#fff;border:1px solid #ddd}.list-group-item:first-child{border-top-right-radius:2px;border-top-left-radius:2px}.list-group-item:last-child{margin-bottom:0;border-bottom-right-radius:2px;border-bottom-left-radius:2px}a.list-group-item{color:#555}a.list-group-item .list-group-item-heading{color:#333}a.list-group-item:focus,a.list-group-item:hover{text-decoration:none;color:#555;background-color:#f5f5f5}.list-group-item.disabled,.list-group-item.disabled:focus,.list-group-item.disabled:hover{background-color:#eee;color:#777;cursor:not-allowed}.list-group-item.disabled .list-group-item-heading,.list-group-item.disabled:focus .list-group-item-heading,.list-group-item.disabled:hover .list-group-item-heading{color:inherit}.list-group-item.disabled .list-group-item-text,.list-group-item.disabled:focus .list-group-item-text,.list-group-item.disabled:hover .list-group-item-text{color:#777}.list-group-item.active,.list-group-item.active:focus,.list-group-item.active:hover{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7}.list-group-item.active .list-group-item-heading,.list-group-item.active .list-group-item-heading>.small,.list-group-item.active .list-group-item-heading>small,.list-group-item.active:focus .list-group-item-heading,.list-group-item.active:focus .list-group-item-heading>.small,.list-group-item.active:focus .list-group-item-heading>small,.list-group-item.active:hover .list-group-item-heading,.list-group-item.active:hover .list-group-item-heading>.small,.list-group-item.active:hover .list-group-item-heading>small{color:inherit}.list-group-item.active .list-group-item-text,.list-group-item.active:focus .list-group-item-text,.list-group-item.active:hover .list-group-item-text{color:#c7ddef}.list-group-item-success{color:#3c763d;background-color:#dff0d8}a.list-group-item-success{color:#3c763d}a.list-group-item-success .list-group-item-heading{color:inherit}a.list-group-item-success:focus,a.list-group-item-success:hover{color:#3c763d;background-color:#d0e9c6}a.list-group-item-success.active,a.list-group-item-success.active:focus,a.list-group-item-success.active:hover{color:#fff;background-color:#3c763d;border-color:#3c763d}.list-group-item-info{color:#31708f;background-color:#d9edf7}a.list-group-item-info{color:#31708f}a.list-group-item-info .list-group-item-heading{color:inherit}a.list-group-item-info:focus,a.list-group-item-info:hover{color:#31708f;background-color:#c4e3f3}a.list-group-item-info.active,a.list-group-item-info.active:focus,a.list-group-item-info.active:hover{color:#fff;background-color:#31708f;border-color:#31708f}.list-group-item-warning{color:#8a6d3b;background-color:#fcf8e3}a.list-group-item-warning{color:#8a6d3b}a.list-group-item-warning .list-group-item-heading{color:inherit}a.list-group-item-warning:focus,a.list-group-item-warning:hover{color:#8a6d3b;background-color:#faf2cc}a.list-group-item-warning.active,a.list-group-item-warning.active:focus,a.list-group-item-warning.active:hover{color:#fff;background-color:#8a6d3b;border-color:#8a6d3b}.list-group-item-danger{color:#a94442;background-color:#f2dede}a.list-group-item-danger{color:#a94442}a.list-group-item-danger .list-group-item-heading{color:inherit}a.list-group-item-danger:focus,a.list-group-item-danger:hover{color:#a94442;background-color:#ebcccc}a.list-group-item-danger.active,a.list-group-item-danger.active:focus,a.list-group-item-danger.active:hover{color:#fff;background-color:#a94442;border-color:#a94442}.list-group-item-heading{margin-top:0;margin-bottom:5px}.list-group-item-text{margin-bottom:0;line-height:1.3}.panel{margin-bottom:18px;background-color:#fff;border:1px solid transparent;border-radius:2px;-webkit-box-shadow:0 1px 1px rgba(0,0,0,.05);box-shadow:0 1px 1px rgba(0,0,0,.05)}.panel-body{padding:15px}.panel-heading{padding:10px 15px;border-bottom:1px solid transparent;border-top-right-radius:1px;border-top-left-radius:1px}.panel-heading>.dropdown .dropdown-toggle{color:inherit}.panel-title{margin-top:0;margin-bottom:0;font-size:15px;color:inherit}.panel-title>.small,.panel-title>.small>a,.panel-title>a,.panel-title>small,.panel-title>small>a{color:inherit}.panel-footer{padding:10px 15px;background-color:#f5f5f5;border-top:1px solid #ddd;border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel>.list-group,.panel>.panel-collapse>.list-group{margin-bottom:0}.panel>.list-group .list-group-item,.panel>.panel-collapse>.list-group .list-group-item{border-width:1px 0;border-radius:0}.panel>.list-group:first-child .list-group-item:first-child,.panel>.panel-collapse>.list-group:first-child .list-group-item:first-child{border-top:0;border-top-right-radius:1px;border-top-left-radius:1px}.panel>.list-group:last-child .list-group-item:last-child,.panel>.panel-collapse>.list-group:last-child .list-group-item:last-child{border-bottom:0;border-bottom-right-radius:1px;border-bottom-left-radius:1px}.list-group+.panel-footer,.panel-heading+.list-group .list-group-item:first-child{border-top-width:0}.panel>.panel-collapse>.table,.panel>.table,.panel>.table-responsive>.table{margin-bottom:0}.panel>.panel-collapse>.table caption,.panel>.table caption,.panel>.table-responsive>.table caption{padding-left:15px;padding-right:15px}.panel>.table-responsive:first-child>.table:first-child,.panel>.table:first-child{border-top-right-radius:1px;border-top-left-radius:1px}.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child,.panel>.table:first-child>thead:first-child>tr:first-child{border-top-left-radius:1px;border-top-right-radius:1px}.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child td:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child th:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child td:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child th:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child td:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child th:first-child,.panel>.table:first-child>thead:first-child>tr:first-child td:first-child,.panel>.table:first-child>thead:first-child>tr:first-child th:first-child{border-top-left-radius:1px}.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child td:last-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child th:last-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child td:last-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child th:last-child,.panel>.table:first-child>tbody:first-child>tr:first-child td:last-child,.panel>.table:first-child>tbody:first-child>tr:first-child th:last-child,.panel>.table:first-child>thead:first-child>tr:first-child td:last-child,.panel>.table:first-child>thead:first-child>tr:first-child th:last-child{border-top-right-radius:1px}.panel>.table-responsive:last-child>.table:last-child,.panel>.table:last-child{border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child,.panel>.table:last-child>tbody:last-child>tr:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child{border-bottom-left-radius:1px;border-bottom-right-radius:1px}.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child td:first-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child th:first-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child td:first-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child th:first-child,.panel>.table:last-child>tbody:last-child>tr:last-child td:first-child,.panel>.table:last-child>tbody:last-child>tr:last-child th:first-child,.panel>.table:last-child>tfoot:last-child>tr:last-child td:first-child,.panel>.table:last-child>tfoot:last-child>tr:last-child th:first-child{border-bottom-left-radius:1px}.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child td:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child th:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child td:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child th:last-child,.panel>.table:last-child>tbody:last-child>tr:last-child td:last-child,.panel>.table:last-child>tbody:last-child>tr:last-child th:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child td:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child th:last-child{border-bottom-right-radius:1px}.panel>.panel-body+.table,.panel>.panel-body+.table-responsive,.panel>.table+.panel-body,.panel>.table-responsive+.panel-body{border-top:1px solid #ddd}.panel>.table>tbody:first-child>tr:first-child td,.panel>.table>tbody:first-child>tr:first-child th{border-top:0}.panel>.table-bordered,.panel>.table-responsive>.table-bordered{border:0}.panel>.table-bordered>tbody>tr>td:first-child,.panel>.table-bordered>tbody>tr>th:first-child,.panel>.table-bordered>tfoot>tr>td:first-child,.panel>.table-bordered>tfoot>tr>th:first-child,.panel>.table-bordered>thead>tr>td:first-child,.panel>.table-bordered>thead>tr>th:first-child,.panel>.table-responsive>.table-bordered>tbody>tr>td:first-child,.panel>.table-responsive>.table-bordered>tbody>tr>th:first-child,.panel>.table-responsive>.table-bordered>tfoot>tr>td:first-child,.panel>.table-responsive>.table-bordered>tfoot>tr>th:first-child,.panel>.table-responsive>.table-bordered>thead>tr>td:first-child,.panel>.table-responsive>.table-bordered>thead>tr>th:first-child{border-left:0}.panel>.table-bordered>tbody>tr>td:last-child,.panel>.table-bordered>tbody>tr>th:last-child,.panel>.table-bordered>tfoot>tr>td:last-child,.panel>.table-bordered>tfoot>tr>th:last-child,.panel>.table-bordered>thead>tr>td:last-child,.panel>.table-bordered>thead>tr>th:last-child,.panel>.table-responsive>.table-bordered>tbody>tr>td:last-child,.panel>.table-responsive>.table-bordered>tbody>tr>th:last-child,.panel>.table-responsive>.table-bordered>tfoot>tr>td:last-child,.panel>.table-responsive>.table-bordered>tfoot>tr>th:last-child,.panel>.table-responsive>.table-bordered>thead>tr>td:last-child,.panel>.table-responsive>.table-bordered>thead>tr>th:last-child{border-right:0}.panel>.table-bordered>tbody>tr:first-child>td,.panel>.table-bordered>tbody>tr:first-child>th,.panel>.table-bordered>tbody>tr:last-child>td,.panel>.table-bordered>tbody>tr:last-child>th,.panel>.table-bordered>tfoot>tr:last-child>td,.panel>.table-bordered>tfoot>tr:last-child>th,.panel>.table-bordered>thead>tr:first-child>td,.panel>.table-bordered>thead>tr:first-child>th,.panel>.table-responsive>.table-bordered>tbody>tr:first-child>td,.panel>.table-responsive>.table-bordered>tbody>tr:first-child>th,.panel>.table-responsive>.table-bordered>tbody>tr:last-child>td,.panel>.table-responsive>.table-bordered>tbody>tr:last-child>th,.panel>.table-responsive>.table-bordered>tfoot>tr:last-child>td,.panel>.table-responsive>.table-bordered>tfoot>tr:last-child>th,.panel>.table-responsive>.table-bordered>thead>tr:first-child>td,.panel>.table-responsive>.table-bordered>thead>tr:first-child>th{border-bottom:0}.panel>.table-responsive{border:0;margin-bottom:0}.panel-group{margin-bottom:18px}.panel-group .panel{margin-bottom:0;border-radius:2px}.panel-group .panel+.panel{margin-top:5px}.panel-group .panel-heading{border-bottom:0}.panel-group .panel-heading+.panel-collapse>.list-group,.panel-group .panel-heading+.panel-collapse>.panel-body{border-top:1px solid #ddd}.panel-group .panel-footer{border-top:0}.panel-group .panel-footer+.panel-collapse .panel-body{border-bottom:1px solid #ddd}.panel-default{border-color:#ddd}.panel-default>.panel-heading{color:#333;background-color:#f5f5f5;border-color:#ddd}.panel-default>.panel-heading+.panel-collapse>.panel-body{border-top-color:#ddd}.panel-default>.panel-heading .badge{color:#f5f5f5;background-color:#333}.panel-default>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#ddd}.panel-primary{border-color:#337ab7}.panel-primary>.panel-heading{color:#fff;background-color:#337ab7;border-color:#337ab7}.panel-primary>.panel-heading+.panel-collapse>.panel-body{border-top-color:#337ab7}.panel-primary>.panel-heading .badge{color:#337ab7;background-color:#fff}.panel-primary>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#337ab7}.panel-success{border-color:#d6e9c6}.panel-success>.panel-heading{color:#3c763d;background-color:#dff0d8;border-color:#d6e9c6}.panel-success>.panel-heading+.panel-collapse>.panel-body{border-top-color:#d6e9c6}.panel-success>.panel-heading .badge{color:#dff0d8;background-color:#3c763d}.panel-success>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#d6e9c6}.panel-info{border-color:#bce8f1}.panel-info>.panel-heading{color:#31708f;background-color:#d9edf7;border-color:#bce8f1}.panel-info>.panel-heading+.panel-collapse>.panel-body{border-top-color:#bce8f1}.panel-info>.panel-heading .badge{color:#d9edf7;background-color:#31708f}.panel-info>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#bce8f1}.panel-warning{border-color:#faebcc}.panel-warning>.panel-heading{color:#8a6d3b;background-color:#fcf8e3;border-color:#faebcc}.panel-warning>.panel-heading+.panel-collapse>.panel-body{border-top-color:#faebcc}.panel-warning>.panel-heading .badge{color:#fcf8e3;background-color:#8a6d3b}.panel-warning>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#faebcc}.panel-danger{border-color:#ebccd1}.panel-danger>.panel-heading{color:#a94442;background-color:#f2dede;border-color:#ebccd1}.panel-danger>.panel-heading+.panel-collapse>.panel-body{border-top-color:#ebccd1}.panel-danger>.panel-heading .badge{color:#f2dede;background-color:#a94442}.panel-danger>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#ebccd1}.embed-responsive{position:relative;display:block;height:0;padding:0;overflow:hidden}.embed-responsive .embed-responsive-item,.embed-responsive embed,.embed-responsive iframe,.embed-responsive object,.embed-responsive video{position:absolute;top:0;left:0;bottom:0;height:100%;width:100%;border:0}.embed-responsive-16by9{padding-bottom:56.25%}.embed-responsive-4by3{padding-bottom:75%}.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.05);box-shadow:inset 0 1px 1px rgba(0,0,0,.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,.15)}.well-lg{padding:24px;border-radius:3px}.well-sm{padding:9px;border-radius:1px}.close{float:right;font-size:19.5px;font-weight:700;line-height:1;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:focus,.close:hover{color:#000;text-decoration:none;cursor:pointer;opacity:.5;filter:alpha(opacity=50)}button.close{padding:0;cursor:pointer;background:0 0;border:0;-webkit-appearance:none}.modal-open{overflow:hidden}.modal{display:none;overflow:hidden;position:fixed;top:0;right:0;bottom:0;left:0;z-index:1050;-webkit-overflow-scrolling:touch;outline:0}.modal.fade .modal-dialog{-webkit-transition:-webkit-transform .3s ease-out;-moz-transition:-moz-transform .3s ease-out;-o-transition:-o-transform .3s ease-out;transition:transform .3s ease-out}.modal.in .modal-dialog{-webkit-transform:translate(0,0);-ms-transform:translate(0,0);-o-transform:translate(0,0);transform:translate(0,0)}.modal-open .modal{overflow-x:hidden;overflow-y:auto}.modal-dialog{position:relative;width:auto;margin:10px}.modal-content{position:relative;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,.2);border-radius:3px;-webkit-box-shadow:0 3px 9px rgba(0,0,0,.5);box-shadow:0 3px 9px rgba(0,0,0,.5);background-clip:padding-box;outline:0}.modal-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;background-color:#000}.modal-backdrop.fade{opacity:0;filter:alpha(opacity=0)}.modal-backdrop.in{opacity:.5;filter:alpha(opacity=50)}.modal-header{padding:15px;border-bottom:1px solid #e5e5e5;min-height:16.43px}.modal-header .close{margin-top:-2px}.modal-title{margin:0;line-height:1.42857143}.modal-body{position:relative;padding:15px}.modal-footer{padding:15px;text-align:right;border-top:1px solid #e5e5e5}.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0}.modal-footer .btn-group .btn+.btn{margin-left:-1px}.modal-footer .btn-block+.btn-block{margin-left:0}.modal-scrollbar-measure{position:absolute;top:-9999px;width:50px;height:50px;overflow:scroll}@media (min-width:768px){.modal-dialog{width:600px;margin:30px auto}.modal-content{-webkit-box-shadow:0 5px 15px rgba(0,0,0,.5);box-shadow:0 5px 15px rgba(0,0,0,.5)}.modal-sm{width:300px}}@media (min-width:992px){.modal-lg{width:900px}}.tooltip{position:absolute;z-index:1070;display:block;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:12px;font-weight:400;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.9;filter:alpha(opacity=90)}.tooltip.top{margin-top:-3px;padding:5px 0}.tooltip.right{margin-left:3px;padding:0 5px}.tooltip.bottom{margin-top:3px;padding:5px 0}.tooltip.left{margin-left:-3px;padding:0 5px}.tooltip-inner{max-width:200px;padding:3px 8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:2px}.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-left .tooltip-arrow{bottom:0;right:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-right .tooltip-arrow{bottom:0;left:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-left .tooltip-arrow{top:0;right:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-right .tooltip-arrow{top:0;left:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.popover{position:absolute;top:0;left:0;z-index:1060;display:none;max-width:276px;padding:1px;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;font-weight:400;line-height:1.42857143;text-align:left;background-color:#fff;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,.2);border-radius:3px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,.2);box-shadow:0 5px 10px rgba(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:13px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:2px 2px 0 0}.popover-content{padding:9px 14px}.popover>.arrow,.popover>.arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}.popover>.arrow{border-width:11px}.popover>.arrow:after{border-width:10px;content:""}.popover.top>.arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0,0,0,.25);bottom:-11px}.popover.top>.arrow:after{content:" ";bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#fff}.popover.right>.arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0,0,0,.25)}.popover.right>.arrow:after{content:" ";left:1px;bottom:-10px;border-left-width:0;border-right-color:#fff}.popover.bottom>.arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,.25);top:-11px}.popover.bottom>.arrow:after{content:" ";top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#fff}.popover.left>.arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,.25)}.popover.left>.arrow:after{content:" ";right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}.carousel{position:relative}.carousel-inner{position:relative;overflow:hidden;width:100%}.carousel-inner>.item{display:none;position:relative;-webkit-transition:.6s ease-in-out left;-o-transition:.6s ease-in-out left;transition:.6s ease-in-out left}.carousel-inner>.item>a>img,.carousel-inner>.item>img{line-height:1}@media all and (transform-3d),(-webkit-transform-3d){.carousel-inner>.item{-webkit-transition:-webkit-transform .6s ease-in-out;-moz-transition:-moz-transform .6s ease-in-out;-o-transition:-o-transform .6s ease-in-out;transition:transform .6s ease-in-out;-webkit-backface-visibility:hidden;-moz-backface-visibility:hidden;backface-visibility:hidden;-webkit-perspective:1000;-moz-perspective:1000;perspective:1000}.carousel-inner>.item.active.right,.carousel-inner>.item.next{-webkit-transform:translate3d(100%,0,0);transform:translate3d(100%,0,0);left:0}.carousel-inner>.item.active.left,.carousel-inner>.item.prev{-webkit-transform:translate3d(-100%,0,0);transform:translate3d(-100%,0,0);left:0}.carousel-inner>.item.active,.carousel-inner>.item.next.left,.carousel-inner>.item.prev.right{-webkit-transform:translate3d(0,0,0);transform:translate3d(0,0,0);left:0}}.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block}.carousel-inner>.active{left:0}.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%}.carousel-inner>.next{left:100%}.carousel-inner>.prev{left:-100%}.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0}.carousel-inner>.active.left{left:-100%}.carousel-inner>.active.right{left:100%}.carousel-control{position:absolute;top:0;left:0;bottom:0;width:15%;opacity:.5;filter:alpha(opacity=50);font-size:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,.6)}.carousel-control.left{background-image:-webkit-linear-gradient(left,rgba(0,0,0,.5) 0,rgba(0,0,0,.0001) 100%);background-image:-o-linear-gradient(left,rgba(0,0,0,.5) 0,rgba(0,0,0,.0001) 100%);background-image:linear-gradient(to right,rgba(0,0,0,.5) 0,rgba(0,0,0,.0001) 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1)}.carousel-control.right{left:auto;right:0;background-image:-webkit-linear-gradient(left,rgba(0,0,0,.0001) 0,rgba(0,0,0,.5) 100%);background-image:-o-linear-gradient(left,rgba(0,0,0,.0001) 0,rgba(0,0,0,.5) 100%);background-image:linear-gradient(to right,rgba(0,0,0,.0001) 0,rgba(0,0,0,.5) 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1)}.carousel-control:focus,.carousel-control:hover{outline:0;color:#fff;text-decoration:none;opacity:.9;filter:alpha(opacity=90)}.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next,.carousel-control .icon-prev{position:absolute;top:50%;z-index:5;display:inline-block}.carousel-control .glyphicon-chevron-left,.carousel-control .icon-prev{left:50%;margin-left:-10px}.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next{right:50%;margin-right:-10px}.carousel-control .icon-next,.carousel-control .icon-prev{width:20px;height:20px;margin-top:-10px;line-height:1;font-family:serif}.carousel-control .icon-prev:before{content:'\2039'}.carousel-control .icon-next:before{content:'\203a'}.carousel-indicators{position:absolute;bottom:10px;left:50%;z-index:15;width:60%;margin-left:-30%;padding-left:0;list-style:none;text-align:center}.carousel-indicators li{display:inline-block;width:10px;height:10px;margin:1px;text-indent:-999px;border:1px solid #fff;border-radius:10px;cursor:pointer;background-color:transparent}.carousel-indicators .active{margin:0;width:12px;height:12px;background-color:#fff}.carousel-caption{position:absolute;left:15%;right:15%;bottom:20px;z-index:10;padding-top:20px;padding-bottom:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,.6)}.carousel-caption .btn{text-shadow:none}@media screen and (min-width:768px){.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next,.carousel-control .icon-prev{width:30px;height:30px;margin-top:-15px;font-size:30px}.carousel-control .glyphicon-chevron-left,.carousel-control .icon-prev{margin-left:-15px}.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next{margin-right:-15px}.carousel-caption{left:20%;right:20%;padding-bottom:30px}.carousel-indicators{bottom:20px}}.btn-group-vertical>.btn-group:after,.btn-group-vertical>.btn-group:before,.btn-toolbar:after,.btn-toolbar:before,.clearfix:after,.clearfix:before,.container-fluid:after,.container-fluid:before,.container:after,.container:before,.dl-horizontal dd:after,.dl-horizontal dd:before,.form-horizontal .form-group:after,.form-horizontal .form-group:before,.item_buttons:after,.item_buttons:before,.modal-footer:after,.modal-footer:before,.nav:after,.nav:before,.navbar-collapse:after,.navbar-collapse:before,.navbar-header:after,.navbar-header:before,.navbar:after,.navbar:before,.pager:after,.pager:before,.panel-body:after,.panel-body:before,.row:after,.row:before{content:" ";display:table}.btn-group-vertical>.btn-group:after,.btn-toolbar:after,.clearfix:after,.container-fluid:after,.container:after,.dl-horizontal dd:after,.form-horizontal .form-group:after,.item_buttons:after,.modal-footer:after,.nav:after,.navbar-collapse:after,.navbar-header:after,.navbar:after,.pager:after,.panel-body:after,.row:after{clear:both}.center-block{display:block;margin-left:auto;margin-right:auto}.pull-right{float:right!important}.pull-left{float:left!important}.hide{display:none!important}.show{display:block!important}.invisible{visibility:hidden}.text-hide{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}.hidden{display:none!important}.affix{position:fixed}@-ms-viewport{width:device-width}.visible-lg,.visible-lg-block,.visible-lg-inline,.visible-lg-inline-block,.visible-md,.visible-md-block,.visible-md-inline,.visible-md-inline-block,.visible-sm,.visible-sm-block,.visible-sm-inline,.visible-sm-inline-block,.visible-xs,.visible-xs-block,.visible-xs-inline,.visible-xs-inline-block{display:none!important}@media (max-width:767px){.visible-xs{display:block!important}table.visible-xs{display:table}tr.visible-xs{display:table-row!important}td.visible-xs,th.visible-xs{display:table-cell!important}.visible-xs-block{display:block!important}.visible-xs-inline{display:inline!important}.visible-xs-inline-block{display:inline-block!important}}@media (min-width:768px)and (max-width:991px){.visible-sm{display:block!important}table.visible-sm{display:table}tr.visible-sm{display:table-row!important}td.visible-sm,th.visible-sm{display:table-cell!important}.visible-sm-block{display:block!important}.visible-sm-inline{display:inline!important}.visible-sm-inline-block{display:inline-block!important}}@media (min-width:992px)and (max-width:1199px){.visible-md{display:block!important}table.visible-md{display:table}tr.visible-md{display:table-row!important}td.visible-md,th.visible-md{display:table-cell!important}.visible-md-block{display:block!important}.visible-md-inline{display:inline!important}.visible-md-inline-block{display:inline-block!important}}@media (min-width:1200px){.visible-lg{display:block!important}table.visible-lg{display:table}tr.visible-lg{display:table-row!important}td.visible-lg,th.visible-lg{display:table-cell!important}.visible-lg-block{display:block!important}.visible-lg-inline{display:inline!important}.visible-lg-inline-block{display:inline-block!important}}@media (max-width:767px){.hidden-xs{display:none!important}}@media (min-width:768px)and (max-width:991px){.hidden-sm{display:none!important}}@media (min-width:992px)and (max-width:1199px){.hidden-md{display:none!important}}@media (min-width:1200px){.hidden-lg{display:none!important}}.visible-print{display:none!important}@media print{.visible-print{display:block!important}table.visible-print{display:table}tr.visible-print{display:table-row!important}td.visible-print,th.visible-print{display:table-cell!important}}.visible-print-block{display:none!important}@media print{.visible-print-block{display:block!important}}.visible-print-inline{display:none!important}@media print{.visible-print-inline{display:inline!important}}.visible-print-inline-block{display:none!important}@media print{.visible-print-inline-block{display:inline-block!important}.hidden-print{display:none!important}}/*!
*
* Font Awesome
*
*//*!
* Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
*/@font-face{font-family:'FontAwesome';src:url(../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0);src:url(../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0)format('embedded-opentype'),url(../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0)format('woff'),url(../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0)format('truetype'),url(../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular)format('svg');font-weight:400;font-style:normal}.fa{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.fa-lg{font-size:1.33333333em;line-height:.75em;vertical-align:-15%}.fa-2x{font-size:2em}.fa-3x{font-size:3em}.fa-4x{font-size:4em}.fa-5x{font-size:5em}.fa-fw{width:1.28571429em;text-align:center}.fa-ul{padding-left:0;margin-left:2.14285714em;list-style-type:none}.fa-ul>li{position:relative}.fa-li{position:absolute;left:-2.14285714em;width:2.14285714em;top:.14285714em;text-align:center}.fa-li.fa-lg{left:-1.85714286em}.fa-border{padding:.2em .25em .15em;border:.08em solid #eee;border-radius:.1em}.fa.pull-left{margin-right:.3em}.fa.pull-right{margin-left:.3em}.fa-spin{-webkit-animation:fa-spin 2s infinite linear;animation:fa-spin 2s infinite linear}@-webkit-keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}.fa-rotate-90{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=1);-webkit-transform:rotate(90deg);-ms-transform:rotate(90deg);transform:rotate(90deg)}.fa-rotate-180{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2);-webkit-transform:rotate(180deg);-ms-transform:rotate(180deg);transform:rotate(180deg)}.fa-rotate-270{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=3);-webkit-transform:rotate(270deg);-ms-transform:rotate(270deg);transform:rotate(270deg)}.fa-flip-horizontal{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);-webkit-transform:scale(-1,1);-ms-transform:scale(-1,1);transform:scale(-1,1)}.fa-flip-vertical{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);-webkit-transform:scale(1,-1);-ms-transform:scale(1,-1);transform:scale(1,-1)}:root .fa-flip-horizontal,:root .fa-flip-vertical,:root .fa-rotate-180,:root .fa-rotate-270,:root .fa-rotate-90{filter:none}.fa-stack{position:relative;display:inline-block;width:2em;height:2em;line-height:2em;vertical-align:middle}.fa-stack-1x,.fa-stack-2x{position:absolute;left:0;width:100%;text-align:center}.fa-stack-1x{line-height:inherit}.fa-stack-2x{font-size:2em}.fa-inverse{color:#fff}.fa-glass:before{content:"\f000"}.fa-music:before{content:"\f001"}.fa-search:before{content:"\f002"}.fa-envelope-o:before{content:"\f003"}.fa-heart:before{content:"\f004"}.fa-star:before{content:"\f005"}.fa-star-o:before{content:"\f006"}.fa-user:before{content:"\f007"}.fa-film:before{content:"\f008"}.fa-th-large:before{content:"\f009"}.fa-th:before{content:"\f00a"}.fa-th-list:before{content:"\f00b"}.fa-check:before{content:"\f00c"}.fa-close:before,.fa-remove:before,.fa-times:before{content:"\f00d"}.fa-search-plus:before{content:"\f00e"}.fa-search-minus:before{content:"\f010"}.fa-power-off:before{content:"\f011"}.fa-signal:before{content:"\f012"}.fa-cog:before,.fa-gear:before{content:"\f013"}.fa-trash-o:before{content:"\f014"}.fa-home:before{content:"\f015"}.fa-file-o:before{content:"\f016"}.fa-clock-o:before{content:"\f017"}.fa-road:before{content:"\f018"}.fa-download:before{content:"\f019"}.fa-arrow-circle-o-down:before{content:"\f01a"}.fa-arrow-circle-o-up:before{content:"\f01b"}.fa-inbox:before{content:"\f01c"}.fa-play-circle-o:before{content:"\f01d"}.fa-repeat:before,.fa-rotate-right:before{content:"\f01e"}.fa-refresh:before{content:"\f021"}.fa-list-alt:before{content:"\f022"}.fa-lock:before{content:"\f023"}.fa-flag:before{content:"\f024"}.fa-headphones:before{content:"\f025"}.fa-volume-off:before{content:"\f026"}.fa-volume-down:before{content:"\f027"}.fa-volume-up:before{content:"\f028"}.fa-qrcode:before{content:"\f029"}.fa-barcode:before{content:"\f02a"}.fa-tag:before{content:"\f02b"}.fa-tags:before{content:"\f02c"}.fa-book:before{content:"\f02d"}.fa-bookmark:before{content:"\f02e"}.fa-print:before{content:"\f02f"}.fa-camera:before{content:"\f030"}.fa-font:before{content:"\f031"}.fa-bold:before{content:"\f032"}.fa-italic:before{content:"\f033"}.fa-text-height:before{content:"\f034"}.fa-text-width:before{content:"\f035"}.fa-align-left:before{content:"\f036"}.fa-align-center:before{content:"\f037"}.fa-align-right:before{content:"\f038"}.fa-align-justify:before{content:"\f039"}.fa-list:before{content:"\f03a"}.fa-dedent:before,.fa-outdent:before{content:"\f03b"}.fa-indent:before{content:"\f03c"}.fa-video-camera:before{content:"\f03d"}.fa-image:before,.fa-photo:before,.fa-picture-o:before{content:"\f03e"}.fa-pencil:before{content:"\f040"}.fa-map-marker:before{content:"\f041"}.fa-adjust:before{content:"\f042"}.fa-tint:before{content:"\f043"}.fa-edit:before,.fa-pencil-square-o:before{content:"\f044"}.fa-share-square-o:before{content:"\f045"}.fa-check-square-o:before{content:"\f046"}.fa-arrows:before{content:"\f047"}.fa-step-backward:before{content:"\f048"}.fa-fast-backward:before{content:"\f049"}.fa-backward:before{content:"\f04a"}.fa-play:before{content:"\f04b"}.fa-pause:before{content:"\f04c"}.fa-stop:before{content:"\f04d"}.fa-forward:before{content:"\f04e"}.fa-fast-forward:before{content:"\f050"}.fa-step-forward:before{content:"\f051"}.fa-eject:before{content:"\f052"}.fa-chevron-left:before{content:"\f053"}.fa-chevron-right:before{content:"\f054"}.fa-plus-circle:before{content:"\f055"}.fa-minus-circle:before{content:"\f056"}.fa-times-circle:before{content:"\f057"}.fa-check-circle:before{content:"\f058"}.fa-question-circle:before{content:"\f059"}.fa-info-circle:before{content:"\f05a"}.fa-crosshairs:before{content:"\f05b"}.fa-times-circle-o:before{content:"\f05c"}.fa-check-circle-o:before{content:"\f05d"}.fa-ban:before{content:"\f05e"}.fa-arrow-left:before{content:"\f060"}.fa-arrow-right:before{content:"\f061"}.fa-arrow-up:before{content:"\f062"}.fa-arrow-down:before{content:"\f063"}.fa-mail-forward:before,.fa-share:before{content:"\f064"}.fa-expand:before{content:"\f065"}.fa-compress:before{content:"\f066"}.fa-plus:before{content:"\f067"}.fa-minus:before{content:"\f068"}.fa-asterisk:before{content:"\f069"}.fa-exclamation-circle:before{content:"\f06a"}.fa-gift:before{content:"\f06b"}.fa-leaf:before{content:"\f06c"}.fa-fire:before{content:"\f06d"}.fa-eye:before{content:"\f06e"}.fa-eye-slash:before{content:"\f070"}.fa-exclamation-triangle:before,.fa-warning:before{content:"\f071"}.fa-plane:before{content:"\f072"}.fa-calendar:before{content:"\f073"}.fa-random:before{content:"\f074"}.fa-comment:before{content:"\f075"}.fa-magnet:before{content:"\f076"}.fa-chevron-up:before{content:"\f077"}.fa-chevron-down:before{content:"\f078"}.fa-retweet:before{content:"\f079"}.fa-shopping-cart:before{content:"\f07a"}.fa-folder:before{content:"\f07b"}.fa-folder-open:before{content:"\f07c"}.fa-arrows-v:before{content:"\f07d"}.fa-arrows-h:before{content:"\f07e"}.fa-bar-chart-o:before,.fa-bar-chart:before{content:"\f080"}.fa-twitter-square:before{content:"\f081"}.fa-facebook-square:before{content:"\f082"}.fa-camera-retro:before{content:"\f083"}.fa-key:before{content:"\f084"}.fa-cogs:before,.fa-gears:before{content:"\f085"}.fa-comments:before{content:"\f086"}.fa-thumbs-o-up:before{content:"\f087"}.fa-thumbs-o-down:before{content:"\f088"}.fa-star-half:before{content:"\f089"}.fa-heart-o:before{content:"\f08a"}.fa-sign-out:before{content:"\f08b"}.fa-linkedin-square:before{content:"\f08c"}.fa-thumb-tack:before{content:"\f08d"}.fa-external-link:before{content:"\f08e"}.fa-sign-in:before{content:"\f090"}.fa-trophy:before{content:"\f091"}.fa-github-square:before{content:"\f092"}.fa-upload:before{content:"\f093"}.fa-lemon-o:before{content:"\f094"}.fa-phone:before{content:"\f095"}.fa-square-o:before{content:"\f096"}.fa-bookmark-o:before{content:"\f097"}.fa-phone-square:before{content:"\f098"}.fa-twitter:before{content:"\f099"}.fa-facebook:before{content:"\f09a"}.fa-github:before{content:"\f09b"}.fa-unlock:before{content:"\f09c"}.fa-credit-card:before{content:"\f09d"}.fa-rss:before{content:"\f09e"}.fa-hdd-o:before{content:"\f0a0"}.fa-bullhorn:before{content:"\f0a1"}.fa-bell:before{content:"\f0f3"}.fa-certificate:before{content:"\f0a3"}.fa-hand-o-right:before{content:"\f0a4"}.fa-hand-o-left:before{content:"\f0a5"}.fa-hand-o-up:before{content:"\f0a6"}.fa-hand-o-down:before{content:"\f0a7"}.fa-arrow-circle-left:before{content:"\f0a8"}.fa-arrow-circle-right:before{content:"\f0a9"}.fa-arrow-circle-up:before{content:"\f0aa"}.fa-arrow-circle-down:before{content:"\f0ab"}.fa-globe:before{content:"\f0ac"}.fa-wrench:before{content:"\f0ad"}.fa-tasks:before{content:"\f0ae"}.fa-filter:before{content:"\f0b0"}.fa-briefcase:before{content:"\f0b1"}.fa-arrows-alt:before{content:"\f0b2"}.fa-group:before,.fa-users:before{content:"\f0c0"}.fa-chain:before,.fa-link:before{content:"\f0c1"}.fa-cloud:before{content:"\f0c2"}.fa-flask:before{content:"\f0c3"}.fa-cut:before,.fa-scissors:before{content:"\f0c4"}.fa-copy:before,.fa-files-o:before{content:"\f0c5"}.fa-paperclip:before{content:"\f0c6"}.fa-floppy-o:before,.fa-save:before{content:"\f0c7"}.fa-square:before{content:"\f0c8"}.fa-bars:before,.fa-navicon:before,.fa-reorder:before{content:"\f0c9"}.fa-list-ul:before{content:"\f0ca"}.fa-list-ol:before{content:"\f0cb"}.fa-strikethrough:before{content:"\f0cc"}.fa-underline:before{content:"\f0cd"}.fa-table:before{content:"\f0ce"}.fa-magic:before{content:"\f0d0"}.fa-truck:before{content:"\f0d1"}.fa-pinterest:before{content:"\f0d2"}.fa-pinterest-square:before{content:"\f0d3"}.fa-google-plus-square:before{content:"\f0d4"}.fa-google-plus:before{content:"\f0d5"}.fa-money:before{content:"\f0d6"}.fa-caret-down:before{content:"\f0d7"}.fa-caret-up:before{content:"\f0d8"}.fa-caret-left:before{content:"\f0d9"}.fa-caret-right:before{content:"\f0da"}.fa-columns:before{content:"\f0db"}.fa-sort:before,.fa-unsorted:before{content:"\f0dc"}.fa-sort-desc:before,.fa-sort-down:before{content:"\f0dd"}.fa-sort-asc:before,.fa-sort-up:before{content:"\f0de"}.fa-envelope:before{content:"\f0e0"}.fa-linkedin:before{content:"\f0e1"}.fa-rotate-left:before,.fa-undo:before{content:"\f0e2"}.fa-gavel:before,.fa-legal:before{content:"\f0e3"}.fa-dashboard:before,.fa-tachometer:before{content:"\f0e4"}.fa-comment-o:before{content:"\f0e5"}.fa-comments-o:before{content:"\f0e6"}.fa-bolt:before,.fa-flash:before{content:"\f0e7"}.fa-sitemap:before{content:"\f0e8"}.fa-umbrella:before{content:"\f0e9"}.fa-clipboard:before,.fa-paste:before{content:"\f0ea"}.fa-lightbulb-o:before{content:"\f0eb"}.fa-exchange:before{content:"\f0ec"}.fa-cloud-download:before{content:"\f0ed"}.fa-cloud-upload:before{content:"\f0ee"}.fa-user-md:before{content:"\f0f0"}.fa-stethoscope:before{content:"\f0f1"}.fa-suitcase:before{content:"\f0f2"}.fa-bell-o:before{content:"\f0a2"}.fa-coffee:before{content:"\f0f4"}.fa-cutlery:before{content:"\f0f5"}.fa-file-text-o:before{content:"\f0f6"}.fa-building-o:before{content:"\f0f7"}.fa-hospital-o:before{content:"\f0f8"}.fa-ambulance:before{content:"\f0f9"}.fa-medkit:before{content:"\f0fa"}.fa-fighter-jet:before{content:"\f0fb"}.fa-beer:before{content:"\f0fc"}.fa-h-square:before{content:"\f0fd"}.fa-plus-square:before{content:"\f0fe"}.fa-angle-double-left:before{content:"\f100"}.fa-angle-double-right:before{content:"\f101"}.fa-angle-double-up:before{content:"\f102"}.fa-angle-double-down:before{content:"\f103"}.fa-angle-left:before{content:"\f104"}.fa-angle-right:before{content:"\f105"}.fa-angle-up:before{content:"\f106"}.fa-angle-down:before{content:"\f107"}.fa-desktop:before{content:"\f108"}.fa-laptop:before{content:"\f109"}.fa-tablet:before{content:"\f10a"}.fa-mobile-phone:before,.fa-mobile:before{content:"\f10b"}.fa-circle-o:before{content:"\f10c"}.fa-quote-left:before{content:"\f10d"}.fa-quote-right:before{content:"\f10e"}.fa-spinner:before{content:"\f110"}.fa-circle:before{content:"\f111"}.fa-mail-reply:before,.fa-reply:before{content:"\f112"}.fa-github-alt:before{content:"\f113"}.fa-folder-o:before{content:"\f114"}.fa-folder-open-o:before{content:"\f115"}.fa-smile-o:before{content:"\f118"}.fa-frown-o:before{content:"\f119"}.fa-meh-o:before{content:"\f11a"}.fa-gamepad:before{content:"\f11b"}.fa-keyboard-o:before{content:"\f11c"}.fa-flag-o:before{content:"\f11d"}.fa-flag-checkered:before{content:"\f11e"}.fa-terminal:before{content:"\f120"}.fa-code:before{content:"\f121"}.fa-mail-reply-all:before,.fa-reply-all:before{content:"\f122"}.fa-star-half-empty:before,.fa-star-half-full:before,.fa-star-half-o:before{content:"\f123"}.fa-location-arrow:before{content:"\f124"}.fa-crop:before{content:"\f125"}.fa-code-fork:before{content:"\f126"}.fa-chain-broken:before,.fa-unlink:before{content:"\f127"}.fa-question:before{content:"\f128"}.fa-info:before{content:"\f129"}.fa-exclamation:before{content:"\f12a"}.fa-superscript:before{content:"\f12b"}.fa-subscript:before{content:"\f12c"}.fa-eraser:before{content:"\f12d"}.fa-puzzle-piece:before{content:"\f12e"}.fa-microphone:before{content:"\f130"}.fa-microphone-slash:before{content:"\f131"}.fa-shield:before{content:"\f132"}.fa-calendar-o:before{content:"\f133"}.fa-fire-extinguisher:before{content:"\f134"}.fa-rocket:before{content:"\f135"}.fa-maxcdn:before{content:"\f136"}.fa-chevron-circle-left:before{content:"\f137"}.fa-chevron-circle-right:before{content:"\f138"}.fa-chevron-circle-up:before{content:"\f139"}.fa-chevron-circle-down:before{content:"\f13a"}.fa-html5:before{content:"\f13b"}.fa-css3:before{content:"\f13c"}.fa-anchor:before{content:"\f13d"}.fa-unlock-alt:before{content:"\f13e"}.fa-bullseye:before{content:"\f140"}.fa-ellipsis-h:before{content:"\f141"}.fa-ellipsis-v:before{content:"\f142"}.fa-rss-square:before{content:"\f143"}.fa-play-circle:before{content:"\f144"}.fa-ticket:before{content:"\f145"}.fa-minus-square:before{content:"\f146"}.fa-minus-square-o:before{content:"\f147"}.fa-level-up:before{content:"\f148"}.fa-level-down:before{content:"\f149"}.fa-check-square:before{content:"\f14a"}.fa-pencil-square:before{content:"\f14b"}.fa-external-link-square:before{content:"\f14c"}.fa-share-square:before{content:"\f14d"}.fa-compass:before{content:"\f14e"}.fa-caret-square-o-down:before,.fa-toggle-down:before{content:"\f150"}.fa-caret-square-o-up:before,.fa-toggle-up:before{content:"\f151"}.fa-caret-square-o-right:before,.fa-toggle-right:before{content:"\f152"}.fa-eur:before,.fa-euro:before{content:"\f153"}.fa-gbp:before{content:"\f154"}.fa-dollar:before,.fa-usd:before{content:"\f155"}.fa-inr:before,.fa-rupee:before{content:"\f156"}.fa-cny:before,.fa-jpy:before,.fa-rmb:before,.fa-yen:before{content:"\f157"}.fa-rouble:before,.fa-rub:before,.fa-ruble:before{content:"\f158"}.fa-krw:before,.fa-won:before{content:"\f159"}.fa-bitcoin:before,.fa-btc:before{content:"\f15a"}.fa-file:before{content:"\f15b"}.fa-file-text:before{content:"\f15c"}.fa-sort-alpha-asc:before{content:"\f15d"}.fa-sort-alpha-desc:before{content:"\f15e"}.fa-sort-amount-asc:before{content:"\f160"}.fa-sort-amount-desc:before{content:"\f161"}.fa-sort-numeric-asc:before{content:"\f162"}.fa-sort-numeric-desc:before{content:"\f163"}.fa-thumbs-up:before{content:"\f164"}.fa-thumbs-down:before{content:"\f165"}.fa-youtube-square:before{content:"\f166"}.fa-youtube:before{content:"\f167"}.fa-xing:before{content:"\f168"}.fa-xing-square:before{content:"\f169"}.fa-youtube-play:before{content:"\f16a"}.fa-dropbox:before{content:"\f16b"}.fa-stack-overflow:before{content:"\f16c"}.fa-instagram:before{content:"\f16d"}.fa-flickr:before{content:"\f16e"}.fa-adn:before{content:"\f170"}.fa-bitbucket:before{content:"\f171"}.fa-bitbucket-square:before{content:"\f172"}.fa-tumblr:before{content:"\f173"}.fa-tumblr-square:before{content:"\f174"}.fa-long-arrow-down:before{content:"\f175"}.fa-long-arrow-up:before{content:"\f176"}.fa-long-arrow-left:before{content:"\f177"}.fa-long-arrow-right:before{content:"\f178"}.fa-apple:before{content:"\f179"}.fa-windows:before{content:"\f17a"}.fa-android:before{content:"\f17b"}.fa-linux:before{content:"\f17c"}.fa-dribbble:before{content:"\f17d"}.fa-skype:before{content:"\f17e"}.fa-foursquare:before{content:"\f180"}.fa-trello:before{content:"\f181"}.fa-female:before{content:"\f182"}.fa-male:before{content:"\f183"}.fa-gittip:before{content:"\f184"}.fa-sun-o:before{content:"\f185"}.fa-moon-o:before{content:"\f186"}.fa-archive:before{content:"\f187"}.fa-bug:before{content:"\f188"}.fa-vk:before{content:"\f189"}.fa-weibo:before{content:"\f18a"}.fa-renren:before{content:"\f18b"}.fa-pagelines:before{content:"\f18c"}.fa-stack-exchange:before{content:"\f18d"}.fa-arrow-circle-o-right:before{content:"\f18e"}.fa-arrow-circle-o-left:before{content:"\f190"}.fa-caret-square-o-left:before,.fa-toggle-left:before{content:"\f191"}.fa-dot-circle-o:before{content:"\f192"}.fa-wheelchair:before{content:"\f193"}.fa-vimeo-square:before{content:"\f194"}.fa-try:before,.fa-turkish-lira:before{content:"\f195"}.fa-plus-square-o:before{content:"\f196"}.fa-space-shuttle:before{content:"\f197"}.fa-slack:before{content:"\f198"}.fa-envelope-square:before{content:"\f199"}.fa-wordpress:before{content:"\f19a"}.fa-openid:before{content:"\f19b"}.fa-bank:before,.fa-institution:before,.fa-university:before{content:"\f19c"}.fa-graduation-cap:before,.fa-mortar-board:before{content:"\f19d"}.fa-yahoo:before{content:"\f19e"}.fa-google:before{content:"\f1a0"}.fa-reddit:before{content:"\f1a1"}.fa-reddit-square:before{content:"\f1a2"}.fa-stumbleupon-circle:before{content:"\f1a3"}.fa-stumbleupon:before{content:"\f1a4"}.fa-delicious:before{content:"\f1a5"}.fa-digg:before{content:"\f1a6"}.fa-pied-piper:before{content:"\f1a7"}.fa-pied-piper-alt:before{content:"\f1a8"}.fa-drupal:before{content:"\f1a9"}.fa-joomla:before{content:"\f1aa"}.fa-language:before{content:"\f1ab"}.fa-fax:before{content:"\f1ac"}.fa-building:before{content:"\f1ad"}.fa-child:before{content:"\f1ae"}.fa-paw:before{content:"\f1b0"}.fa-spoon:before{content:"\f1b1"}.fa-cube:before{content:"\f1b2"}.fa-cubes:before{content:"\f1b3"}.fa-behance:before{content:"\f1b4"}.fa-behance-square:before{content:"\f1b5"}.fa-steam:before{content:"\f1b6"}.fa-steam-square:before{content:"\f1b7"}.fa-recycle:before{content:"\f1b8"}.fa-automobile:before,.fa-car:before{content:"\f1b9"}.fa-cab:before,.fa-taxi:before{content:"\f1ba"}.fa-tree:before{content:"\f1bb"}.fa-spotify:before{content:"\f1bc"}.fa-deviantart:before{content:"\f1bd"}.fa-soundcloud:before{content:"\f1be"}.fa-database:before{content:"\f1c0"}.fa-file-pdf-o:before{content:"\f1c1"}.fa-file-word-o:before{content:"\f1c2"}.fa-file-excel-o:before{content:"\f1c3"}.fa-file-powerpoint-o:before{content:"\f1c4"}.fa-file-image-o:before,.fa-file-photo-o:before,.fa-file-picture-o:before{content:"\f1c5"}.fa-file-archive-o:before,.fa-file-zip-o:before{content:"\f1c6"}.fa-file-audio-o:before,.fa-file-sound-o:before{content:"\f1c7"}.fa-file-movie-o:before,.fa-file-video-o:before{content:"\f1c8"}.fa-file-code-o:before{content:"\f1c9"}.fa-vine:before{content:"\f1ca"}.fa-codepen:before{content:"\f1cb"}.fa-jsfiddle:before{content:"\f1cc"}.fa-life-bouy:before,.fa-life-buoy:before,.fa-life-ring:before,.fa-life-saver:before,.fa-support:before{content:"\f1cd"}.fa-circle-o-notch:before{content:"\f1ce"}.fa-ra:before,.fa-rebel:before{content:"\f1d0"}.fa-empire:before,.fa-ge:before{content:"\f1d1"}.fa-git-square:before{content:"\f1d2"}.fa-git:before{content:"\f1d3"}.fa-hacker-news:before{content:"\f1d4"}.fa-tencent-weibo:before{content:"\f1d5"}.fa-qq:before{content:"\f1d6"}.fa-wechat:before,.fa-weixin:before{content:"\f1d7"}.fa-paper-plane:before,.fa-send:before{content:"\f1d8"}.fa-paper-plane-o:before,.fa-send-o:before{content:"\f1d9"}.fa-history:before{content:"\f1da"}.fa-circle-thin:before{content:"\f1db"}.fa-header:before{content:"\f1dc"}.fa-paragraph:before{content:"\f1dd"}.fa-sliders:before{content:"\f1de"}.fa-share-alt:before{content:"\f1e0"}.fa-share-alt-square:before{content:"\f1e1"}.fa-bomb:before{content:"\f1e2"}.fa-futbol-o:before,.fa-soccer-ball-o:before{content:"\f1e3"}.fa-tty:before{content:"\f1e4"}.fa-binoculars:before{content:"\f1e5"}.fa-plug:before{content:"\f1e6"}.fa-slideshare:before{content:"\f1e7"}.fa-twitch:before{content:"\f1e8"}.fa-yelp:before{content:"\f1e9"}.fa-newspaper-o:before{content:"\f1ea"}.fa-wifi:before{content:"\f1eb"}.fa-calculator:before{content:"\f1ec"}.fa-paypal:before{content:"\f1ed"}.fa-google-wallet:before{content:"\f1ee"}.fa-cc-visa:before{content:"\f1f0"}.fa-cc-mastercard:before{content:"\f1f1"}.fa-cc-discover:before{content:"\f1f2"}.fa-cc-amex:before{content:"\f1f3"}.fa-cc-paypal:before{content:"\f1f4"}.fa-cc-stripe:before{content:"\f1f5"}.fa-bell-slash:before{content:"\f1f6"}.fa-bell-slash-o:before{content:"\f1f7"}.fa-trash:before{content:"\f1f8"}.fa-copyright:before{content:"\f1f9"}.fa-at:before{content:"\f1fa"}.fa-eyedropper:before{content:"\f1fb"}.fa-paint-brush:before{content:"\f1fc"}.fa-birthday-cake:before{content:"\f1fd"}.fa-area-chart:before{content:"\f1fe"}.fa-pie-chart:before{content:"\f200"}.fa-line-chart:before{content:"\f201"}.fa-lastfm:before{content:"\f202"}.fa-lastfm-square:before{content:"\f203"}.fa-toggle-off:before{content:"\f204"}.fa-toggle-on:before{content:"\f205"}.fa-bicycle:before{content:"\f206"}.fa-bus:before{content:"\f207"}.fa-ioxhost:before{content:"\f208"}.fa-angellist:before{content:"\f209"}.fa-cc:before{content:"\f20a"}.fa-ils:before,.fa-shekel:before,.fa-sheqel:before{content:"\f20b"}.fa-meanpath:before{content:"\f20c"}/*!
*
* IPython base
*
*/.modal.fade .modal-dialog{-webkit-transform:translate(0,0);-ms-transform:translate(0,0);-o-transform:translate(0,0);transform:translate(0,0)}code{color:#000}pre{font-size:inherit;line-height:inherit}label{font-weight:400}.border-box-sizing{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.corner-all{border-radius:2px}.no-padding{padding:0}.hbox{display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.hbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.vbox{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.vbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.hbox.reverse,.reverse,.vbox.reverse{-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}.box-flex0,.hbox.box-flex0,.vbox.box-flex0{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none;width:auto}.box-flex1,.hbox.box-flex1,.vbox.box-flex1{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.box-flex,.hbox.box-flex,.vbox.box-flex{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.box-flex2,.hbox.box-flex2,.vbox.box-flex2{-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2}.box-group1{-webkit-box-flex-group:1;-moz-box-flex-group:1;box-flex-group:1}.box-group2{-webkit-box-flex-group:2;-moz-box-flex-group:2;box-flex-group:2}.hbox.start,.start,.vbox.start{-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start}.end,.hbox.end,.vbox.end{-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}.center,.hbox.center,.vbox.center{-webkit-box-pack:center;-moz-box-pack:center;box-pack:center;justify-content:center}.baseline,.hbox.baseline,.vbox.baseline{-webkit-box-pack:baseline;-moz-box-pack:baseline;box-pack:baseline;justify-content:baseline}.hbox.stretch,.stretch,.vbox.stretch{-webkit-box-pack:stretch;-moz-box-pack:stretch;box-pack:stretch;justify-content:stretch}.align-start,.hbox.align-start,.vbox.align-start{-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.align-end,.hbox.align-end,.vbox.align-end{-webkit-box-align:end;-moz-box-align:end;box-align:end;align-items:flex-end}.align-center,.hbox.align-center,.vbox.align-center{-webkit-box-align:center;-moz-box-align:center;box-align:center;align-items:center}.align-baseline,.hbox.align-baseline,.vbox.align-baseline{-webkit-box-align:baseline;-moz-box-align:baseline;box-align:baseline;align-items:baseline}.align-stretch,.hbox.align-stretch,.vbox.align-stretch{-webkit-box-align:stretch;-moz-box-align:stretch;box-align:stretch;align-items:stretch}div.error{margin:2em;text-align:center}div.error>h1{font-size:500%;line-height:normal}div.error>p{font-size:200%;line-height:normal}div.traceback-wrapper{text-align:left;max-width:800px;margin:auto}body{position:absolute;left:0;right:0;top:0;bottom:0;overflow:visible}#header{display:none;background-color:#fff;position:relative;z-index:100}#header #header-container{padding-bottom:5px;padding-top:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}#header .header-bar{width:100%;height:1px;background:#e7e7e7;margin-bottom:-1px}#header-spacer{width:100%;visibility:hidden}@media print{#header{display:none!important}#header-spacer{display:none}}#ipython_notebook{padding-left:0;padding-top:1px;padding-bottom:1px}@media (max-width:991px){#ipython_notebook{margin-left:10px}}#noscript{width:auto;padding-top:16px;padding-bottom:16px;text-align:center;font-size:22px;color:red;font-weight:700}#ipython_notebook img{height:28px}#site{width:100%;display:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;overflow:auto}@media print{#site{height:auto!important}}.ui-button .ui-button-text{padding:.2em .8em;font-size:77%}input.ui-button{padding:.3em .9em}span#login_widget{float:right}#logout,span#login_widget>.button{color:#333;background-color:#fff;border-color:#ccc}#logout.active,#logout.focus,#logout:active,#logout:focus,#logout:hover,.open>.dropdown-toggle#logout,.open>.dropdown-togglespan#login_widget>.button,span#login_widget>.button.active,span#login_widget>.button.focus,span#login_widget>.button:active,span#login_widget>.button:focus,span#login_widget>.button:hover{color:#333;background-color:#e6e6e6;border-color:#adadad}#logout.active,#logout:active,.open>.dropdown-toggle#logout,.open>.dropdown-togglespan#login_widget>.button,span#login_widget>.button.active,span#login_widget>.button:active{background-image:none}#logout.disabled,#logout.disabled.active,#logout.disabled.focus,#logout.disabled:active,#logout.disabled:focus,#logout.disabled:hover,#logout[disabled],#logout[disabled].active,#logout[disabled].focus,#logout[disabled]:active,#logout[disabled]:focus,#logout[disabled]:hover,fieldset[disabled] #logout,fieldset[disabled] #logout.active,fieldset[disabled] #logout.focus,fieldset[disabled] #logout:active,fieldset[disabled] #logout:focus,fieldset[disabled] #logout:hover,fieldset[disabled] span#login_widget>.button,fieldset[disabled] span#login_widget>.button.active,fieldset[disabled] span#login_widget>.button.focus,fieldset[disabled] span#login_widget>.button:active,fieldset[disabled] span#login_widget>.button:focus,fieldset[disabled] span#login_widget>.button:hover,span#login_widget>.button.disabled,span#login_widget>.button.disabled.active,span#login_widget>.button.disabled.focus,span#login_widget>.button.disabled:active,span#login_widget>.button.disabled:focus,span#login_widget>.button.disabled:hover,span#login_widget>.button[disabled],span#login_widget>.button[disabled].active,span#login_widget>.button[disabled].focus,span#login_widget>.button[disabled]:active,span#login_widget>.button[disabled]:focus,span#login_widget>.button[disabled]:hover{background-color:#fff;border-color:#ccc}#logout .badge,span#login_widget>.button .badge{color:#fff;background-color:#333}.nav-header{text-transform:none}#header>span{margin-top:10px}.modal_stretch .modal-dialog{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;min-height:80vh}.modal_stretch .modal-dialog .modal-body{max-height:calc(100vh - 200px);overflow:auto;flex:1}@media (min-width:768px){.modal .modal-dialog{width:700px}select.form-control{margin-left:12px;margin-right:12px}}/*!
*
* IPython auth
*
*/.center-nav{display:inline-block;margin-bottom:-4px}/*!
*
* IPython tree view
*
*/.alternate_upload{background-color:none;display:inline}.alternate_upload.form{padding:0;margin:0}.alternate_upload input.fileinput{text-align:center;vertical-align:middle;display:inline;opacity:0;z-index:2;width:12ex;margin-right:-12ex}.alternate_upload .btn-upload{height:22px}ul#tabs{margin-bottom:4px}ul#tabs a{padding-top:6px;padding-bottom:4px}ul.breadcrumb a:focus,ul.breadcrumb a:hover{text-decoration:none}ul.breadcrumb i.icon-home{font-size:16px;margin-right:4px}ul.breadcrumb span{color:#5e5e5e}.list_toolbar{padding:4px 0;vertical-align:middle}.list_toolbar .tree-buttons{padding-top:1px}.dynamic-buttons{padding-top:3px;display:inline-block}.list_toolbar [class*=span]{min-height:24px}.list_header{font-weight:700;background-color:#eee}.list_placeholder{font-weight:700;padding:4px 7px}.list_container{margin-top:4px;margin-bottom:20px;border:1px solid #ddd;border-radius:2px}.list_container>div{border-bottom:1px solid #ddd}.list_container>div:hover .list-item{background-color:red}.list_container>div:last-child{border:none}.list_item:hover .list_item{background-color:#ddd}.list_item a{text-decoration:none}.list_item:hover{background-color:#fafafa}.action_col{text-align:right}.list_header>div,.list_item>div{line-height:22px;padding:4px 7px}.list_header>div input,.list_item>div input{margin-right:7px;margin-left:14px;vertical-align:baseline;line-height:22px;position:relative;top:-1px}.list_header>div .item_link,.list_item>div .item_link{margin-left:-1px;vertical-align:baseline;line-height:22px}.new-file input[type=checkbox]{visibility:hidden}.item_name{line-height:22px;height:24px}.item_icon{font-size:14px;color:#5e5e5e;margin-right:7px;margin-left:7px;line-height:22px;vertical-align:baseline}.item_buttons{line-height:1em;margin-left:-5px}.item_buttons .btn-group,.item_buttons .input-group{float:left}.item_buttons>.btn,.item_buttons>.btn-group,.item_buttons>.input-group{margin-left:5px}.item_buttons .btn{min-width:13ex}.item_buttons .running-indicator{padding-top:4px;color:#5cb85c}.toolbar_info{height:24px;line-height:24px}input.engine_num_input,input.nbname_input{padding-top:3px;padding-bottom:3px;height:22px;line-height:14px;margin:0}input.engine_num_input{width:60px}.highlight_text{color:#00f}#project_name{display:inline-block;padding-left:7px;margin-left:-2px}#project_name>.breadcrumb{padding:0;margin-bottom:0;background-color:transparent;font-weight:700}#tree-selector{padding-right:0}#button-select-all{min-width:50px}#select-all{margin-left:7px;margin-right:2px}.menu_icon{margin-right:2px}.tab-content .row{margin-left:0;margin-right:0}.folder_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f114"}.folder_icon:before.pull-left{margin-right:.3em}.folder_icon:before.pull-right{margin-left:.3em}.notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f02d";position:relative;top:-1px}.notebook_icon:before.pull-left{margin-right:.3em}.notebook_icon:before.pull-right{margin-left:.3em}.running_notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f02d";position:relative;top:-1px;color:#5cb85c}.running_notebook_icon:before.pull-left{margin-right:.3em}.running_notebook_icon:before.pull-right{margin-left:.3em}.file_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f016";position:relative;top:-2px}.file_icon:before.pull-left{margin-right:.3em}.file_icon:before.pull-right{margin-left:.3em}#notebook_toolbar .pull-right{padding-top:0;margin-right:-1px}ul#new-menu{left:auto;right:0}.kernel-menu-icon{padding-right:12px;width:24px;content:"\f096"}.kernel-menu-icon:before{content:"\f096"}.kernel-menu-icon-current:before{content:"\f00c"}#tab_content{padding-top:20px}#running .panel-group .panel{margin-top:3px;margin-bottom:1em}#running .panel-group .panel .panel-heading{background-color:#eee;line-height:22px;padding:4px 7px}#running .panel-group .panel .panel-heading a:focus,#running .panel-group .panel .panel-heading a:hover{text-decoration:none}#running .panel-group .panel .panel-body{padding:0}#running .panel-group .panel .panel-body .list_container{margin-top:0;margin-bottom:0;border:0;border-radius:0}#running .panel-group .panel .panel-body .list_container .list_item{border-bottom:1px solid #ddd}#running .panel-group .panel .panel-body .list_container .list_item:last-child{border-bottom:0}.delete-button,.duplicate-button,.rename-button,.shutdown-button{display:none}.dynamic-instructions{display:inline-block;padding-top:4px}/*!
*
* IPython text editor webapp
*
*/.selected-keymap i.fa{padding:0 5px}.selected-keymap i.fa:before{content:"\f00c"}#mode-menu{overflow:auto;max-height:20em}.edit_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}.edit_app #menubar .navbar{margin-bottom:-1px}.dirty-indicator{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;width:20px}.dirty-indicator.pull-left{margin-right:.3em}.dirty-indicator.pull-right{margin-left:.3em}.dirty-indicator-dirty{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;width:20px}.dirty-indicator-dirty.pull-left{margin-right:.3em}.dirty-indicator-dirty.pull-right{margin-left:.3em}.dirty-indicator-clean{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;width:20px}.dirty-indicator-clean.pull-left{margin-right:.3em}.dirty-indicator-clean.pull-right{margin-left:.3em}.dirty-indicator-clean:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f00c"}.dirty-indicator-clean:before.pull-left{margin-right:.3em}.dirty-indicator-clean:before.pull-right{margin-left:.3em}#filename{font-size:16pt;display:table;padding:0 5px}#current-mode{padding-left:5px;padding-right:5px}#texteditor-backdrop{padding-top:20px;padding-bottom:20px}@media not print{#texteditor-backdrop{background-color:#eee}}@media print{#texteditor-backdrop #texteditor-container .CodeMirror-gutter,#texteditor-backdrop #texteditor-container .CodeMirror-gutters{background-color:#fff}}@media not print{#texteditor-backdrop #texteditor-container .CodeMirror-gutter,#texteditor-backdrop #texteditor-container .CodeMirror-gutters{background-color:#fff}#texteditor-backdrop #texteditor-container{padding:0;background-color:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}}/*!
*
* IPython notebook
*
*/.ansibold{font-weight:700}.ansiblack{color:#000}.ansired{color:#8b0000}.ansigreen{color:#006400}.ansiyellow{color:#c4a000}.ansiblue{color:#00008b}.ansipurple{color:#9400d3}.ansicyan{color:#4682b4}.ansigray{color:gray}.ansibgblack{background-color:#000}.ansibgred{background-color:red}.ansibggreen{background-color:green}.ansibgyellow{background-color:#ff0}.ansibgblue{background-color:#00f}.ansibgpurple{background-color:#ff00ff}.ansibgcyan{background-color:#0ff}.ansibggray{background-color:gray}div.cell{border:1px solid transparent;display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;border-radius:2px;box-sizing:border-box;-moz-box-sizing:border-box;border-width:thin;border-style:solid;width:100%;padding:5px;margin:0;outline:0}div.cell.selected{border-color:#ababab}@media print{div.cell.selected{border-color:transparent}}.edit_mode div.cell.selected{border-color:green}.prompt{min-width:14ex;padding:.4em;margin:0;font-family:monospace;text-align:right;line-height:1.21429em}div.inner_cell{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;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}@-moz-document url-prefix(){div.inner_cell{overflow-x:hidden}}div.input_area{border:1px solid #cfcfcf;border-radius:2px;background:#f7f7f7;line-height:1.21429em}div.prompt:empty{padding-top:0;padding-bottom:0}div.unrecognized_cell{padding:5px 5px 5px 0;display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.unrecognized_cell .inner_cell{border-radius:2px;padding:5px;font-weight:700;color:red;border:1px solid #cfcfcf;background:#eaeaea}div.unrecognized_cell .inner_cell a,div.unrecognized_cell .inner_cell a:hover{color:inherit;text-decoration:none}@media (max-width:540px){.prompt{text-align:left}div.unrecognized_cell>div.prompt{display:none}}div.code_cell{}div.input{page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.input{-webkit-box-orient:vertical;-moz-box-orient:vertical;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.input_prompt{color:navy;border-top:1px solid transparent}div.input_area>div.highlight{margin:.4em;border:none;padding:0;background-color:transparent}div.input_area>div.highlight>pre{margin:0;border:none;padding:0;background-color:transparent}.CodeMirror{line-height:1.21429em;font-size:14px;height:auto;background:0 0}.CodeMirror-scroll{overflow-y:hidden;overflow-x:auto}.CodeMirror-lines{padding:.4em}.CodeMirror-linenumber{padding:0 8px 0 4px}.CodeMirror-gutters{border-bottom-left-radius:2px;border-top-left-radius:2px}.CodeMirror pre{padding:0;border:0;border-radius:0}.highlight-base,.highlight-variable{color:#000}.highlight-variable-2{color:#1a1a1a}.highlight-variable-3{color:#333}.highlight-string{color:#BA2121}.highlight-comment{color:#408080;font-style:italic}.highlight-number{color:#080}.highlight-atom{color:#88F}.highlight-keyword{color:green;font-weight:700}.highlight-builtin{color:green}.highlight-error{color:red}.highlight-operator{color:#A2F;font-weight:700}.highlight-meta{color:#A2F}.highlight-def{color:#00f}.highlight-string-2{color:#f50}.highlight-qualifier{color:#555}.highlight-bracket{color:#997}.highlight-tag{color:#170}.highlight-attribute{color:#00c}.highlight-header{color:#00f}.highlight-quote{color:#090}.highlight-link{color:#00c}.cm-s-ipython span.cm-keyword{color:green;font-weight:700}.cm-s-ipython span.cm-atom{color:#88F}.cm-s-ipython span.cm-number{color:#080}.cm-s-ipython span.cm-def{color:#00f}.cm-s-ipython span.cm-variable{color:#000}.cm-s-ipython span.cm-operator{color:#A2F;font-weight:700}.cm-s-ipython span.cm-variable-2{color:#1a1a1a}.cm-s-ipython span.cm-variable-3{color:#333}.cm-s-ipython span.cm-comment{color:#408080;font-style:italic}.cm-s-ipython span.cm-string{color:#BA2121}.cm-s-ipython span.cm-string-2{color:#f50}.cm-s-ipython span.cm-meta{color:#A2F}.cm-s-ipython span.cm-qualifier{color:#555}.cm-s-ipython span.cm-builtin{color:green}.cm-s-ipython span.cm-bracket{color:#997}.cm-s-ipython span.cm-tag{color:#170}.cm-s-ipython span.cm-attribute{color:#00c}.cm-s-ipython span.cm-header{color:#00f}.cm-s-ipython span.cm-quote{color:#090}.cm-s-ipython span.cm-link{color:#00c}.cm-s-ipython span.cm-error{color:red}.cm-s-ipython span.cm-tab{background:url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=')right no-repeat}div.output_wrapper{display:-webkit-box;-webkit-box-align:stretch;display:-moz-box;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;z-index:1}div.output_scroll{height:24em;width:100%;overflow:auto;border-radius:2px;-webkit-box-shadow:inset 0 2px 8px rgba(0,0,0,.8);box-shadow:inset 0 2px 8px rgba(0,0,0,.8);display:block}div.output_collapsed{margin:0;padding:0;display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}div.out_prompt_overlay{height:100%;padding:0 .4em;position:absolute;border-radius:2px}div.out_prompt_overlay:hover{-webkit-box-shadow:inset 0 0 1px #000;box-shadow:inset 0 0 1px #000;background:rgba(240,240,240,.5)}div.output_prompt{color:#8b0000}div.output_area{padding:0;page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.output_area .MathJax_Display{text-align:left!important}div.output_area .rendered_html img,div.output_area .rendered_html table{margin-left:0;margin-right:0}div.output_area img,div.output_area svg{max-width:100%;height:auto}div.output_area img.unconfined,div.output_area svg.unconfined{max-width:none}.output{display:-webkit-box;-webkit-box-orient:vertical;display:-moz-box;-moz-box-orient:vertical;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}@media (max-width:540px){div.output_area{-webkit-box-orient:vertical;-moz-box-orient:vertical;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.output_area pre{margin:0;padding:0;border:0;vertical-align:baseline;color:#000;background-color:transparent;border-radius:0}div.output_subarea{overflow-x:auto;padding:.4em;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1;max-width:calc(100% - 14ex)}div.output_text{text-align:left;color:#000;line-height:1.21429em}div.output_stderr{background:#fdd}div.output_latex{text-align:left}div.output_javascript:empty{padding:0}.js-error{color:#8b0000}div.raw_input_container{font-family:monospace;padding-top:5px}span.raw_input_prompt{}input.raw_input{font-family:inherit;font-size:inherit;color:inherit;width:auto;vertical-align:baseline;padding:0 .25em;margin:0 .25em}input.raw_input:focus{box-shadow:none}p.p-space{margin-bottom:10px}div.output_unrecognized{padding:5px;font-weight:700;color:red}div.output_unrecognized a,div.output_unrecognized a:hover{color:inherit;text-decoration:none}.rendered_html{color:#000}.rendered_html em{font-style:italic}.rendered_html strong{font-weight:700}.rendered_html :link,.rendered_html :visited,.rendered_html u{text-decoration:underline}.rendered_html h1{font-size:185.7%;margin:1.08em 0 0;font-weight:700;line-height:1}.rendered_html h2{font-size:157.1%;margin:1.27em 0 0;font-weight:700;line-height:1}.rendered_html h3{font-size:128.6%;margin:1.55em 0 0;font-weight:700;line-height:1}.rendered_html h4{font-size:100%;margin:2em 0 0;font-weight:700;line-height:1}.rendered_html h5,.rendered_html h6{font-size:100%;margin:2em 0 0;font-weight:700;line-height:1;font-style:italic}.rendered_html h1:first-child{margin-top:.538em}.rendered_html h2:first-child{margin-top:.636em}.rendered_html h3:first-child{margin-top:.777em}.rendered_html h4:first-child,.rendered_html h5:first-child,.rendered_html h6:first-child{margin-top:1em}.rendered_html ul{list-style:disc;margin:0 2em;padding-left:0}.rendered_html ul ul{list-style:square;margin:0 2em}.rendered_html ul ul ul{list-style:circle;margin:0 2em}.rendered_html ol{list-style:decimal;margin:0 2em;padding-left:0}.rendered_html ol ol{list-style:upper-alpha;margin:0 2em}.rendered_html ol ol ol{list-style:lower-alpha;margin:0 2em}.rendered_html ol ol ol ol{list-style:lower-roman;margin:0 2em}.rendered_html ol ol ol ol ol{list-style:decimal;margin:0 2em}.rendered_html *+ol,.rendered_html *+ul{margin-top:1em}.rendered_html hr{color:#000;background-color:#000}.rendered_html pre{margin:1em 2em}.rendered_html code,.rendered_html pre{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 td,.rendered_html th,.rendered_html tr{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:700}.rendered_html *+table{margin-top:1em}.rendered_html p{text-align:left}.rendered_html *+p{margin-top:1em}.rendered_html img{display:block;margin-left:auto;margin-right:auto}.rendered_html *+img{margin-top:1em}.rendered_html img,.rendered_html svg{max-width:100%;height:auto}.rendered_html img.unconfined,.rendered_html svg.unconfined{max-width:none}div.text_cell{display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.text_cell>div.prompt{display:none}}div.text_cell_render{outline:0;resize:none;width:inherit;border-style:none;padding:.5em .5em .5em .4em;color:#000;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}a.anchor-link:link{text-decoration:none;padding: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}.text_cell.rendered .input_area{display:none}.text_cell.rendered .rendered_html{overflow-x:auto}.text_cell.unrendered .text_cell_render{display:none}.cm-header-1,.cm-header-2,.cm-header-3,.cm-header-4,.cm-header-5,.cm-header-6{font-weight:700;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}.cm-header-1{font-size:185.7%}.cm-header-2{font-size:157.1%}.cm-header-3{font-size:128.6%}.cm-header-4{font-size:110%}.cm-header-5,.cm-header-6{font-size:100%;font-style:italic}/*!
*
* IPython notebook webapp
*
*/@media (max-width:767px){.notebook_app{padding-left:0;padding-right:0}}#ipython-main-app{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}div#notebook_panel{margin:0;padding:0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}#notebook{font-size:14px;line-height:20px;overflow-y:hidden;overflow-x:auto;width:100%;padding-top:20px;margin:0;outline:0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;min-height:100%}@media not print{#notebook-container{padding:15px;background-color:#fff;min-height:0;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}}div.ui-widget-content{border:1px solid #ababab;outline:0}pre.dialog{background-color:#f7f7f7;border:1px solid #ddd;border-radius:2px;padding:.4em .4em .4em 2em}p.dialog{padding:.2em}code,kbd,pre,samp{white-space:pre-wrap}#fonttest{font-family:monospace}p{margin-bottom:0}.end_space{min-height:100px;transition:height .2s ease}.notebook_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}@media not print{.notebook_app{background-color:#eee}}.celltoolbar{border:thin solid #CFCFCF;border-bottom:none;background:#EEE;border-radius:2px 2px 0 0;width:100%;height:29px;padding-right:4px;-webkit-box-orient:horizontal;-moz-box-orient:horizontal;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end;font-size:87%;padding-top:3px}@media print{.edit_mode div.cell.selected{border-color:transparent}div.code_cell{page-break-inside:avoid}#notebook-container{width:100%}.celltoolbar{display:none}}.ctb_hideshow{display:none;vertical-align:bottom}.ctb_global_show .ctb_show.ctb_hideshow{display:block}.ctb_global_show .ctb_show+.input_area,.ctb_global_show .ctb_show+div.text_cell_input,.ctb_global_show .ctb_show~div.text_cell_render{border-top-right-radius:0;border-top-left-radius:0}.ctb_global_show .ctb_show~div.text_cell_render{border:1px solid #cfcfcf}.celltoolbar select{color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 1px rgba(0,0,0,.075);-webkit-transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s,box-shadow ease-in-out .15s;line-height:1.5;border-radius:1px;width:inherit;font-size:inherit;height:22px;padding:0;display:inline-block}.celltoolbar select:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075),0 0 8px rgba(102,175,233,.6)}.celltoolbar select::-moz-placeholder{color:#999;opacity:1}.celltoolbar select:-ms-input-placeholder{color:#999}.celltoolbar select::-webkit-input-placeholder{color:#999}.celltoolbar select[disabled],.celltoolbar select[readonly],fieldset[disabled] .celltoolbar select{background-color:#eee;opacity:1}.celltoolbar select[disabled],fieldset[disabled] .celltoolbar select{cursor:not-allowed}textarea.celltoolbar select{height:auto}select.celltoolbar select{height:30px;line-height:30px}select[multiple].celltoolbar select,textarea.celltoolbar select{height:auto}.celltoolbar label{margin-left:5px;margin-right:5px}.completions{position:absolute;z-index:10;overflow:hidden;border:1px solid #ababab;border-radius:2px;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad;line-height:1}.completions select{background:#fff;outline:0;border:none;padding:0;margin:0;overflow:auto;font-family:monospace;font-size:110%;color:#000;width:auto}.completions select option.context{color:#286090}#kernel_logo_widget{float:right!important;float:right}#kernel_logo_widget .current_kernel_logo{display:none;margin-top:-1px;margin-bottom:-1px;width:32px;height:32px}#menubar{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;margin-top:1px}#menubar .navbar{border-top:1px;border-radius:0 0 2px 2px;margin-bottom:0}#menubar .navbar-toggle{float:left;padding-top:7px;padding-bottom:7px;border:none}#menubar .navbar-collapse{clear:left}.nav-wrapper{border-bottom:1px solid #e7e7e7}i.menu-icon{padding-top:4px}ul#help_menu li a{overflow:hidden;padding-right:2.2em}ul#help_menu li a i{margin-right:-1.2em}.dropdown-submenu{position:relative}.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px}.dropdown-submenu:hover>.dropdown-menu{display:block}.dropdown-submenu>a:after{font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;display:block;content:"\f0da";float:right;color:#333;margin-top:2px;margin-right:-10px}.dropdown-submenu>a:after.pull-left{margin-right:.3em}.dropdown-submenu>a:after.pull-right{margin-left:.3em}.dropdown-submenu:hover>a:after{color:#262626}.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px}#notification_area{float:right!important;float:right;z-index:10}.indicator_area{float:right!important;float:right;color:#777;margin-left:5px;margin-right:5px;z-index:10;text-align:center;width:auto}#kernel_indicator{float:right!important;float:right;color:#777;margin-left:5px;margin-right:5px;z-index:10;text-align:center;width:auto;border-left:1px solid}#kernel_indicator .kernel_indicator_name{padding-left:5px;padding-right:5px}#modal_indicator{float:right!important;float:right;color:#777;margin-left:5px;margin-right:5px;z-index:10;text-align:center;width:auto}#readonly-indicator{float:right!important;float:right;color:#777;z-index:10;text-align:center;width:auto;display:none;margin:2px 0 0}.modal_indicator:before{width:1.28571429em;text-align:center}.edit_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f040"}.edit_mode .modal_indicator:before.pull-left{margin-right:.3em}.edit_mode .modal_indicator:before.pull-right{margin-left:.3em}.command_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:' '}.command_mode .modal_indicator:before.pull-left{margin-right:.3em}.command_mode .modal_indicator:before.pull-right{margin-left:.3em}.kernel_idle_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f10c"}.kernel_idle_icon:before.pull-left{margin-right:.3em}.kernel_idle_icon:before.pull-right{margin-left:.3em}.kernel_busy_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f111"}.kernel_busy_icon:before.pull-left{margin-right:.3em}.kernel_busy_icon:before.pull-right{margin-left:.3em}.kernel_dead_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f1e2"}.kernel_dead_icon:before.pull-left{margin-right:.3em}.kernel_dead_icon:before.pull-right{margin-left:.3em}.kernel_disconnected_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;content:"\f127"}.kernel_disconnected_icon:before.pull-left{margin-right:.3em}.kernel_disconnected_icon:before.pull-right{margin-left:.3em}.notification_widget{z-index:10;background:rgba(240,240,240,.5);margin-right:4px;color:#333;background-color:#fff;border-color:#ccc}.notification_widget.active,.notification_widget.focus,.notification_widget:active,.notification_widget:focus,.notification_widget:hover,.open>.dropdown-toggle.notification_widget{color:#333;background-color:#e6e6e6;border-color:#adadad}.notification_widget.active,.notification_widget:active,.open>.dropdown-toggle.notification_widget{background-image:none}.notification_widget.disabled,.notification_widget.disabled.active,.notification_widget.disabled.focus,.notification_widget.disabled:active,.notification_widget.disabled:focus,.notification_widget.disabled:hover,.notification_widget[disabled],.notification_widget[disabled].active,.notification_widget[disabled].focus,.notification_widget[disabled]:active,.notification_widget[disabled]:focus,.notification_widget[disabled]:hover,fieldset[disabled] .notification_widget,fieldset[disabled] .notification_widget.active,fieldset[disabled] .notification_widget.focus,fieldset[disabled] .notification_widget:active,fieldset[disabled] .notification_widget:focus,fieldset[disabled] .notification_widget:hover{background-color:#fff;border-color:#ccc}.notification_widget .badge{color:#fff;background-color:#333}.notification_widget.warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.notification_widget.warning.active,.notification_widget.warning.focus,.notification_widget.warning:active,.notification_widget.warning:focus,.notification_widget.warning:hover,.open>.dropdown-toggle.notification_widget.warning{color:#fff;background-color:#ec971f;border-color:#d58512}.notification_widget.warning.active,.notification_widget.warning:active,.open>.dropdown-toggle.notification_widget.warning{background-image:none}.notification_widget.warning.disabled,.notification_widget.warning.disabled.active,.notification_widget.warning.disabled.focus,.notification_widget.warning.disabled:active,.notification_widget.warning.disabled:focus,.notification_widget.warning.disabled:hover,.notification_widget.warning[disabled],.notification_widget.warning[disabled].active,.notification_widget.warning[disabled].focus,.notification_widget.warning[disabled]:active,.notification_widget.warning[disabled]:focus,.notification_widget.warning[disabled]:hover,fieldset[disabled] .notification_widget.warning,fieldset[disabled] .notification_widget.warning.active,fieldset[disabled] .notification_widget.warning.focus,fieldset[disabled] .notification_widget.warning:active,fieldset[disabled] .notification_widget.warning:focus,fieldset[disabled] .notification_widget.warning:hover{background-color:#f0ad4e;border-color:#eea236}.notification_widget.warning .badge{color:#f0ad4e;background-color:#fff}.notification_widget.success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.notification_widget.success.active,.notification_widget.success.focus,.notification_widget.success:active,.notification_widget.success:focus,.notification_widget.success:hover,.open>.dropdown-toggle.notification_widget.success{color:#fff;background-color:#449d44;border-color:#398439}.notification_widget.success.active,.notification_widget.success:active,.open>.dropdown-toggle.notification_widget.success{background-image:none}.notification_widget.success.disabled,.notification_widget.success.disabled.active,.notification_widget.success.disabled.focus,.notification_widget.success.disabled:active,.notification_widget.success.disabled:focus,.notification_widget.success.disabled:hover,.notification_widget.success[disabled],.notification_widget.success[disabled].active,.notification_widget.success[disabled].focus,.notification_widget.success[disabled]:active,.notification_widget.success[disabled]:focus,.notification_widget.success[disabled]:hover,fieldset[disabled] .notification_widget.success,fieldset[disabled] .notification_widget.success.active,fieldset[disabled] .notification_widget.success.focus,fieldset[disabled] .notification_widget.success:active,fieldset[disabled] .notification_widget.success:focus,fieldset[disabled] .notification_widget.success:hover{background-color:#5cb85c;border-color:#4cae4c}.notification_widget.success .badge{color:#5cb85c;background-color:#fff}.notification_widget.info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.notification_widget.info.active,.notification_widget.info.focus,.notification_widget.info:active,.notification_widget.info:focus,.notification_widget.info:hover,.open>.dropdown-toggle.notification_widget.info{color:#fff;background-color:#31b0d5;border-color:#269abc}.notification_widget.info.active,.notification_widget.info:active,.open>.dropdown-toggle.notification_widget.info{background-image:none}.notification_widget.info.disabled,.notification_widget.info.disabled.active,.notification_widget.info.disabled.focus,.notification_widget.info.disabled:active,.notification_widget.info.disabled:focus,.notification_widget.info.disabled:hover,.notification_widget.info[disabled],.notification_widget.info[disabled].active,.notification_widget.info[disabled].focus,.notification_widget.info[disabled]:active,.notification_widget.info[disabled]:focus,.notification_widget.info[disabled]:hover,fieldset[disabled] .notification_widget.info,fieldset[disabled] .notification_widget.info.active,fieldset[disabled] .notification_widget.info.focus,fieldset[disabled] .notification_widget.info:active,fieldset[disabled] .notification_widget.info:focus,fieldset[disabled] .notification_widget.info:hover{background-color:#5bc0de;border-color:#46b8da}.notification_widget.info .badge{color:#5bc0de;background-color:#fff}.notification_widget.danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.notification_widget.danger.active,.notification_widget.danger.focus,.notification_widget.danger:active,.notification_widget.danger:focus,.notification_widget.danger:hover,.open>.dropdown-toggle.notification_widget.danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.notification_widget.danger.active,.notification_widget.danger:active,.open>.dropdown-toggle.notification_widget.danger{background-image:none}.notification_widget.danger.disabled,.notification_widget.danger.disabled.active,.notification_widget.danger.disabled.focus,.notification_widget.danger.disabled:active,.notification_widget.danger.disabled:focus,.notification_widget.danger.disabled:hover,.notification_widget.danger[disabled],.notification_widget.danger[disabled].active,.notification_widget.danger[disabled].focus,.notification_widget.danger[disabled]:active,.notification_widget.danger[disabled]:focus,.notification_widget.danger[disabled]:hover,fieldset[disabled] .notification_widget.danger,fieldset[disabled] .notification_widget.danger.active,fieldset[disabled] .notification_widget.danger.focus,fieldset[disabled] .notification_widget.danger:active,fieldset[disabled] .notification_widget.danger:focus,fieldset[disabled] .notification_widget.danger:hover{background-color:#d9534f;border-color:#d43f3a}.notification_widget.danger .badge{color:#d9534f;background-color:#fff}div#pager{background-color:#fff;font-size:14px;line-height:20px;overflow:hidden;display:none;position:fixed;bottom:0;width:100%;max-height:50%;padding-top:8px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2);z-index:100;top:auto!important}div#pager pre{line-height:1.21429em;color:#000;background-color:#f7f7f7;padding:.4em}div#pager #pager-button-area{position:absolute;top:8px;right:20px}div#pager #pager-contents{position:relative;overflow:auto;width:100%;height:100%}div#pager #pager-contents #pager-container{position:relative;padding:15px 0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}div#pager .ui-resizable-handle{top:0;height:8px;background:#f7f7f7;border-top:1px solid #cfcfcf;border-bottom:1px solid #cfcfcf}div#pager .ui-resizable-handle::after{content:'';top:2px;left:50%;height:3px;width:30px;margin-left:-15px;position:absolute;border-top:1px solid #cfcfcf}.quickhelp{display:-webkit-box;-webkit-box-orient:horizontal;display:-moz-box;-moz-box-orient:horizontal;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{margin-top:6px}span.save_widget span.filename{height:1em;line-height:1em;padding:3px;margin-left:16px;border:none;font-size:146.5%;border-radius:2px}span.save_widget span.filename:hover{background-color:#e6e6e6}span.autosave_status,span.checkpoint_status{font-size:small}@media (max-width:767px){span.save_widget{font-size:small}span.autosave_status,span.checkpoint_status{display:none}}@media (min-width:768px)and (max-width:991px){span.checkpoint_status{display:none}span.autosave_status{font-size:x-small}}.toolbar{padding:0;margin-left:-5px;margin-top:2px;margin-bottom:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.toolbar label,.toolbar select{width:auto;vertical-align:middle;margin-bottom:0;display:inline;font-size:92%;margin-left:.3em;margin-right:.3em;padding:3px 0 0}.toolbar .btn{padding:2px 8px}.toolbar .btn-group{margin-top:0;margin-left:5px}#maintoolbar{margin-bottom:-3px;margin-top:-8px;border:0;min-height:27px;margin-left:0;padding-top:11px;padding-bottom:3px}#maintoolbar .navbar-text{float:none;vertical-align:middle;text-align:right;margin-left:5px;margin-right:0;margin-top:0}.select-xs{height:24px}@-moz-keyframes fadeOut{from{opacity:1}to{opacity:0}}@-webkit-keyframes fadeOut{from{opacity:1}to{opacity:0}}@-moz-keyframes fadeIn{from{opacity:0}to{opacity:1}}@-webkit-keyframes fadeIn{from{opacity:0}to{opacity:1}}.bigtooltip{overflow:auto;height:200px;-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms}.smalltooltip{-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms;text-overflow:ellipsis;overflow:hidden;height:80px}.tooltipbuttons{position:absolute;padding-right:15px;top:0;right:0}.tooltiptext{padding-right:30px}.ipython_tooltip{max-width:700px;animation:fadeOut 400ms;-webkit-animation:fadeIn 400ms;-moz-animation:fadeIn 400ms;animation:fadeIn 400ms;vertical-align:middle;background-color:#f7f7f7;overflow:visible;border:1px solid #ababab;outline:0;padding:3px 3px 3px 7px;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:2px;position:absolute;z-index:1000}.ipython_tooltip a{float:right}.ipython_tooltip .tooltiptext pre{border: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 solid #ababab;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)}.terminal-app{background:#eee}.terminal-app #header{background:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.2);box-shadow:0 0 12px 1px rgba(87,87,87,.2)}.terminal-app .terminal{float:left;font-family:monospace;color:#fff;background:#000;padding:.4em;border-radius:2px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,.4);box-shadow:0 0 12px 1px rgba(87,87,87,.4)}.terminal-app .terminal,.terminal-app .terminal dummy-screen{line-height:1em;font-size:14px}.terminal-app .terminal-cursor{color:#000;background:#fff}.terminal-app #terminado-container{margin-top:20px}
/*# sourceMappingURL=style.min.css.map */
-->
先用caffe对cifar10进行训练，将训练的结果模型进行保存，得到一个caffemodel，然后从测试图片中选出一张进行测试，并进行可视化。
#加载必要的库
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
import sys,os,caffe
#设置当前目录，判断模型是否训练好
caffe_root = '/home/bnu/caffe/'
sys.path.insert(0, caffe_root + 'python')
os.chdir(caffe_root)
if not os.path.isfile(caffe_root + 'examples/cifar10/cifar10_quick_iter_4000.caffemodel'):
print("caffemodel is not exist...")
#利用提前训练好的模型，设置测试网络
caffe.set_mode_gpu()
net = caffe.Net(caffe_root + 'examples/cifar10/cifar10_quick.prototxt',
caffe_root + 'examples/cifar10/cifar10_quick_iter_4000.caffemodel',
caffe.TEST)
net.blobs['data'].data.shape
(1, 3, 32, 32)
#加载测试图片，并显示
im = caffe.io.load_image('examples/images/32.jpg')
print im.shape
plt.imshow(im)
plt.axis('off')
(32, 32, 3)
(-0.5, 31.5, 31.5, -0.5)
AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVty5LySNOgBplS9xX8v8zI2NjuazZ0qETEPiItHACmp
TvcnVdspylK8JJPEJTzcAwBBUVX8Xf4uf5f/rGV8dwL+Ln+Xv8vXL3+B/3f5u/wHLn+B/3f5u/wH
Ln+B/3f5u/wHLn+B/3f5u/wHLn+B/3f5u/wHLn+B/3f5u/wHLn+B/3f5u/wHLo9/+gb/1//9f44j
hESkrNei0KmAKlRp/cEiIhj2ERmxPcYov9+27fqq675K941rtzUUef6cda2Kl8cLXl5e8Pryuq2v
68LjeqzPg7cfEP6T3B4yIgVyWKunp+XB0zXnxLz3NVQxPb8zt/M39/rMO7bv+87r6yzrOSfU6m/6
MV9j3S/+aNuKNApZS6ELuPZVeFtWHuz3/QOlfdrO+8m+VmBaXqYqblvPOXF7/pTSH/apgABiH4jE
dth3+y72PUWiZc2/H0O2dX5GXV+Vy//f/+f/ExyWv4z/d/m7/Acufxbw3SXL0Un9/uW+aTjy/0zq
P14+n7s9RUrf/I+VEl/0dPzw5Xv3fjddqk9v994P/yfy+lX1+08u/7jUPy0p8+sxhRmiav3yfwDA
J8nvMjC0IVL+5933ahbIkmpjLMknAowlcx+PB67HA9d15WdcGGPEekm2scpBOhC0WOfUyXeN9Pie
WiaW7LTtqfCIJUMBymbejKQ7yfc5l+RXk/1zYk7FnE8kPu8/WbPMBwn9VddIDySm9yWSmNWgEsc5
RFQsBgtpT5dQk/As873ehWS+/0Ds2n29wsYZoYVwGlWjPorFaGapFrpEWkROth2FcfjO60yobqWW
5yeWLwd+Bf3uAOI8cOX995YoDEXElYEKJGi4zPLeGgYSyRSC4ZC83gCuh4H9cVXwXw76ARkj2iMk
rN6NMcHv984SAUTrvv8wHUCuI253wBlLuoGUeLu1EUzbn/GZBvJ0DrPF+pPWU2c9J+L5MFEDpANf
3OuHQWR5C7YKiK/YeCTA6/kUlXAEoOPuDESlxP+iWtqf2AEAA4KZtysKVZ7AtC0KqGS9ruwqG1wl
xFLPII+TBaJelvoHAV8OqN5BnxX974D90wUebEpAVzqBGmwEwgRD96J0u0FoVo831nnD3XVdGNcC
fKxlBON7Q16kIvySWpsRK4AEfZSYgz2yoMHshc3B7J/soP08NWZ3oE9m/bVfmFwnNegR6IsjmAR7
TyMd8UYwORR4ZJ3cb2d9WrsaSyGXDYTKHwdKM7YAvTmACvwN+nZhlwrv22IRsl5p75P7u4sDXpq6
+8zyDYwPHEEvpfzh3zDn/U7MHg6EUUGg70DfGV8Xu0pj3qhjbn3P/UeT+eMaG+Mv1pcAfvV0ydrY
nBOxPReFntecr5Tb/bsOegZtZft5M+h3qd/Bz9dKrbWvV0u3oYK3R2a524KHhvAyxGotV2Jf/z7y
bPY2qVwmVbqHmEXm0/ZadugXoc86n7Y4NChAd5nn9inPPcF2CTvg238U8E+Mv44DJ6nPFRyGcbjW
bzXcaV7LQV8B5ScR43sFnGgfCdohLtvX9vW4LM4nud9ifD83DBZCctzyNnN/A772bSpLdl4EbKi2
fYTsLvI+ZH6L770rMFiepf6M+H/Sx51EtlNoqdMK/AV0YTdr+SxQYFvJPi+YbCjtJmrlolFUvpGh
0JiCGWfah9keHfhVfi/cdhspdHVArBOLbxeXvi9sg8FoACTt2JXLZ2HxTY17wHugL2Ave3wN+Q3w
K12E42AtQKg/UWOLZH5Ovzf4DEn5fo0R8t7X1yD2F5b61MBHtVoYeLobTyMuQNcoRSo5OlLyWGGn
/V7lvt5/ncwdzG/fFyk/K8jDAczZgG+5LA1aBvwhkCnJ9J5QKvMNJXAQCjAY+INOewL8uY7MoZCZ
l93YHoCMAZmT7jkAC1/YltNbPbHa4JHmDLZ9ztt2Cbhbi7qmcO+PBT6z9i4GzHQlFdB7+chrcTXl
wq33heUd7O1cpeMmDOogi6jgZagO5GtcuGz9eDyOcj+chLQYn5nbK296Q9uMFvpMVAM/0kCcGz0a
7qA/Sfs8VqV7xvlamX8msDm2999O3T/cuLdX4voswAEyAJmIZvrAlUpoWwentwn4tsgIBcC2oXER
r1fFNMaV6ffUsLkN+H4/LnVSARrEYDZSGuC69XQFoFyVcYcj8/fF1asDhi730fI9Ur8pIz8limvz
6rlo/GvXkydflJLQYoAsg3lJqd+uFVs5ws5HUInH7R67UwzfP8swOe2yWJA9nmXnVJEpXhzktTGS
y/EMdg1G1y7l74n7XiP3bhrtd/votQD8zvad6ZWO9YrkbJWqY8xEhgzgB0EcXat8TKibji6XdWf+
QX0tGKKAmEOAYmkGUio2CnTOiQFgjoExV/feGMtLdUv7aFl21sqhFhMYLDu1xYUil38M8PvS8fSk
CaAacDvOJJm7+vxi6oAP7gfo85my2pgggDzIAaT0fwb4rMf3vDpZZciAdbyyfw/5wgUsGVhYHSWO
V+6mu3k47xqaO+dyALc7Bv9NAL62B4QzaW0FMSwY5MROGTfd7CNX2flVlig1Ug2Ctord6H5eKAes
KGGu20eUMQUQHRhZeNA5lwOYyykw+Dkj74j997PU0i9GEAKyluI8DwX1SeR/AeM/+2JTN0/Bvi1d
HR3VAYMcyZ4aEW4RYs/gv5i9J7SDekl3bq1PSU/ngRjqYLB62D7lLLKkrcwOZRi5nfnpffPO6Dwm
fwbocz0L4LmBr4UABwfwoXZVWY7Ly0VRW8IZElYhXoaVKT9TphYMSf3tEMEUTbCHXdj2wHquYUwM
HcBM8Jf60i7yP9qmxcEuPSe+agXJvPApClvLFzD+XuMFSJGnHXpsxL4ocDai4tQV3BKqFQKEiB3+
55SnSbEHjpb9QQ9QHAHvhtpkKW9vkN1zz848GnOY41XK/tPGOwblrSbtjeGd/Z31e+t+acXn7jwG
e3UA0Xjaycl2R6iTCvhe96VGqNsuv8t6ykbOKvvzSB2UJaayBhb7B/NjKQIooHMAYwJzYGLaA1QL
/NZaaKpbn2PwXLXJ8O10J55OFHktRd7yI++ay/cxPlBZn5zazvq557ju9zjfhuU9HyVPbhIYBKRz
Ut2wsu/dnwoMwHMfPcf7HNuThzrV5aGIthSF2v+A8cnfYfKnsf2S9Xd8HPTTmJ9BXxmfpf4sDM+D
fGZPaM+PeCiwHLaq9aRk9bWa6MyxR/9buVnkxE5ASFKsKH117Q2sWH9Y57g6+xvoA/xjQqaYsyCv
5g2RjP/KRXtRtMZDEQa85/tQdrBbCT4t84Fv6s4rgLd9Xz1j/e3gk+ueXeou2xLiFBJ0JXZQWJ3t
Q+pbjM/9+1ucD1hNytGDV/dW3R+Dvezz2S3GX6Kmd9XtMb433C3GZ7C31vy5Az5G8LEaILXh37+3
BOAFJe2Zr9OvugN4vgTr81h/+s+XYcaPMrZG1xXiM/gFGMMa/HxYz0q19iGBNcfvp1e6a+vas14q
b/UHA/8k87dzcGJ9l3cohrQPnshlGwDTGrs6+KuLPqed5XqR+sT4vXGvnB9lcEr3bizH5DQmTLjT
FQ4Nezwkl58zT5l/R4s+D9HlgTsxUIe7/bQyft2m8KpXrJXD1BVXq8l9KfkzpaWpuFh1RdcdN6AG
rGUvP7XjlgYpaVm/GlCorDIako2TC+SAjAmZw7oBp9nlgOjEcl3ufH9vcab3HWd9cLYye5SnvNNn
7/m9Uh/ATrN70vMJJj1csz4Zlec5sMLy9/u84yUlCn5ncAZ4H6STT+DVFv7UoFRzTe/VlJBlFidF
eoXB4S3n9GsGOAM+h+J2aZ6DdLjRjplfOaYv8T3S0Zzy4dtsuGbY27MLhzAphkc/k7/hW7wcZCuz
41rTScDlsqzj7BTGKlG7uQ82sMTIivmz+Vbs/u6wOMCgeifnxwokuhxbHvu6q0HLED6zfI/UX273
/e9/019K/G6Xb8/v0q2UOcKKvYC/dtldY2CMC6OA/rLj6yk8DwXSbR+yKrUKWc8U0ASDa/izyIn6
WWb+imDm6LMPec5A1+jL37v7aATf5Fb8nHFoBz2pDJDJp9QxW5fETbSVeJmdu0OzobRCoxdndZT5
yGpI8IjtK917utKBMNTUHM8S9emIBkSmpcgAr1KufpY63b7ZAZ3ALmX/fJ0/SuofErPVV/fDfPwz
mVmFQEQQx/wKyn/RYJM/jyKU3M/KdSbKbrtBIF8j9y5c12MbxuuP3p5abCPHmciT3jl+ocCWh7ze
2smW98rmDuqthb+fH9vJ9kXC9w85IKqIsp/SVWKd3aF1CjWfRq0OfGJJf7gHOVIO57JtRFFa2dgZ
Wyyf7F8vLyCQi+S+2wkEYkpBKTQJJ+KNnJTOCDeQMt8dUJf5Inmc65lt5LMBxj8P/KfMuycwvPLG
fJWF37881xYh6nTbloQitxrocx4/IbYfyfbXhcd1lWftOTzwO5yZKsT70dcpsZYb8QIanetSn3xo
Mn2y9Unuzwb+cBKT1oXl2/xzTeLvct/zbuswapfuLu0HGPA8YUnvGWF2jvJUROu2lw2XWZSPcA2k
8rCKzwsV0Au0M73vy1hcr5ZOXkf6Gki97popZDdlZfjTWvPfE9J4vnwP43/qvNPvWASXqkNl/UOJ
tuuoWq+nns9zZRox6EijlGN8/8B1PQ4xKYG/3Suc/tNKYwdWN1ny+z5buoLGztPIu2yBJ7af1SHs
PQAzVUIHPJauj21KrYaE8sJkh4rC4NvHy7uD31Ea7Fift2cmdVUUxRSMOCJNRdKLQHbPEFAd4SEG
NJi/qQC1vGr/dav0cnUmBFY3ODB+CJPdNtCU7DvLN8X4vnwk7d/LxBNwy7PvzUBJjmYwgAAlu5Pd
GGvDXjA+Ne6lcXp1co3lfZKlSJtumTirosJetqH2hdI+M3xfs9xnwJdzSxvBJOC7ZM7QKe5d/rNe
ZgeQhl1A7gB/9pwDqQUG/FZGpIiqOrJyEo1HgBnkq3rOIZlZRDD9kDWiP6X+gM8jsJj+pOzII71n
umB9hON66UBysr/F998C/HMCq6d6H/w181xAB7CTM9mu1Oog1V4aV5X7tbU+GvJI7gtd7eBK0Gor
DZISWFNNyVUBkKyLMG6TerTuffa1C27ucX2X/mV7lt8k6D3tXr6nupXAVgGvrXPEo+9T28hB6peR
kEAO8aU6DluKFsbqGCViAkueusSursrrzIVLjfEHhrXyK4E9AxHpNV9L6Ah++v0Tpk//6c9tZJl/
kuwBfLvUb41BmlJFyfRDlgPoMqyUoLT9p+nRYNoQjHEJSSNtD94ky3vjHh2zc9BsjuXFpO2iTx2s
8TgutoE2sVYaTDPJoE+MH/3w+TCOM/1983BcchKo8nitBT6oxsssBqe5LwvweMYqk/YnF0fZHhiX
tPKlSUnpWXu/BiSfiFsfq0ldrB3gl7SIUh9U/G4PIicVkQ5B8i4ln7W/vTF1DBg4OXK0MQuZJjmE
oGHZUttUSiTxSfB/K+P3OCWYQzW+9Kql6QntN53Z39vf780Le/cAPRtaGGc+f5/GaQZq5ziAPIMc
i5duuLJdgc7gT9DPfTsket4rGR+IR2ip/92312AdxV0a+DI9WVxVgOb4UGT0omIy10uxFCoARBk5
qwf4+0shCPTjGgl4Dw9iXEQOkfGh8W4pJb26j2DPxlYUc1JNu9myTtfMXnrfdipuZYXDfZ5dV5Ms
ONDrCmT7jV/64EDeW76N8Vnah2TRnekpkLV1LxY8L5UotkOpNHXAAq204hPbX9agt8X5h4E6SqBX
ZlQH6GxOgRh9Bz8/M6+FxRnsDPqT5OcGvnnvD+DsTM9FzzozWR4AtYhbSUo9vgi6gV1y3wFfHaxQ
mUphfV+HOuHEFKhoJqstPZJfqnL9Rj3hlL+8kl+73idLR7Zrb4vWbbfOMMkDZJ46Ac2V0v5Hy7cw
PsuR4gDI7W1SX3JgBfvYVJQ93geel4LG+fU69ntxacqvJyJ5f42n4F9j0z2d1IjG4Kf+cugaA745
iOMjtFofmrlnlhUpCS3b5IDoWHmlVtwTBfyr7L1EG4Ujge2gCL/HkndJqDJhyWm9yf3G+HFNBr4C
GrI3taFqzqNXU+zAacAM8CiyyVzKD5nd32P8zvlPWCnup8DxWQTV52y/nU7O4rOk/+WMz/J+31bf
ixNTuh1EkPRieSqK6PtD0bDBghvzsgHK++1XF96ID8+VnyFCa1F2wOosgE7pXQHfjy121vrwzD0b
4zPr+zF3nF727lRBk2mSgylOA/DhrMmlOSCWCy2if3ee4uGS4zQlPQP9GN8b4KUwPgrb+/VVvd2k
MjyaFXguKjXYR5Fd9mGDZlunCQ7KVdNRMOOzfnxmhs/AW9ifvupOoIjhdo3PLN82ZLcA3bfDWJPp
83yLIz+SUWSm9diTEmE5SqA/dt9djfkd8GTMa3aW0PvJrm28e3nibTbANwcQU2K12XJuZ3wCOjuC
Xix8KJXI/tw8l5YySEjGn8oxwZ5r77ar7SFVzocTuHb2z/AhHYBfcyro4R5m+nyuHnrQKlk9gShl
u2FO0f5D1wzM/pXxj0X0nvgEAV7rVye2L5btTv/J5Z8tXwp8BvsG7ih8rRVRYvzufmWrzCwB7Qee
LhLGlQxVRurR2PyI8UusXx/JdfbwGJ3Bm4ytxRkwy3fGjxlxCPCV8TtT92xX0xeRfNgmRvZpMGgY
Uy+6Xti0L6Kt2w3kQPHEgT4HPDcG1hgiKgzerq/QCnil5Ann3gknQRoKhrsnAOuio4soc7lCmy2+
w++bCWrbVm1y/wD+zvanexyPP1m+VOpH+HQApW7FkesUacdisNVe7F2dbWoNXpHNUKM1v3fl8ZN3
DeRToSMb0crkkzwQRvsoOUQj5vYMARzEOddeid2nFoB2qV9yLS7JV1eXG5yfmj8xQ140vR5IG2Jd
ZCNwEFfn7WHsXsoR0ZLfG+7GGJCyL80RGJwI7IzmHIcAm2J6lavIOi6+b+slybn1yC1IsvyCTDQn
9uWMEr0Gz0cHu9uSgP9gdr9KlgbebKpsqZawCVRrL37IK/DfXL5e6p9yUli9/q/r8roFukDf3m93
2ncy4S6jMqOOVKmfD+S0MfhN0muT8KVLrbXu55oSmcKnLMzE+cm2ksr4Vh7OeERq20K/D3NzvI31
YlDREdYbDEpCwgGQcw62/S2WX/t7zF8bAfeb5baDnAciLZDDwD8r6FXhE32rq0p2mpaXlU2DP4Of
KqnYkdsS7zPwAXjfe7SIkNIF1Vu0omjewzVFAb85782LfXL5xiG7J2Dzem2nE3g/2pGn5+0/y0qj
uCzAb2w+Ouj9dVjZih+AggGwTWeVk1j0iSocsBmTe9qYhcG20Qzk5DQ2xo+XMZrpxCw3dN31TVVc
1n8VrenBifl1XWcIMUaWZQzSETmCnhv7ar9+ln+r4NwQ2Fz4yfL+DEIwPaSC3hjfZwiaXG62ZkYt
t6R6SgBSw2YBOoWNjayUzucyZw7U4710t+5CDic9+3z5+qfzngUott45vzuEk9TvDoCOaBZoTxZL
tdKw5xKfZf6Vj9+W/mXLU2+h5yfeSkOdy3l1oFqUyqxffJ9UBwDdQF9a72kf8YhoYDkaq7d7hQNz
JZSKpjCaGTOzPEC/GdwbQsdaq31I+4sdrYdYEsdqxdaRdWKz5IiXq+S2qGKKAsT6zviw9ZqqbKZ9
KFkT4Sh8Z1YCATMf84n2R+Z8WfXgtuy8ncSzX3cpl27xkk6p1VuuPyA9Wr5+6i1gmyPsDPBGhVHA
DfTRcPB7kp+/6K35p0dw43PRc+J+H8WS8YJk+M7+zvjRV+79z55VsrJYs/VJNbr3GJ+LITSjJPgp
+8z6xdR6A52s2B1wR+mn+bbJewJtxPo8Oq+NzFuMT2EB/b4An4vFty2OX4C33gn0mF6aClBAJzCn
MXsyrzN+FB3LfFAd4bm1eXm4y5Rmqzk6sNVrANqUmaLViBYlUsKUrZQ+Xr4pxtd9G+kHn2flY4B/
eOuyn40v3JofrD96nL8YXxwYVsVeCTn1dB3/XmbAOYGf2JbXUbF8fGP7A+OzBqTWaWdzLk0c7uOO
EARg791IR3lge5L3p3VtvW8DeaghkMf0c4111TZlJsMbwGGSP2P6nfF1GqjtyboobGU5nSFF9TZE
SMoKk4S+0DYkZFZePdesTJ3AlIggrN3Dr1ICuhfKJ5cvBr4+3e6gP+0fG/WK9TZHUMqkFXQD/NZ3
7/E+N+wZWwlfhcBW5X625teusyrVPUw4CZ6sf5L7cbxdB80B8LXM1raGaWKMYmamW2Vr4GRltDuA
8n6Bvr661M8GvfraMdBjua06mSSMGafLe1tvYBcpLfzwjj/VeARXqHyzTIj9hesCx2nzK8vXUKmK
9Q7+wyF1R0HX57zbuf8e5NfyxZNt5lNTodDfXUiClSCrxX7bdeyc8l0/KfdLhfn/YH9mpgb8uA3J
NcXq1ruASwFcfocbGI2lJzF4GbaLHFc/AZE7U+2/H6u/WjrjgwFCQCWVImLTcvlrYpFOZE7n/NU9
Oa1BYHWX9XCAqkHc9F0tJKj3h3A667PjRXECmS/dtteQZ2unVyMPXZNjR/vJGuWDqRNjveguQD+j
bNIkosGSbCPFu6VBZAGRjJvDROXtMZYK5Cv6b8OTbDy+ypy/c/tCCz+8rsitfGb55ok4ni2/6c5+
J8fbuVWuFhUQRlkb+wrwfW20MGQBHwR68RlYSZmFLLd1jtLDNqzX5Z+q4ArHAXvVU7K3S/zERjIz
CviBNeAGUMwolFQQ1uJNgOeYeXDmqQHQlQJCFfjEGnV0Y3EAV06+4W0E7ASSHDRAn8fmYn3zoBNq
4DbAY8YU+MDAHIrh6kD8YWOHdjqALt8zfxQWiNOu24w8/QCCYa/pmO5E1BxI9Z/7Yk4ibksJdMj7
VnfG7y3fNq/+me2V/vsRQpcDDNgzKH7O7ygDsEY7ViA38oU8JYavawZ3st8kA3BdrbytKA/klBda
zir7FuCBMRVjXEfAB/Ad9HD2dPAj5oD38nRnkt1fQgog68DG9Ng0VAgMaBbgYvtwnKSUXO5fyfjX
NXBm+9UrsIcxuV4y3vKhM63F5P4wWTSHvQ9vTugAxlx1st6Vt5kAqKQ2U/Ny9Hg8QHiwG5WBIdZv
IADKzDxKc/I9x2uwP6sCMm3hSviN5cvn1f98WwSzfgNxv8eT9SoQotX2KU9ZhQzuH5oNxgw4AAy6
nJf/GBh+TfA13EBZ8uWaH7ut26slyoF5uSK4/Ok+SkoDiZtFOqE8thq33NHSI65zwWd6poazPswR
2IA+EQxSrEJZEwEw+EWiJ/BTm8mR7Vnq76AHYKBnWzHgT3qr7TDAA/ZCDIWMGeD3Oqr20wDpalBd
UjPQNACdoB9Q0ZD6Q1fD72J+CdYXLNXlvqBc0u4RtpxVmnI/EpkW/1n8/zFSPwm58v3vX4hZ/4Ob
NU/hsjgNL4eOcp8+M3dcK65nLcw0A+sQXS3QoFqG2Cwr6+bzVtzXDMDfI8f0q7OvphpYjB9I39je
GZhMwvJo6+nG6+hav5nE9t5wOK2xCVMxRrY6r54oji2d8akMxw7+NVWZNZqG1E+2HwT8Ku9p0FMU
uGA1lgCwN995mUwohsX8U1eZYUyMOVZ9UIxfXSSVmNB3Ju8VYnF2sr7IUkEe30de5gJ6AbwG3diV
yc4D1WiqQkMlCvJ1Y6V289+Hyx8D/NPiMid2ep6e5fEZ+NNCt2tI1nKRawHewcAHuF892rwU65VL
w3hB1iuYVmw5IKQFEEyz9u97YtwTc6y3145hD+PILGyrpAgyLR3wWWydyyLbsl4R6SqEGx2nN/vH
k4aeObuwAoN/I2RzW4w/CPxtEpNrOQExtud+f5b6/sRm3wa/md6yModBf05gAHOO5SCnx/sDIybI
JGXmyecSk7qv9L1KfYOTiOS02s76WBLdQS9W1lzv9THA8/KkDTAKnkz3s7j/PuCLCNTisuXN/j2m
f5pPITTwtn/ohyGBCfSVsTjOT7B5fB4OGsuAeVYYHfbo6FTEyzVgE0zAGwoFY0xcY+IeCXqRG7dM
TA8FHkv6j1sxruUoosT0tObSoW1nlfXytyiVeDJvLnbxh46y0U/qGj7diOtUd2gD8CnJh2CMix7F
tYedLp7PgBiSgM9Sn2X+6WGmWOZcYcgY/twuNOITDabPF3cgP5ub3N1mPrvPZZtPJgbrD8GYw94E
7LVubQvhCOyqdo42u89ATPhAUax+Dfe5n12+IMY/p2Y1zvRj7bd47gJYkqFt7zeLf9vNKhdKq/T+
37x1f+sqkWK21mvddsPyuLKxv06sIaYwN6gZ409/hfXbjbe3G29vb3j79YZfv95KHrVsP5FH5hDW
NX7hl13rjdYSoQ01avq+A/YaGHfG6XMuOa3hRtwXCOReo+TGFBNKOWox2E+klo83kG3WbntC+Qmf
o4Hiaff3brf8Kh171kWK7qhjoSN2PnOzCEd6dlRWq9FwJ2gxvtrEANO+ixdukR2FgpCaY7bIYqmh
rvK8/xWM/97yO4B/upwuoE++K7K4roUqPgynyAWkI2DgAwH6UAZpoWUbMcmI+Q9FPNrL761/uw2g
b7/w6+0Xfv36VUtGCzQof7uL/PXr13Ie7gB+2XV/vVWgR+Pb2r9shuHLGufuuRzBnKOwcJbZvVhu
SrSu52ktXYcG1oSWtrxpqjKtvwkZLzCgpROQBvbiBLyOkfuQcPlPDW+lZlicDwNvKoBp6m5gOXe+
N8iBxO8A1DGERECE7rRPZFr/FOA/S8hJqZ1eLSzIaQ+e5Wk7/slIoQPd78fSydNfnID/wpikuf+V
BFYAaMCnRj1rXg8J6ifnJJsG/rc3Y/zF9L9+HYDv6/dkvm2/vb2Z83gzJ5DbDvwyitGOLcBfuX4M
zHFh6ii3rQ1cc8Xa1LXWBxkFwAqA6S31UbbLSS4iz3ss8A+rs/WQy5DV+7DY3kCvDpIT6HewO9jc
mfTqhh158G9AAAAgAElEQVTLt+xYNx4X+1DAGvmK45HqTM6Cn+ot0kUM786AwpbPLN8Y46/1s1CN
Wf89wH+Yz87yvKb4nK+VBUtbQpUm6YlDjLlhOLu2ZoXot2fA8zGqsRUmEOjvG2+3SXz7OEhrCWUu
iipp26qw36cD+fXzV2z704fVASxgPa6B63HhmheuOXHNC4/HxNQLoHJaA55We8Uc5sR0NMbPNFXm
chAns+UA2pOqqJ9hgJrhHBB95j5wKT7oH79/Xj/rOMvSwU9HbAhwlfrr24FoxLO2BlcEPZKvMv9Z
PRLxsDOw/c8s396PL1KP9cyf/EIB/LOT/s0lrs1MT4AfbAjkweOYD7ZpIE8nsI4VB6F0HQsPZmd8
An4yNAOfGGBzic1ggKocfv7Cz3AAPyGF5aXs39cC/eN64HpMPOYC/cN7AAIw3nI/MeYaTBMjEY9y
n03d3zDsjE/tBiD72MC+PjOAq/H2WnYAhc83xwH6vqqDuL9vZxWuVC+J4VIjZjACFOov1nQ7MkeR
y6k1I514OikCeQO8n/eZ5Y8YudfBX87H7gXfXd5zAk9i/O26QqYhXriI/WI4UfxmJGWAjoEcaSGq
Dm7bF5j8HFE4K87XAvr77W0D/wI+MbwU02g5RDnGMb1f6+fPn/j161cAKWfTGeEE7seFx3xgXnOt
HxMPnTGSLtsDBu5oAMzXd3mjHtfDM+ZmeX1aGPBz+y2D3QHX5wVMUNd9lPsH5JNoV50SOYQVyaCD
9ootJGE406ct0eJhYclxd4xtO9TFH8b4z5Yd7Pr0u4TWYWkNc3xJ7YE2sUe93gnMDnZUYzKADf+N
tF+FvGuVREnRtq12j0ihNey9K/Xf3gL4J9BXo6rAV62M/9NAz8B3qc/x9hiCx7yWEnk8MFUD9BFz
exfdPTDuy0Cv5cMOoKeT79eBsdg2K3kcAe+gIuAXtu/zBtNHqE4Z/G4IBfyJ+sX4ZhH85lw4uw/r
Vlwj9oP9RaoTjG5naWmTuh1kRHkNG/jc8o8Df588Uo8f+9bOsW1G84HuHZw8ci1/jwRXOei/JAMQ
ZEUPaRVOle6ela6yp4iPV8+ck1zyjDyATqVY+yd+/fyJn//6hZ//+mmAzBg8WuLflkM4ORlPRRpV
psjLye/3ZkoiGTnLaU4vF5/b7qBI5hVKpMw5GA5hhiPzRpXVzW+q4F4j6wCaJFPqw0lRl1THJyXA
AHaW72f1Oiv7ploYjak2/VrdABbwhh8QWfmxsF5Eltyfa0yH2ohLnWtEp2LSOCm7tttz2E7ffm/5
HPi/FfjbfteAp+Wj/Jt1OKs6rfKlwxwM9eFFn8pNSSL/zUXIafjjo/wmHH9Rhsfsi32Tgf/l4PdW
dwL9fc9qINyugPR1HTzO+G9vb0tJ+Jz9VE4+G42/WdZl8irWVV/3nLjmxNu4cV3Wj++AB9drDPNZ
aknWC0rua2DOK9XqXEDJ0Xm+5rrFZh5eNRwSdufez3++n3ZYZ4BQsxUF34HYZ9nJGGuYsA6zwRzb
sGZiXs8QDFGL8QfGer6QcmFlENf2hJ5UHG0rPm2j3874fEyAM+aTbLeyyAv7Kq3bCx68Lpd1QFeg
xwQRzPwhuFq6niaWZDfJsHjs1YD7dk/cb3e2rDfQ/+tf/0pHQCz9ZiFAAjUrX8vaR96ByhvB9P6Z
BHyegmrZu6bD1DWk957TJP0d/f3RGxH1W1WEK6priHUF3rhtCiwRsddhTfjIQE9rDdf20mZWXtD0
/1ut5H5GfS5EuueIe/JhnvtuE+HG/NPArPZccQDfwS+ry2+N3Vhjjb1b2Oc84PaFlPOUOFYBDPh3
OJOXbwd+nVVlrQuexCRT/+II/gb6kGq1AgFEjPYM/KcGHzdQckHIPnnjgpNvIHWYEnku8NpovGD7
Xz8D+D9//svk/q8izd+sT/+ecwN0sjwPtd3X877tzTxrfVPsDVi21IYEa6Z/TW45tzaAIVIkvhu8
s78IolvwugauxwMPeymICDJWp0E+2UZDNRgJrB9xRSW1DrLFxpwPAfzI/MVItNhk1q9E7xzomL+9
ZwigOkLheSL9bz1KtEKnfFIP4HH8Huqkx0rYb42CtHwS938G8AsrYJWVZ83lYSxH8K9qceOIdTiC
uDufHo023BDTG5fS80pNU8/n06TltSP/1E1XB+T8NMZf8b0zfva5v1lr/J2M/w64o2y9LaHsZ8gR
w4M1yy4cKJebutxFOrNoaPI5B2l2YRiDYz2i6o/iPh6XKY4H5k3At6fZ/BkBvyXJOdBBEsZLLThJ
cMt5AL5Vf6kndiLitgOqcY37rI3Yy/vYqcMckFo7hUiC3qcBXzLfJwPxdMyVbqWW/852Sfu7Depv
Kf0/C/hFSvXlXbZvqoGdiW6ntMu6TEvm2uN7o5HfaDUFkE6D4xMDxrQuOu6aY5n/8+fPBf6fP9cY
+l+3xfdvJNMPc/XTpJ78GG80KNLaZX381p2mItjKQ6fcjxOyUFvIxkzn9b8ewb3wuC48Xt7w4mHG
nJC55s4b9jaiqTy6r9/rnfKG2w8DCvG7Z1K/1KozLRAKgh+/FJoVN1j4QEzrHQbE8mqNeuYMp7Bz
qrrEya84F2k3CJy8R0fPlz8G+IBn2reJYQUBwP5HVw4DCcla2L5uM5g705dXZEkWPImydzKMGpf4
PehrNamfjJ8Ne96f/i8C/5s16JWPS3WfVrqDmhmdZvPJ6by4OGqeQqJvdVTj9tJ4d/ogf+dM/3hc
ePn1wNvLHe8CnFMwh2Cq5Oi+AvTqYHi7gAUh+KPot9xpOiVBGkmZ2tJZfZtj0MIWlt0F/H5/P9ef
XlRcpIDmWHmcMjGUHtoBtVGEwVWgP5P6v8P2wDc8neetts8YH8hoJsIb0EZbr+v5MYXPHx/s5LKe
5BhLPi/b8gGcpkvBh77VA/zL/chgPG4RlOm06ht0Z8bb3tBGDW+3vTAzG+Lu+H4H+74dj9uCWPiJ
8UCk2nrUm2ONR9NNLk5SEHXwUY47eMOvxy/8/PXA4+dPXA970Od+YM4Lcz6sneARAOX7c/Wng0/H
k95+rfbegc4EHOKtIcYl0xDrCU2L9Aerq1WIyfongqSFKMWZZcnV/VAeta7UruM9LDHRpubeZ5Z/
HPjlNUjYFQAv74kYZvyjE3DJ5gbqLEuuUByZ5DSOA3BIoud92SkApW9cjQXUvD2zlT91p6gv2ehv
vqU36boEvgv47ziPnUDI9JD3VfKnrHfwR6IBqVM4F29GKiVQ79OYTQf9as5S+r0inyyc1oA57hEP
Bf18u/D49cDPx4Xr5wL+nDdUE/QcKrDUjW2/12TwZ9hSQpTmGNJBsLP3uRXTVn1knluiwl8Gmr/p
zshNO80jSzfs3kEfux0PB3y4khVBg3teT/p7Jd9fvgX47zbusRxva98pTsC/J+bvjJ+NMkhnULx9
xvHCx1ENLhQAUxzlaymBLqMn/C2zGXPPwvyrVf0OQM+7gn/a5575mSTzGfzZiLeXdbDkR5XmBqaS
xmbradNXrfm9V/u0xEw4OXffnNbld994e/Pn/43xaeqt9Sy/9wbEKy0DRQ62+naeZNmev2RV30c4
EtVJqsDBb3U9ZE3OiSqbU/xQ2Acio2qa9htFLWRyAPxdOCxPkmbSCNAIVqcbFWdgZ+gfzviFoeYs
3wsR5ipItfwzK/P5Dvic2GNjfL+uOYDw1A5qunfKfalgp/MjL3mzONIFzVL6c/XdFsBrYfnYvpcT
WOx+k2NwdXCXMMAlfNo9g57LG5Q2kpFl3cyYGM9/N8aaAgyY0DEgNstt+kKS+gZ8GRKMf/0aeDDw
L0nQO2MT0/ssxyqCoQL4ew7kRCJ5/1X2lunu+Bq5+Iy4apNgMOjrNjW2RYnV9pt92YEOSmP+8sT8
RDIkX7VLfQs9+3Rg7y3fCvxpg0A4VgNA0n2xTrB2SKtd8ns3DuA4VVOz7g1SGQCI4ZTZT9/YvjgH
DjPyepQp+Lx16Yw10qd2vxyvznE9y/47jrECSKlP8X5nfBDJGas78MFOgJNOTnCzlyL1s9zX66qw
nj+hh1Bc3q5IgHourAx/vV24fl32LP8vm2Lb5tUzxg95Lw58xAM/1xCoDp/pApIT8rVP2llKfgK/
Zgm4PfDALcZon/8n7aSC/7hsOE7XWB1BY3k+5nYMiZmE0hm5EwCEJ/DozPNk+TbgM+iD9bMFae22
a3XAs9RXkwrxZmg+zxRAbCMVxEnyx/Em99nX+FN1WYda6nR569xTAKdGvfWhFm6T9MsZ3EepXxr3
7OJEJuQE0gHAjZgNEDXGT6B7HN3XgMy5Ho4ZApkC9TVdQWGM78h4U1xvF96ugV+/RoDeJTY3unXF
dV0Dlw5AbTw/AMGIfnLuPWCG97yH0wu5v9Y+ACdi/CGIN/BY/Tq7RmlJscJif72+PT+lzDtZlLMP
rK/smT0RWW/lbT6uPD9H+N8HfN92B5CSn7R+/qjF9LtLcKPgmGexPElWb/H3azSwV8bPbbeQpzLq
SYXWw6fuNZLwwfQzY3zq606p798541fAp/PZh71+RAbLuFPqxOhG2vZHzGXC5+o0UWZvn4W/oHJC
pidIcb294Re/P48aynLSVQTTOxh1DuDy95Hl9yMm/mRf5o5Ocz9lENmeKQu4gwH83QchoTVlf7C+
K0FJGwyLOJYtJa5XUqSTAN92y++88Y6neROS+hLa4HkF0/IF3XmjHZkhwVmKx1NRpf+U1qlxDkv1
rloKz6/nZ1DcxPIqDmXLMLAbDvKrZFXNY1xpWv65ofprtDU/cXxnsXW/2iqtkU5nNSoYyf0sY2ID
pRODxjlmSpYHrbk2FCjXWvdJHvQyWukWcnrckJldfatLz53cjfu+IvwRAaYKRCUG9ZTPnLVsSFH6
d+XFpW0cAldeCdN4TVJulYNYPE0kzAYVdcTL7hm43NY1uQSNsCTXvB1VY55wq8oPlm+YZddZN9fh
CIDi4UK+hIcsriDXDtStAnhfTmWfC8dWdD+qS7q0FtsIllGA+/C78tM5N7CfBsTUBjkCvf/Rvt+P
R0FwxBRljMS5n1fAT9t53hPQ0+/Fmcjpm7yzl4v3NOSswQv8b/eN6x7ruYMrQxoOg0QQr7tSCzGO
DiDAb2XsjtTKnLd7mZaMqQPaySRtgifCzJByuQwtf5H7NBIqNSrxtONQ6eYEkJOGwF82QttZXVKK
/Y8FfsiS09qZMdBchFa9DuDFE/uF7YlpN8BTJW8MbRsM2rwms6yDkhVAu16caOZSDPU9wBPQXXmg
ylrl6x+kEJd7PYPVwcli2rVkLxsveVcX2Z7CjiSzrlr79j1sua2r73FdxPYztqe3J9hLSfxtODnf
fyvP2cDPLM/PJRSHuhLqDXnJ+p6BCv5epm6HYXSC3K4lF/tcRAF4dSd6CDkd6INZP+uMotFPL98y
cq+vuXsC8P7ItW2/2i+sWejK5QyvfESlhQfV0yAHTaAXpwE6buArDqA5BD+NGKTYioKM8X3QR5eT
pnJIkJNzKJDm7QruAvrC+NgB7yEXFynS+DfWJysW2o5BsFE2Wscw3Dfue+Aegrf7xiPaLSrjz4j1
bY76Z+XFKmqmY63jHRz8GmmLilNEXF+8K4GfVWaWeGX7rdJL6dZ9V2YROqjj4gnwfX9IXKRFaUeo
nJZvAP56XzjH+LFt52QhcxGDwJ5LOAhm+/jG2faw0Ll6OlxAf2D1BvjSP9yBH9eYaaRF8rdtHAwb
dTvSZAzTG3XqgyMHkBfdv+tEdqrNn5XfRPsBX5ZDBAPNNnnoJRhvgnsI7vsN932VbksG/hrLP5bT
PIKfmd0BXmcCmpMdgueHVVQD6xH8OIC/aM51TUHUEbPJyRIT9Au53lI/MCrYT7G+F3Xb/szyDcAn
rxZS31slbdk3tk3hY5rFXpm5/YIRzl8dPtzF1EGvxWjSeJSNJQyK9hvYeSTfObZHAl07CNdfTOCA
rHNpG9KBf2L5sg+7nzhyS3EqnZoNic2XeDpjyDI/Cryk/hCT+o9r68GIAU0imHOBfo5hwH0Cfgd2
xPUk+SedQ2W4kfPmBCqLM/ihuR2hD11TeRgqlTB/YEW8zDN7jhT0whBalxi/s30v/3eWL5hs8wx8
j+192z2i2XEogFIPHDv6Ea1AZ0m8zq3++dMl4/dJSm/7SDCq1tvRd+xIprXoTzdKb+F3J8AhgP81
ZwNi/8hRQX0WtGSBl+2oiPoDzjYVgIAzV02ZmKcUbWiS+GmCXoL1hwBjyGrce5wb9+YQK6d3QF9k
vkv72ZwqyXwmEc7QgeVLiXCZW/a5rMIM6GWK4VwKEdUlwl5j+3XpNrZkY348YfsnN2nLl86ym0yW
LKDaEroV0PtA1b4d4ASBXmNk39qjiiGHwd1CBeRxn/Dt4Ea+msGe/n1ZdVfjuPUSxxEvc1zbIwY5
DXsJ4xwKmT50VktMuAAugL2c0wNJ/84tRAj0mVQq5wB4llZmi8DPnjouoZaeNOIoEHM8Bz9e1gUp
zZGW9o1jGLTfcq2zZyBy5Uy7eQJHcDCJMREHMpwFbc7A878OuL8tzwVgNeSp5jt/h8h6/glrJj5v
wEvQI+T+ql7lRKRz/8Typc/jMzuWFvCngJH94Ib0vATaJVfZZxQWLbfxUgsHMpu1X5qOkeGlQ/Gv
1ZXxnk4+LXKUFXP06IPfMis2uEnXlFRDMeY6Pqc/TUaDjGg7u9dA28kYja6ovJnokrlZZdSfBPop
3rc1S4FukJaeHfT7oqVWCPDVa6dD9vDIS7wDLmxF66vo3wP9IYVUkyvXQsfC42gBrgi9UdfqYgT4
xabtQr7vzxWbb9OlwQ7gN4Qs8E3A5/iVy/f3LtzvUY0CYajM8pXxS10TwxfpvnkkdlLVATxNZ3d0
IK9NRulPnwXjx2ukbUaaAP/O+MzswfAN6Ftfu7R0gntWECo/cEAnVztzddHZ0EGvJE1PTiDXeymS
63F7cYYHh0agSqyXDsDJUkPuFibYPp+A/sxI2z2Ky5Ncu82lsjNFIP7mXAT41efbtf3aZ++Mz+Ms
PAHpZD67fO0MPA4wKlglr8ogLOt3b0Crk7O2E/iRRe+CATsMKJ1NaS9p4fjw7AC6RlH674uz/qm/
Vuy98uv9dQR8e+Gk2MfBn6BHBbsfL8cQx07O1o3Xp40qztXLQ6qBZ578AM9nz2tyOKVsPrOQvQTo
Wd5Xqe82FSysCZqxniZe3+v6x8Se16/bflKwLucbHez1BLH64VBjyHrOYVgxTyuqeMg5fHSmPYrY
VVaR+P6jz5XoN029lcyftAs8MwWR91XBBnpfa0RbcIOs4D8zPqc73QHJ3kIC7ADiB82F9AylJ0/W
Hwb6fH1Vvp+emX4uqW8PxzDIjwzf1UAc48KqMO3TTkV90VcJ6TS2dAR5tXACjP3dB3y4VCCeQR+J
9R9Q+gawHr2FAmNiTiDeuguv78b0/Zq+3SjXbcmPqNRThJwPS/31Cm0Y4B38NjW3/55ie2f+Uti/
wfK8fDnwA2EFdaifpxd7vq6gd4NYX2ecXx1BxIYZvBfGCEcQX2tLX99vx/WdU5Dyrzbwib2k0lnf
HYBEA98QDWcQIG4SP4xEnjgABbIfBUWqiOQOO7BkfDd0SZ9jkt6tPWHhaTwgn5js2ZL1EZ651lnU
SXMElO64xbB8z9UeIVYe2djL6w56X0tmieuyflUZHwZ6V3ew0G4KAd6d03o2IX5LBFGKkW4as/38
hjP9AuDXneqp2Qd0FD+5xrPrF9Cz43cTZfADcMan65T6pm8ttXk/CktqYnA4aGlLL7RWbgClYc9B
T9tjvaFGRvtMhT9NxmAnJGbDUAN9nKsocsrLL9JJDM7tIkDDsRl25T5yAmyoxTjluFmLNhm8sHvv
+mzOPi4rQHQd29X8RZsKLX4n8/8M9GubQ5lG/tWPJX6XtEfG+Py23AT8On/IwNR59JUV9KBqF0ud
Wjre9wL/OPD7DDvRZdYellhfchEnWIXtSEFj+RHxqtixrQWfSqhzUS9Hbnfy+Ltup4GXPPmR0qHO
pp8U4WB3b/6pT9ydr+yO6D2J9P7CEj5CMKBM2V1KSniISV4DpTV/88TrWkMqUENhtaBoEwLJeNJK
IJKmZuimSNT34zs7sfpeS4938xFTK/9Qcz8ctaUl6tCuF2EWFZmYwvA6lLrt6QDYB1cnCy9iP5q+
upQ1D1L9yC6+APg7fWd/OaqCA1AGjEAQL2uMsvcuGDqGZHZndJaxHfwJI98jOVwgT3te4XLgNFKB
fdFgiAT9ke1Px8nQyFytGDWk90lkUALip+yWCtg7+AtAkQYeZbHfokqg9ct8pl3LI8de50fVxFkN
R/w+e0VdiLCPtS+bu3dnBMqnImJwtfcEJrrMBsnp18E0WSbe8MZvSs+yo/oHgLifk9dZXfgqnyxv
WsidXfvuo+Wfl/oN+NGarsn+6/izxRnfjVzCGBNwGq9AhuQcfJXda20w9P2remyvXHYb5eqFAnnf
zd6TVpme7/GeA0il4Zc1tuSKlmIdJVGFlOMSzvBrPTvoC+NjY9ye5+RtzY+nE3TdPFLYvtZ/oGi7
VWh2Sga9ZLYpNk+3H8kErxF/Yu+xE3uDHd1MsTF+rT+qR3poxr+HpQuSMl+QaiHWVv4UcdUSscrL
7xj4TgJ5/N1GZVr+ecbXKvXNCtYmNcxseq/8AFYyuZlogjmDzmccbxLjlntUUBd2p7PF72kVvd+p
LUcW0wPAcTyGw/dcLFmEuhddS8YxbbLKvrxWSzX6tYsK8ORvMWOP+j1R+Vm9Kr5t/efkALbiauzu
ZQFa11Rk/QRO6ZtgWqH6t7xfquvx3klvtQn0CXJkj2/ztdg5m6Uxa4QysLJ2kJvzj6fwfB+9bcLv
rRRlWF1HNys7zd8DPfANjL8OkoQhy92M1AvQzvVj2VAmxWpCGZgpuMiuvEHc3Q0pjIv0AbOuM/6W
0GPO6Z4uGcmZvMf2T5xBvXZl/GOVH5Dvh1h6x0QZDMrG9m6kAfYyhj9ZvIDfwgVhwHNjXLtRKDkC
TyagLs70OJwRtVXUE2Lbn+cfYz34s+YRtNFzQlNcObEso3vinGU1xPppPf2CaMFnR+TrHosn83s9
aNq82XeFeSoqPvrR8vUxPgCnKaFdXzWnXzjavZ6462f5E4UodKW0fIlrsTEloEscBmTFBtgljoWv
Ko7jyK91OTL8Wd4Xpm8pBzF1ZEVrcZSkaMrhOBSg72/cccbjiqjOLhr0HN/hhBr4Q+rXGD8Bf1AN
nGNx1u/Ou2R7/yWBXGR/H+LQgTGnPQ/hk31QHpnl3alFHXEdAq4OvYKY5VdyquMJZ0A9Dfw5Mb8y
+AvgtTqJRgbvLd/Qj38+r3Cj6TZpJ8QY+wPocQA98XbcobDBs78i9fs+0hALwORJ9uwk1SOwnzH8
zvh5vRThlZ2V71fvXpMC5Btz2QEoA5gcoK1XLt0Y85IZdljaGvCXQc4m97Os/KxcUhWByvy0ZPGn
BXXAD3vzse/rGOv9dTYYip2s8D9nWbadgwOwnYLgcAAge5PcPnstrtfC5wTwdALpcHP/s8uXM/4H
nAiBda3oEomAFaKmsVVqQylAxqFq8DnyQgVFdbfbmVcgncstx3FvO1nEANUzpfTbD1gfzZjY+B1k
Lu2mv8yCutOiNyMmdvBhotnAtODb5Lc7gBj/X/MNc8asNrp8LyoOWXYrps2hyNc17JXZV75B97pi
/3rQtp9Pa/+UhmHVWiclDFrlNLFeylHe3EOTdcSPO37Up8uS2O+OJkF3snC64EeMTMIpC7InR+mr
nAbtj3qTzu/1M7MbNNaWfJoqWPZUOds1Krgrp7PnPkvtkHDkoQu5k3YmrqjneXpdNj4Bu4/Q29Lh
l20XZIZ2kLscTdnHoB+teKUwRshwepPuqVglQN/BP8ng6gM8IdlHffjoGuttOgvgj7ZeHwd7Ab99
HPiqcxXvZEydZsxd9TAhNjFHTry5MjSR8TPCke2kXEGfL3xhxeWn8hcfgH+XPXkgbOiw2PXFCeCT
cPsDgC8EVV2GqsZdYvPxOeNxJYLLomU4pD8ayzsqSY9JgnuPs4m1CIHCNS10DADGerVcvEdWPO1+
y4+lPnhNMAoyKEzr33BDEc3SGi+2tG0Byqi3w4eqptqruNg8/CkBXnIYlQ/6iaHIY2CMBPfjkSz/
YLa3V2pfBPZrCMbFjD/XvPuYOWyVTSFi4/WdK8BpM/D6ZCg9708ttoO+SAzQvn+tdf8E/hPg/Zjg
8OVhoXra1NqT5esf0kFjyE3TOEIAj4s1GvXodK/gp46FYqrY5v3G8OEIMiUIEIJ8hQRrijsRbQUu
lFa/Xox6q+A+Ad7T48c4yK9MPfN4uABG68DiuBFnWWKKRN9l+0Hd+CY10B0dhiDHDHj5W7kV8DPb
P3jNjM+sLwF+X+scUFlOLVWYFpAtsBOTK3I+vtlBX4XyZlod9KTm8rh/zQBkdHfw08fVR+y3SzdM
u8x3jPwvkPqNSvwYJX5lCmlIoIqwyuRyfvcOneU38Cfmu9RPPifuFT6e35esxH0VPM3Y8wY8yfnV
urOJvKQxl9jaburnsNiRsRjRX2kdr7busf2B8d3W+OURz1TCVMWI80kfcT4pxr+Y9a/n2/HmnVjn
tpqSWQNxFJOEXhZXNoCGfOeZd20uPnS101HWS6WAXsMWNL4+WKVuG4fveuHvSZGeT0qyPE13Xb4B
+B303aVp5Mw9WtEImsYfWdwKoUvxneULqoj5UwX4KbTN6UC0AISTyHvn3Ons/N/rtjs6hWD9vFaw
PTzGTynLRRGkOxf4rWkLw745Mf3cjL/WV4AfZ4exQgF32VE6lid/4lCS8QP8DwJ8xvnDG/eGrI+s
dQBfgSlKyswrajYn6LH8Sntp3HOp74wb2ogNzGv8OegrQ3fwNZmqfKxuVnGgLrOCRJ4tiZXPLV/7
dN46QttkVJL98PEkXUw7vC4U3MZM/56hCoPTv5b8LqQoqQEGJzG6OwmJNUP/OeOLJThsKm51Znv0
T7ub+K8AACAASURBVNw/y7OCtpZqLY2Zq7FeOrk48pMxfrtiYXz0vnlN0ZoNI1mePsOQx/jDY/za
oNdZn0Hv79y7bK30ossp+YjrwmUGPyWNkybknHNTOgU8PATaQrzlZzxsoy7jwsxUZhvLU4UVaQ/a
VvSa5HuwkhVk2w6D/6NQ/0sn2wRSilSTrqmMNpRQ81lYAWutrcfr2PqW/4dkt/UojGvz25lhxvPw
z1iYwX9MeWZqDZ2X8lZWnkDTW6jndWFOTSBcI7q3Ho8FjLf7xuPtwpsfe7vwdj1wXXcli+YEogst
JvmwtTnZOXMAT87+SwleFyn70a4B5CvOsRTacJBSLD5s/ePHa/m8/viB1x+veH1dn5fXF7y8vCxH
wLG+IAA/hN6y604FuVZSSwrNJ0DbTLsMem/N36S+GWBoHWbdAK3Zoc44r8Bbl0nmy1IPSkN7Gl2d
aE595vcNfyqRFgXyBRvP7PGwfM+78z7zQ8vwGu6ZUovakFIxbQ6ShfdJxkvKTjEWknQAG+jBhZ33
f7+YTfIKaow/8n4+u87q1vKPtWw/smX7cV94e1x43A+8vd24HuvNM2/3Rc4xii2O+fRdDvjYlxGv
o4ppr3UQ8L1IJa8JdyykeCSnMFMAD+t6e1AX3MPWCfj1ye0feHl9xcvLawD/4XJ/jJiCe9UZKyWE
mlA6lg19XhAJrMnA19q4l8YkkdkAPY3b1ycOwB8VL2UlrJLq/WNNU6yflFd/H4wIH3PH944ZPlm+
HvjsVPezKWKqr9IS+il3V1bTpKtS37kbyIDHmgfGt8an59Kbw4InS9FgWfMc48dosmtg6IVLFVMP
g1ce1wLA44HHfePxWC+ZDEfwtlRBZZhaGgXs7txGAl8L8FMBhGxX1HYESUkZCiDhsYD+8AE5o6x/
EOB/dPAb4z9eHni8JOOPy4BfQI9wxmDAGwK8SSQBmG0R/sLOfK1Wvm/vHCyl7FSzKfFyDkam75G+
YFW9fVfGDZxZ/+QAEiDV5jawl+3PeYFveaFGLIcwxg+n0DIZ15heUAu83EUQw3sNruuPgM2M73Pd
HSU+eJ1XzHvK0zrIDKcTEpo1d02fdeG6tMa5D5b6BnKX+I8Ll+2/3Y/N6HwjGX+1jHfWd6APnZhz
VMmvijkRktMHCoXy4ijA5n8XQaT5xZzWyyP3X18PjP/6ih+vr3h9feD15QUvD2b8EYwvFr8XJ2AJ
6A2yygk0Fs+368wKQnrHXgzksd9ziMlyPxygejjXgV9Zf82sk+MGCtv7/UubCzc2mn1Js3Kp9cBx
8x8s9VHRynFV23T+6qcX9reT2UEGFIs0dMBLxLk+h/1yAKN+F+yS1wgFoXHnmlf48Fn+nibi8DQM
e1BkKK5LoTg0bj0euB5vBqYH3u63BQpm/7e7gr7Ifkmgj4EhV5m9Nx/OmS3OH7htWq+5KN8kseWl
M69R7BDB4/HAy+OBl5drrWn7x48F8iL5X1/W+uWBl5eX+M2DGR+wdhkE4IPVSc310MwthwE17/Wy
Ts67epzPqpJsUtkKTfUpGWE2IiboNX+xwL+NG6A2B3+dN+iNSrbtzO6hYti0m5e4+rKv5GiWx+V7
pH4BvNAX+6l+WPoZ5ADyDl0S1bg+u5U8zj48uUXbYENKdbuOAxRsnUubxbAIVnyvgqnDGN/ekqMo
Y9fL+HUH+9sDb48b15spAmN/UFGqhRZeTgv0V0h8HxDDwJ86IaqQOSE61lx+c+K+BZiLjaQMjKFy
4RmBRVZaTa6/vDzw8njB68sDry+PZPgfr3j98VIUwMvjCsB7497DYvwC+LbtjrnEwc34Q0pPYlyl
hr8AP0M2642JZxGMy323Tx8bQb0ayF6cdD717b0RboAcAZLtWeqHviTQB658mx3CJ5Yvl/oFrSSb
Nty3/V3qVx+yQd68IQO+DyTJN9aMmNwy9rsDSHMrodc2KtPvD8TAF09/Oh5Ah+K68ndL4g9r1Fts
fz0eeDze8HZnI1+X/KmLUCWnIoA+xnUGfonvc33f9nonu86UOk32Fi5Zv7wD9+VltdC/vr7g9eUF
Pwz4Cf6XJfGN9V8sHHjx8IbG6hegl89pYhPh2gkwx4szb35lNrWeO9jeM0B34NTaHkUi3C6iObRZ
1zremRgPBpEjsOccfJ3PPazQipqKSnhjm7ZP608u/zjwr3G1I17gCzX+wszlujVZnlvwCPS89oXl
dwAetubGLZf0gz8dFJc5iSu6waJRzJiN0xSpiXgyMhDf9cY9HQLFyFZywAD9wMtjvUDyfjxwv9y4
75dolLrtLbPMGG4VXfID6eBKHi0v2sFuLd+3Ku63G2PceCtvclkXLk/J0YMz4xoL5K8m4V9f8MPA
/8P3X1/X9suLxfQm7T2ejzYXmEZO5mT7iV3Vik9TAGMM6Jj27oH1+K0OiUk3mvVgjAr+k7p01VZY
N74OqCb4+Zi1J0S9mfK45x3nTpf6xPprOvD8ID4j0l7HucoOjifLPw789X43XrL7ZMkm8qB0Dk+k
xnVfVR2JfG/kAUl8O+5DPVfMexXQDwLEkKs4BRncMJbPdQMMMOz7zRhRuvOGCUM7boNsHtcDj8eN
+23F8I+XF7zcE/dLvla6t0rHY7lcbHRjju9j2/JU++5TAt9z4q0w6L3Y1dhzAf+yR2v9sdkVjzvo
f7y+lO3X11dzAo9QAS8vD7w+VgPgNQYeQ3DJiPg97AQIudd9ro+v97BPOAyx+lKZmO7Ax4SO0yu2
UT84LxFPM77SC9GagE+xfOldIKkfbF+Yn+ePEkBGKuMmcRd8/P/nkP8FjF+BH/FLFLhYA0kEqkmi
XuH2W4L5Lu1d1vueO4LSol2Bvfa7HF6A54awYH2T6h7nRQzo9kf0JLxlFDHcqmUsb44Z13y7bjyu
C7fF9C/3jflyY867AP6eT4BfnNC685CaL3ZmReI3J5BtH3Z1vUISZ5fj2EbZVWZPSf/j9XUB/WW1
3q9W/Gz4W6PxrMU+Kx+qM8rSDll1k0Og2Nyl8Joue2DKtLwb4OeIabfWPBGHj1gJlgiUJacUB1AX
Vg4J/JzsZOZ4AiXgE8vzdrL9UipeOqM8opuw/x2t/+WMHzIGtYDqSTABAyDEzNrO/2vLWZ1dMQM/
5DrF9cz2YuCXAH86Bw4R4hVXca+Mw1ByoYh4kNIJUGw83GAF640uisfjwn0/cN83Xu6HvSuewH7f
FfQWL8asw6X81rEO9g34zPYEfoHHixQD2/vpr8sG6NBw24e1S7jUj9b715eM7R+PZHli+8d1WTfd
aiLjVnlMjfh2l1fOpsy+JoVlQGQuyT/ncgJjOQGX+mM0lm+MnyqUapIbGbrBhkIxW3AgM+OTzM86
NLDb73l71cOA6MTQ9RgyNIkniqJIoWd6pS5fz/jkAa2vI18Qvs4Al2yAXs+gzz2YnB4JfG9xjoa8
g8TfjnlLuDcu5TvtHPzB8pFeFMZPx8sx/rKYMdbklsPmb1+NforH9cB9WWx/r/ivtADfOeyTHyvt
Ur+UUHFw7PguuvbevxzBjMtKi/91jhyY46MKH4/4/AiZ/4L/eq1DdL3lvq7XtjcliuVm1bcDqBRl
tRNie8hSjt7jovYq8VV3E2OuuP8k9Qv7t/cGlvuFYtu+KdveqMeDh+pgqU9IfWf8CQws9bLATyGQ
21Ypoz9E6p8Y32WcTkCx5Be/cUdJam35sq2qAGpsBwa+z7f2FPRXA0cd8JLj2wddf906G/I8b1QR
EZ9keqJMIDkOWxVDgNsY9CZZzw1C94sbzB2jzuJ5/GKjdJ/WThGObIwWa7JB1lgVpizmvKBzLuA/
hg3Osa67xwOPh7fgv6TM//GK//rxih8/fuDlsRyGszyvgwCs3qM1ngw82Iztmmh6NaUIFfvAkNWo
pw76IvXT3jr7zw33qeKS/d0JcGVrSXtxLtRnX8D/hO0Vq9diKIwobJh1AF82cPR3J7y3fAvwRW1k
GAG+9PcT4ndnJvkmHf9d63Zb0x3zM9xd7q9HPnfA1xb+Mqae4nxPl79hJVqfEQo+DRCpxNxxtDYr
qK5Rb/N6YF4T80FPjxEwNeRisnStaZZ8wJntDfiF6Xk02azG699fyfgvV/a7v1D3nTfq/ZcN1vmv
H6/4rx8/8OPH63EY78PChuVcYOMGMrwojM624VnV+h3HuTFAaypkTMgc9s5Bl/on5p+rjUBX4MYO
QDVfqLH5WgpZFc8Bz/H9zeP0D2yvUMhc6nKIjbKUvC6XhZONz9//meXLn85Lr4iy7szu2JbIXEJJ
hp9F8TyNvIsnuSQBHTO6XFd5Dvy6HrjGYzkC+85jfZGxGuLM209geWB4BTsvepxPMLSdICpBqTCl
dQkbBNQTMSKmvh8X5rTYf07EU2V8PSpTVaRyIab3MQtr0oqBKcAcYkYpmHOsAT1YDlp0YixdhiFY
gHeWf3mQA7jw+rjwcq0W+tVKvxqi/PdLxq858lb3FGyuvHxCztO/cO2VfzKjg/f0NSv3YiMS7RvN
Ilctitdjti5Fu5FfPsywtur0kXhleq9QaKls3Flw3rJbei3DHmWuDyYdioIOF5X0zvIFwN89tnv1
ta/lPJb4AMs3Wjvz25EYbjtGAl6oz/5K8C+g00QP5dlvVwIJFEhGoKr1hZLseLO5xSNVRH4yLOC1
FgfABj8I/N5dthTBhfl4UPuIKw3vWdB0KKrZDTnak4fD3to6sRq+VOOlltPAvgCagPex8o/Hi4Hd
Ruk9Mt5/MSf1iGforcEOdk218lBZYJ8GpA58K5toS9NUTcWmwnSyIOuTdml72Qa08u/tSuq1pfnO
OwlPne48yahxvXrrPTXWcct9H7wTjJ31nRspFUs7VfvAP71EPod5AF8B/C0xWiuMj7G3h8fu6Qai
s07avvfRl+G4vu3zthHQhz32+XhgXO0z1oefXQ8j0NUw5/VW2RqRTqW0bYzPbM9AJUPwgT7XWPO/
P66B+big81HY0VmxjkLLY9kg6YDPbdXlVFOaAi6xh2ZjWzK2j8evDXr+UM1i/YGXS/C4BA/xlnpi
++U5ATHQQ+0hF8+PnfNE4nuJps0nuweZeKWEA8gQIHt7xkoDWdb2whGvRQ8pQk+T4qN16bKj7jpv
l1Eb/uy/KpmCK1q/p/VkeY+SfZzshNLdJcBnsf8tjM9aLJ+xZ8GMKOiYg08yy9GABwcJx+KSspam
cl6zvjxS9j8eKfVd/ntD35Wt+Sn1fQgrsb1mLjJzWRlhL6ig5wFM+Z2GUYvY5BPG+PO68JgT+phQ
fYS3GeZMZht3vmJzDae1DT+28vNGolANlmjP7QAK6K+BfFR4685bQ25f/Bn8kPqwkCFZP6vfmDfa
FNxVVtBSiUYxZ2hYKiKcV3HIHpp7OZh9Odv7QzAcrLELNw9Lrtnr0mNzheLQZad3Yf+oI3cXAXq7
k0jdLo4b1MZg4YeU5FjqPgf972P8on2TBgXINxjBZg91P1e8djqB8litN+RFYx7F+DGrK032cF3G
9qkIxriywIm51bx9GgGg/mx2mErKQqHseoV2ZkYc8/Kh2WZkxfhTB3ReUVaLiRcQ4wm7tlbrA+de
jmXDqZjqHEa5CECPwQKXfxz4PF8AzSGwWu671HfGXwNQoNPIVrG+VSI+pTQkzNxuNn4rTsTLlRWD
X6M6vzVFVw0d1WuOvbWzvYE/XqelsJ1sgef++vWh7lhSASz1fTp5hDOqn/q4OCm3VjJcHJ9dvpzx
lY+5tPcCtSXjKcSce0fgUyt+aX3n9Rbj90kdc51de1cBvRuCcsWzbC8pr9vuAALoDPqID7UAQJBz
y6kOPMYFXGkszsBDxMBOvQA6MaesgThFRq40efuIE9m2DZTGvAEHvoG5t4vExyfhGE3qm15SLNDD
B6KIdec+b4dO/OmhZNNO3KaK+GZFHdejMHEIxO9v9pWnJ/P7/VljuDqJuwXoe0+JyXzQHP4tYWWM
vTvnNZIpFdpgxpc4L21MYkv1WWnW5Utb9dMbY2d8oFSU8Ia/DqoBP1vz60QTG9uPQa35K5YPsBPo
fX+Mq5ljCNDsZy715+cqupmstZYshoEa4HkWmJT6q7vpUjXQX+s4EO0Y15DNyHi7dJG2pch/VFAk
0y/W/jWQk172GXDpSbqHTx/GjC/O+K7irEVvuqwbKVPNmMOuDY4MdDKm9lmFq4ryRqCoB8qnXzkA
7yBSpTJLQKrdT9g9FKlPT9p11memx0Hqx0cC8OkAWngmQmVR69YEc2/ze7p8wSy7sx8osozl7/oe
2GWMHo49uV+5lUtpFHZN0rZtZl6tv62eXkhO0nnsDOhXKWHrb2tjnDUKzYn7vgO0/BTePpEDOQr+
ECGMbgGyby6bW2Wb0jrBtoYTW1ghgA6fAgtxz/U2G7FJJf16xurThszed0451iY1zfkPfMKNZLck
wZTCiRMpZchl6fXy/oesxXyQN6p5OaSkk6xQdfWp1NUMFoaRxq3Alwda7R3iUUSGYQBtt3AWJc4X
unE6zE9CBMB3vEmH4qJwAnEelxDg7tZlzNb0Wi6MwGh/Xnpdn4ihOZ1wDAoynnD1lBY2KvvNTOcB
yqvE7ylXzUB5f27j8e/6JF50B3kfPr8szo3VHYA+LadUUtlbHdNEm0G6Q4gx9AKoCMbIlnrh+tM7
hqSKjSfHGMtR3Pd6M63kDLkn4PMEKDypZj4s1NbCTlij/lxJ4VDGwbqku7xM0rSE7BGGKvUi6+Ku
Mo3/vH+s0Sp2A9L5mwS/1QkzPST+8hhXaP72PZXHyxc07vWSyUrK+KgacAXdb7gxvoWA7kFpCZZH
Azunxy/iF0zv77JPbU66nMK5Ab9lW4CzIdp+fwqvS/dk/DZjTEjabJN2W+hl0g+5Q5UwRz9ODsCB
P4AxK+NbnxzUhripKG5dg4F0rHfOx6Cq8Rzs4Qhi1mMP4fgaaM7BGX/lgR1vdpN2B5/168WXZSFe
SVQ40k8qDjKkdalr2bcF9gJTxG/Vfxtygdg8whGEkqDTalrqgU8v38P4wRYd/NlIcc7FbziC4pGp
Mcbuyc4n5D45grU01jeZNwnsZdJGfiV4B1o4GgZ/nWSxT8sUgNc7QR8TNKb1Wm98df6t3HcicHnP
zVqSo/YM/AOI+R+ueOkusZc/LzAF0x4zVlkPyETr+TuAD+DHtOM54Mj31ZSCSg7OmoPqhoAO1HLu
nzAC8IdspXhNpZWEyuigZ2CePvHcTyl1uPKne7oDQFxU6EJVBbS0er3/sYzPkis8dnyJFKCleD6F
eXWmB4Pck5AGkuqwyvtNITDr01tVHPT5tJzGzK38O6HLrPQp+E21bKDx4A2P0VfatvuUUW6eU83O
RIANgPY3BVLpSrIPNX4zoDnpi8C6nuj3Ua4S5e7CFLCx7rZfZLv4VOf0XgN6rsIbLnUMqFjIICt8
wFBAxnoy3R135O9j4JdQs5QHCDQV8FGAXGQb05Pa6ouXg9lnrP2eVi7FAeRX6Qzo+hv4f4PtgW9i
fDbc4o3JH27ON6+AHus7BMLApZ6+7uu3ZMDBnEGT/JxmBzwdU0U+OMMP0dzUkGmGyKBzZt+ZvwFf
ldh+xnfbVNDK6XLmal1fJF7Kabxzkvou972Bb/Ct1H6t6RvdB6Ge47fhRjwGvojE1F0xjdcYUNrn
p+pWzGFpbqRRKqjJ/eIMQOnHAlUxG7XS6B6TQF8a9roD6KwPB7vwJfJkZnjeDzfK3x0YP+DweQfw
pf34lV0d7CS3jPEL27/XoPfRLZ39ySjDAViCKuvbmq8R8pHyQFJ/TrUHZ5SebPPzEwkCbMCtMX59
+o7j+R7jgz7C5cfzFJL072USzNULLNK6GvYU3rAHQHIs+ypHe3TaHShQ8gXN/XVNaq03CevO4B75
Bl29lhPQuboK1cGvAz4T0FI4F2Wq1/9vsD2pkmglEaeecslkXz+NQc9A14BrfmnXVCr76H+P2N7T
kw4gu/HICeB/IeNXoCcQVbkPdV96IX7izsWxcEwc7QroYK+Gy0nmVvrSQqwaQODGpg78d1uaOdb3
dFD5pQIk3Td87r41HJbTsdiuKZWSnx0wXPZeF/3jYwtg6kxR0xl5m3s+xe7BrfO3MeB1XVC1CTL1
wjUX4885A/xjXNBLcdE0YEKejZ2cADGSjsvVa3+3lPNeEEUrtqjaZiPMGHswsS+sMPoXq8x85Gqq
hLW2hk0BMnbw337OA3yD1K/MX7/EDurUnwe8SzklL+LKAYy9uH+yEZ3QHIFfygHPsWQAvrFI/o4s
hI91tdONsxjpHoVKUM2AIGeTQUzvLIAPEHmiPOAq6p2lAn5gzULrjVv+83rNSDu/nYYaPR3wcO4S
3zJbmAPzGrh0QseFqc70aqyvi/GHQq/16rEclGPXkgRHtJ208mYrqQt/V4mCSSQdq5aqdgvpnMHX
Pvjbjxcl0Ef+7IhiB/0nb/I9z+N3Ot2+J7SXheTT70gbB3uDVG3Qq9tslCWZoRC0HCu0YGDTBvyd
9Tvo/fdarxkVbqkaAHQE0wfwrOxC6SgbXHN0XDzNWNa48PX2Wwd8PNXnDliVZhHK60QI5D0Q1jCZ
Y8zTXUcUYmAfavH8NTHmkv06da0vu/Z14cJyAt5mAFIR3iJeHDJV0RkWB4fwxHeXYuSyV/4RnXS4
x3lhu7d6LEeUMO7xBl32N0APfCPjf1wQh4XDmob8Z34gsalppAHeBHpL3A54IN/HR44kjatLfY37
+LUr8Cd2R5BGeso4h3OlviE0U3FlpEiHW6xLRMpjPLRj+zvghzXyGbBUVws/MygpmOyNyPaJLMO9
zlQH5lBcOqBjGNtPqF5ryiy9DPSevwu4WJnQts9liHTQ7tDPy/mbqAdmelIC7OfjF/+GSX+0mI5D
tjpkg7EC1GBgN/8kIX4T4zvGqqdUoI6OKvL+APRPs371vBUUCfST1AcS8H68SP0CeIRhOMiSfZMR
n3XphYERiKWjPDYdeG6MktvIPFXFgZLfDngfBruDXcgZgEAv2/2C8aeW0YelPBtIdA4Mm9prXjXG
1+uisrJrXFkGfYyAT7tW62qr+YNdIDwqKyYqssb4WdbchpCeoOXxv+EUovqtntXTCrJVaSd/sHwL
4/fUFa/5NMjn3RPn0/XKd0okrFl5DejMDAGEeO00VSKdz/RcgYxwKjvwa3eebudlejPDCvcAYg8s
LadgcxWkNZJpU1rQ0gVyYgZ0rqfaoOeAd0fgo/py4A878RVX10FI931nxZSyXBtzjGD7oUqsPyjd
9HtKp4/4U5+FCdndldCn2xcraYvy2RXgxSFTHWk9ORwFX73a90cLW687dL/2SeJvxfKp5YufzgPQ
WfUTKf7oKbP3b4pWocz49o8YmuhhAzxfz79n5k8JWNkggf+8Oy/Oy4IqNxZr3cleHI761QPvQx6T
LflezO4d/An4yvrcFXecgkpzUpB87dcdYxO8nEvYAX8Scc02dM25uvQ8xi+qMOvGewl0CMTePKw2
sGeMfOKPS8UKrh+h8wj0BOR09lGV1QkUKZDX13bN317CB/hGOgW+1Z6/j5cvBT6HhbldtGyL4z9e
wmjhwjMHSURllf8oFckKUul38iQFq4HLAAKWmgNzIF6b7P3CMogp1sTa8SeYcU9xTa+AT1OzWun5
uXqOghoz2Jrvvu5rKRHvd5doFOxMH/kzGc8NZ/7dqiMpeeeuvqHLYfj76Ibava3CVbU0RJewypyC
T0opc91zyo37dmd3R67dYYyxynYMYE42IC4wqs9CFs026MjO1GcYe29HijNva0DMJ1GvnrMeZf/9
uUFbeYvm+3/q2D65fEOMb40vlAl3Ainge2GdHYE+Ob6+1BWLgrmC2YPXaCzrsOvtCjXGVmJDSD5D
L2TgaGBbx6eJi9oyHy8SdTY3J9BNIsfYc2oJ8GFcnhbkFGZ+ZmP4Z1Kf+8rXd2SnvZ9f1gi7oSsv
yi+A0MxXYW+kzS8FJaslHxMTDnwb6CM3RIA7qszLNKdwj7EGXGduTg3wvcbXNXO7n7dDjpdlt+wE
MuyolqrKOE9bV3nHys0W9H8I/F8O/NoY3JxAa8wrNvdRmTDbW8l6c5efzOSSG634npUmCZMYWOGA
t1c0YfppCUCFPSZrM8t2wDs4l6OC/RrkCTvw0yFl/irg04g1gBdMS05o1cfuACrgs9U8y8JYXzIs
AJLxEQ4AFfjeDlBmuG2VS0rMuwFvVxiQBXqvx+aseVkNfVx5FfxhM9tbc5TM4GAz6Ptku24fnl4f
+8C/U0C4BVushsM5cY1TksJ/sBI5Utinln8c+HvGXUayh63n5eZnBX+9fjbukGdssi3DAPx+qbGE
WzZvr2hiICfIXOqLzTGXUn8xm1qmQ74HJXRoVNCvNVc9AT51A2S7p/32IPX9OHeT1XpY11vfqz06
a++qk/UQjSoW6w+Fv+stYvypwMjXppX7U53MSW0LDvhtqWZfQxIgXrsWsr8C0UEY4NZqL8+Y/mQu
JbJQbwcR0mXLyXRSV0p3MP5m9nRvs7twTP2MT9ryN0h9X9Kw4x1yXeLvu08WY3tSAMy7aVDZQBO/
1C76uIIZaE32c1wHrEE10/PADoAlNw2vNfYXZWmq4dV7Wrq8Z5nPmgfh+Ph+8Lkht7DD89L3q9Tn
fC8D9RlrzL4pzLGYW0fkJ7v5Jta7HyWe3APdw+sq68bAj/SxpZxqysJRzblemJllgfiutqWU23Ei
GmnU9qBy8yIYXCGppyhqrMj7uAblyGw9R+dtSTKCUEpHI7ffWL4xxrc9QZH6u/g7w137N4qYkZfP
YRbJAtyB1R3CU7euznkm7zila77rdGLOslajDvgFwmRCf/d8Ti9c2T4cZCuR1DXG8PF7cwSqNlyW
zmlu7lkDXzL97gDCQH0iVPvOGX89QWdsPxDve1PAXlO1FMIqTJb5iMkqHPT5Es9WUa1+LPqItIfT
ayrJG4LLtfrl2/fvc32Wis9TEGXm5BPZ3KwWeVSPoO931m7PlMLfAf83xfgmQlt8CRDs2dDINZ2k
wQAAIABJREFUCI+OgMpT6QAXojr7FLrPX4RX/1QmDgognAHJ+03qA2pyn+W3YlKeW7Uya+XtS8Yj
vo/8GHCwMFgZH0uZNJYveTkyPt3dk+qAHzbf3hAIxlIDWG0Kw8t2Kqasp/2mzBUiaHdDtY7OMbxG
XT5Lc7wXz9KQ6abGt7hWKgAPkTKur+rj3YXKScwJuwU+63Jezs3vVe11t8Rqn9UB/IHAP8f42Fxb
5bmMh7ySk2Xqev2AwgZNL1AEfiuVdyvyXcd+0ocIZ5DXNUBKrdTK4XhylDIXoN8NIdZsqK4e7H+I
CQa+5f8Z8IGaxRo7+wXSOXsV8Cg68GcMTEysR4scEL3xy/KuVAY9uyUfGuDu6S3tN5GJZPy0jGxX
SapgF5f7Q0aoD8HAGDa34AzvlgUeBb/KSeEv3XC3pVRXkTUcUl3LxrbVKiUe89103MfLP8/4m7NL
w1bUSq7gN4+IfA68gj77g/n5fQ3jdJnVgAGgrf77WWTlYnfOEVbuANIZnQU8HbTMRj8+XTl/l+cH
F7jB278ysIga2DrguxOovoDlvqSf4Veb2WZ2bdr5I8Fdjvu2fU8Jyfo74z72AvKU/3O8nrmokLa8
StQY0GT55gjGgOi0tsk1JiMcgDo7KTJhAn9aUmCPCjfgc56Kw9uLIM9xNQcLm1dGfgv+XyD1O/J3
sJ+W4gRUD+CXYJoUQWfGL9uKvXieltZZouVXZyNNYvTBPhXA57lF0qstwIMcxtEKatLD3hzABPSA
SQf42Ql0mPV8c0s1Z6YC3Eb9Gbh94kxXBDwXX82+20UFQQ5qWmpQ3blZxv1XOSDozPq5dqdFblTI
csooyVwPrAeKhtpEow56uu+q72nzF0oAXqAF/Ble2reaQWA+1kRIIBXoYUy4AFOWRzV6WL6P8Wlb
QQ4TKYyzK0rqhIVKDSEGsKiwIo3JARxt+YmHPKa5rZ8WMGkWsQa3qCy7AmWf2TvJPs8PQyqxjdJ3
O9ALwDvT+72esP6zJbv2LKXsiR1E3n0VoB6u9Ne7Mk35ow0D9rzH1RWlAZiXdEuaqrqAHx/ko9ad
ljw521cd5tvWcWPrsd5brz5gKYHvMf5c7wAvgOftAnxVTErbZoLm/FIF0ghSaiv5cAi7Ld/E+Ocl
wV/BEC2eXrnWneSMH57fJZy6uHKj57uf2P5zXtJzU91WiK51bc4Ax+nqXjmFJo/jcGN3j+Ye3X+r
/eZtHbG857/IevvOPOyJ9bMO9rJwMGSuLa09aDlI+mD3wvyDmgDII0f9YqsSP2s5RWP9Bp4jyx8X
UimeXwIM5wx929I2FJgqGMIOd11vRmFLAL0Cfta0q2LKciDTTaZk3ghNUwUqXV/N1v4sqX9yQM9q
F0XYIAFFEh9pnOkgifGtUqVVH0WF5+T8Dy6lfdYTKZKOjSfETO9FKTUv7pJGEMqhpzWYP4zKd3P7
FOOvn9XtuCZtM+h5+KnXT3yHLvX3bbEJ/GqvwQFw2nNq35gNsCKI/OOwTTWS/4FaPe5584Ti02A9
EXZseGOdAVXVVIMuLcChEjsBLWuBmhpQrFevD12zEg+F9/FEupTsOfIYjXsk9bdRiM+Xb+nHp9rN
pbFyhTLHNMi+WH3C+HSF9wC/H/640AgSJEHiSG6wRAnGr0YWTs6/U/oZNV6enSRJfP+2AJzz3gwP
Z9C/J/ezS7FrskgNBBXsPa6HrPnwpYG/170XYsck20J0iBJrvr9IpJnriUN8J6STWs5fajoAY/up
usYwUDkvaNP2tpbC/B4yTMuZUJQfcCkN2oA3IofUPzm0J8v3defxMWSFB+A196PCifFZSXfGz3ps
zqXdk233wC9lu5t6Xjug5BlsF82+ZGaDCAnLFZm5+GZpUAF4umYyue2Dz2NHsK77MUjWwl103D8O
BdIuldKbTmb/gwuTWiUUY4vvK2LcAb9co6/jI2IvTRVyUH0J99hMgs4X/paUiOLoDDILBkOrH5EE
fLQDyIS9uTyuHoN7ItucsuWVfoPEKS0fL18/gAcHomesaB99ly6uM74Yq60uDVYJTepru0dP0GHh
axTV4ZGUA0h5OzKRl9dqbvlVi60p/0fnQMBN8CbY3Tmo3YSdAdo5eZ99nYXCgHe2HOulHpiAJOAl
kwXKXgLdlQidtamwAliXr/ox6MeooC9r0DVb2lpuF6k46fjZHuJgX4INJNoJPCRYbxCytfpxH8Xg
PzeFBCaR5yh/evQ3nAIv3zhW/7CEoafF18rI2I4rS5XrwY3rjOjN6QDP/EO5SowpcNAzODXXeWHq
kGKwt8rivO6GqRWw+v5+Z35OZ9wpnEYHey7e8LZiRm6hn8uIMaAyN6cWaaf0bB86m8t/G89gFOxs
vr1ay5meQonSdpAXLsvm4CwT3DS2DSr6YBHCa2f/xfg58MclvINeaDvuF8Zei5bL7GjHv7F8PfCJ
HhIUyX6CQ8ynoQCxWi8Rfb6rqNQazFZjRzqFupwKqIPfj5WqJ4eU4HdGTjCXRjEwc/SbEeOVaygf
qpWsaPejeB7E6HyM0+kOCnS+X//oACQY1+PeYSPwfIKMNQtYKhPOpJrT2UDPeYyC8th5lfqgY9Lk
/Dgw/iDGD9BKAosy2ivCbu8R8wnwz7bh3nH9zgins/+6R7L9GqrMwE+wR/uJpeeTEdm/tfwBjF9z
V4ywMX50XcAdtWQXmZ7Bfr7Lk+9O4NfWblDiZTfq9Ys6eu90gwR3Ar6lxSX8ieHhbI7tu3KssX93
NJ+J8b01f63XENU5Ecz//7f3rVty5CqzoH7/R7b4fkBAgJTV5dlrpn2OS17tvFamLgQRuqSEj1A4
xR3cJe/79vL+xvjRQAvGZ7YfwFeW+QP8VWfnamO8W/lMViyEgX3rrmwRTorvTQMMeF+NSMVXPXJD
3QbAlyrBuA13HGdZ3EuLmOEfcP4PA7/YgQ7bfgOTVv89ZqYph2DVxyvS+8jfjoncwQ+uJ+aXNGJp
TPtcS/smobTXfAO2zOYs5wfI+d50Lti3J0czQ2VC1W/xue2ONeA01UBLD4E7txTXRxqDo8H/Aahs
uJtsr+QUWOqLEPM/0MDEcaazwG984wOhwDLTUblhurzPtKIuf3yp4NuYPNXHn2jVG24OYJjN/yII
/gDGj3DDQiN/7s6TqH9KY3xUj3hQyGPmXEqyftXPFfPXTQezTQn7+LoCJCPdWnwZzFAAwwHIeDfO
JcuXg/JXpSeNzbPZ9MasnlE8/l607m3pz7xiqZ9RCf1hNZyZ3quhMhjAB9hfNO5VI1/ELf4OrMOQ
Ul0gDp356/ZyAg85k3JfrJYXd1nPoK99sRjBKCo+vqFswsajGROn+/798Ed054mwYV4vvuymYEXH
w0b9mP7oGBery4rk10vajghdonszl+M+G9fbrTfX09OZ9VFzLkEa3fkZSCfsGR841bf6RgZ3xqIG
TOEx9OKc1ANLai1brrRW7JvFevYxTfboAsTUXxajcFIlNaYm0Iv0+v0T679q4b8C+EEL6GuieGWB
T93U8/jW5oG/3Rzl8zmR4Wjb9j2n8OOM/xjNM0WtDt+qb8kUehzntrFB36cfyavi7VGjmAcwiBe+
f8JF1bzryHsLdKgcgVMQ+q4BgJcDzNaeB++EsRKWZxWgF4uqlolaDLldvr9MxNRopl0r8Js18Pfq
iRzAX8z6zPivWveX9zo48LkXorz9LJPDuf12MXR2mFzRn3E23qL6cwX6Ps93hzEV4u/E28PPzMBz
+KXvo3wDlPLeYHw2nFQA2UKNP3IQsd88i413Nrk1TlPJP4P/Qc7wFXuzAMOYC/R+gH2M84cr4jEJ
0ngQKkAyG7OtiRMVHqZm0lUx8w9VmNlv4BeR0eYgrTrQAV9lh3o7gz63Ohr+2j3D2SP+Lf96iTw5
hrcDI394gUj2yfjzbxP4B9vvA/jj+d+zTQs/zvgt3Fg+cuxJ6idbCN3DTJ4e/2R+OIisDJLM5JaU
rs4fzuNdr8Df0mcF8hf17floBjYY2WW+BNCJ8SHp87jb/3QCcEHpJtpLPV8c1EtMxUGfzM7gD6fg
9YJk9QZ8SncCH4Amx53sTmDXsV/XoOJW2UBTdZdygQP4TeC8CjcWblIc4H10Ar4C0f2e1A8t/jKU
3XfhzwJ+hHs95YXWp/2TyZXK/5T/YM7ZNnCKN5GCRj9ue98yv11/jxZgG6f9cTpPRFrJZyTQyxHw
J6dKruNJ9vfZaKTfhYEuukLiq0t+s5DZ0hl/SbI6WL8ljtOY4JXO8oPx7+dPh47vAkrq+9+c0+47
md9L/2YPt3NPz2TgvmL+c9n0PR3ALW79c9Vvw88O2T1toGAxXeX1SbRPdbkm9dkBSHcArAT4MffY
3k3iu2Kf4J9pf6kgZhSo+sFjuOEAnJFJFeD52ifu0nhbNg6Gp+C5fs73+wOd3Zf3UVO9Xq3LfWGp
v9ZjAuF0GfAA9ByNd4zOa469K7hs2U/kn+GVA3g/cEH0NHLJtn04gIP591G/38c9g+3bfHTvx/rn
GJ/pJv4g66+h9Gx7Rkl9qstR4d8b+KQdi9T2yD0V/yAFcRytqY9pGwaQLe6T0kWSGW/XuBbQMMhS
38aWH6MAd+n8U+LXscV9ej7Cnc6KxjxIftT7aVz9BL2PbyjDnPbJ/fEA/I35n0AvMrdSbE/XnsKh
66YUut71XkibhkQH4AnYe+zvUdc/HEQ+nUHfy/S78N935ylbqQjUdU6nNT51rQdJgVoK7PGScgIM
6G/+lN6Px+A5TXbP3DwUn9eKU5I32rWopWhH8YvHnVWKW9A76Avf9DhifauuPDgx1N2xX28QaZXf
mcfZjSeyZmxxz69fVY3CMzgNUow/6+q3QTmzehavannS0qH10gMWl3tNeFKVcn9o94gMHc84y3bq
wyK1oSBd91fjJ6p87iHil1RFkHLOInam6c3wo3V8FQZMZbCIlANgmsNv2AkQgz85gKc/mVshA80X
n3GsBMS1iJ+XBSGQnvNKyDzvtczyRw6HgmMw/WEGBPrG+sMBMPgr3h1UkUpBC7qaiC7U4ZfAi055
vnd9mFLAr5y+1+upHDOvq5yzlIjNm8PTeh+d6NdG/taOPe7Viw7vfzl3OoOEMjM/zoWddJbHYyyV
IZfztczfCD/WnZdetV/KlLS16SXFQdzHAMdxdwCTmdr20QlIPjc9/wNLF7YBuqG9U4ZJtwnavz36
Dv+bvPN3YdIOEamW/cH6DHpm/cn4uWVTagqgAzoq+lWHD/fIE2naWrIAfDA0u1eUmzDwSwUgyzrY
T1O/nKqT5GyaX+ctHVr+djp+5Ga7841ALM9AznOhCrnl3sgJEOPX//+c7UV+QOqrmhhQnKC9MY6U
A2j34rBKrgxJ+78nkK+T7cEc/CSXexGRBweA8k92sTCSPvG/fGskdt+2XzUHolmlUNGoTvgvMm/M
Ylx9PSsdwAvw8wsJevne7lRXFg/69BXj+deKZbNwj2Z8J4urSuvGS2XHb9cjNiPTRrixPZ/H8+lF
1d7BKu/Bc/8O+APwyewJ9AI8S33/DbQAfgcfQV2uFMPfcQM/JPW7N+Ujx5hd8rQAyY6AWfom32/1
/fPeYrNkfAAC0SCGr64tSSdeiYgiGdMhvWMiUwHZ4w/xUC32AMAd3SJkGOkALqC/OlzkswiBTesQ
6inGnS9fUcINOCbCFK1BPK4iBuNTnpdP174tWfWcY5n5SPwlq/jgG8av3MX/mM2WCqJNi9MLmBVb
Rj0Bz9GsiwXsB6l/kYj/VOIj/Myce5GtlX0982Bk0/BbSy0Y4QHot7r84zWBU2CDj+i2fjPs9iwn
VdgY3w9vv5dhBKfJ3s29nE7LzvBK6RQvz8o++gvor1I/8xnvBSDhZGJijrVki0l02wsaqiymn2IH
KlfAF/Drep33BDBoyPjN4nd29Q8X3jj3x7mu9G43kQoUu7zkjEiDqxFzm2WeCecdS312BnTMrk4z
Pu+HH+nHZ496zawkNM1bSoEWy4t0YN+cwCPos74vqRwYOOl8XvUyTK1FjF9M5D+248fVR9gZd/D+
zaKRdqMXN+/jv0vGjHxscxa+AH/LASXwS5TJEtEdE3Nsk7WsZoZFfVW6MVdD3Qvwx2u0UpFpsbnN
uLrCUCgN5OfdB9Z8DnHDAXICdTqBZqN1VmRcur2Pyw+mRC33bTReeQS6z39o+X8+qqKLHaqm3dpB
OPzrwJ8yMvsmMxmDDS8Z2WUNClhElDPPxEc9af7trbLWFttb9vJhkHt5P6mv2uov1rVlb9/aaFQU
qUxUUbH1gqK1PHM9g1JqkmDgn82gAqHBjujMiTpfhlqesuThDTS+2/dnFSdBP+S+iIjGxHL+pV45
mTRYSFSrZx9Snl0KAbUBn6opbYv8JdDX9sigDhS6zvX7yuH4P/vGu2GiJppRHHtXtk7pzlvcQ+DH
U1jlKMeh4t3aWZjs3gj/OvDRlYNwDkx4CFBSF0WVIEhPef5t84k59jZf8mi7/Nx7y9adwFeJr6PX
9tlRsp5q7YVgCI2ZVDLmJtmqTojPP8utkTfHfsuZlnBN8JaoUzkLdditdEOVrF8n4APct3p9gZ5R
SExPQF3hBN3J0vOM8mI4FXYfKe1b3Nvg5HJjN/AjpXqCn93kzKf28LnvGSVcv+fjpq5YbUkrcgI7
nMC0z8s95AhazIdCQWjTjY3JSN8J/z7wh4FxBqTceYD/k1NIGYmCuQDetvkKrWB8ddZXBv6SGHOu
BXrELYVIISvlofkQVTMrxY54UdwB8HomvAB+g3MUtB9Mpj/sV+uKY2nMUkyAnEyfeUbOORtWpZgT
oK+6ZDilzDPNd2R00zH7ea6zn/rB71duD4lneNdqgT/fEfsT/CLcU3HJWDqXDrudL8d5ML6xE3gK
1vaZ5TcB/qp8zXhDUcP8hki6NqBjrgKceyf8+1L/YHw2vHEzOdbmUEv3iRcsrl0MeceiBCHb9/ZV
TzSk/lICfhQq/vIf+sXB8jDVkKu2yVmlzfcCZ8NH4RMSaF8CGD0jmLOaxB75Re2dAUnNfSGwZKs+
5dce/etcx6/GtnnMcQwFUVGVdsDpo9h3ByBV2K0LtECsIpkO7KcjgMOgOv7Bejqg+sCi3zI+qQ1h
J4S0kro72b3s4NjyfVKEwXJOR0HPOQgZ/O+EH2J8EdRhiiW7bLqFYg8/yGqAmfgHDpCfIdu3ia0t
27asvRzwukUD+A32Wm0DZqsbRYB/xeQOJpbg37rLOU3sU3qZebU5ALp/kBIX4lWZslyeDgDKRCqv
p6MU8arY0bXXwH5h/MDoUZmeQMj9LuGHz2xqpN1mxfhiJ/srGPjG+Nre8K3Uhx1yOwl34yk996m9
l5PNIJ5gP2bVIWWQZZRRHP/nYLRzBiKA/53wn9fxRZA2OIArXjrbB8iVf58FYGk4zYNuC2m/kuWX
Lj9nBfxsXd6xrLPF6qfM9LgnMnpjGZlNntjKeCotSQEFQqQbhnYUtBRjE8NegS8i1SMhfUsNdTfg
A/D8Nxv2KCLZ+4H8YGBN0d5nij0LWMc5Q/WMDGL2QOR9UuwPBm4gtcH4OnboEkv9fAcZXXMCYlS1
J+anhBWVkU0ezH46AiH1C3XQ8tMLtG2Pace+vnL/nfCft+o3UhgJLAmVRxG03VPdZWXglZlgfrTw
b1/FxJz5HeDB/KKiukS3L3Fke2XDHst8z+ia1mmpqweWYKanGUCxcd0aV9XyrguoJ+P2XKitGwIW
usnW8nQAmhk9gd/LxJoDyHdovUOimlMOsRRAa50/SoyKEuVK2wSzDNEUjrQ5JGL/elGAlGYagWpJ
onhg+yn1DWBvbQUcK+pNkHHpkkQTGWCXBvqdarArAzyURdVsxX8C/R8L/DOUVfvif3SeLeLBrCqD
JUArCV4wv6n/bQ2AB3BVfRy56cpFC7OBEAWhtW0NfYEubD3D1RsSBWuo7xzbJql8QGfFeilNDWnr
KoCrey0PFE6wGvYaRZd3pDpxOYWncQ75mwaMcFLxBaXHSyV7ulUPR86lVQ2mtUWVb7JlqwRSNeDe
G0HPQ6bhd7Cb6V352LrTvnEOci2lfnfPsVS2yIpany3JT5dNlkDeLzHBzEQ+fZmJL5ypsraKrdhq
rLijpUjphWegKsK74ce+zntlJLB9xsHJKfdnJlCbvNpithr7VxVgyTKwPe4bvycjmf7HB7SoSAxk
meS2VeI9WudJ6iaXZHotL7f5FXif8oUz7fQNA/z54GfQM/Dp4Zl2C3Y1fjlXeq1HrcpmMH1zAFYA
v22jcPHOowrTMpPejEzM05WB1Q4w83FKeM7OUlCpKCKx3r2pMReh/y1b6cKSVALw28JednzrFIOi
vFh2Kq0m8wV/RHj8d3WM9/AjwH+M2zBmfKHHFn1z3Mb7TzIrFYAzvKk7gWVb9l61qulRL5MyQo4H
jGChEdEZENHfJv7JqpiPEzACEOKnIrlUMuVN2aPVegGixzwkyBENtF17+rMlFJla5x+HMR85DUz1
b9WT7Qn3nMZ2ioBvzPytnnvZ0v2lEAj8T6Cn/GTVMtkeSbV5bdI+3ZxFLyhHVzsriBdb2Q5oBv4K
u1qwMS/lYHqNiUtVbDPgKxbXBNLfHwP8MyKvWdvzmABvdaGzfnk+Tb86uuUI8FW/t2B8LcZXv76M
JL8Wm5SJWcYE9U8RcfCjvlYJFxF1haH+5Sq6NvOJZLuNuWgfwGKpz/bp2eVyVsHIXE3CXUo5ZsUd
LPt1rRhzP2LTSNTfni3qzf2W852hA38w9gvQN3VA94+M41wl79md7QR8G3hFZC5q7ScmcPTIF1hi
nVvivUP5wZKfzPp7Aj9Z33uefPaiYHxxW9ZdTJ+qMhtuKI2hPJj1v0FXhh9g/O+iV0ZbZadXFuFH
lvl18GNAj24LKa/ZiOcg3wn6q0JIQxyxHI1gYlUAHiHMM2cipi71U+6XBIdhVFqsm5cB9QnprnqQ
V4pbadweK5TpBEZjkYrI2qiSlEroauTs277J+ltZTdme55DmyfICFiPg337LL7TLPjvMmwOgfcP9
jyaqR75CAYDpJaqVC37rAvxlu2YnFgd7MX5NY5ZgH2TX8hVn2V7fCH/YLLskVZn5cfzgABj0+Tns
hfWzm0+L8ZHRphZjAOYfg5njFvFFvKKMfMkkl+iYgVaX78vywT85Ay4z68FiJXH9edVP3dJuSqAH
O11ylUSUiL+/PpwpVqlurXh3q88T47N7MmJ7LpQWz2fgnyxfjqBuP8Hf8+vyUr61ecs6TqAMRdUC
8g7526pMvgnX6fOSWGr8BnwQTSrLBXrytgC3l+hpgszL97wgS7P6fuHPBv5pwGftlBIdIMPps3+m
QN++0pICu4/TN5f6OLaq12OSw0UOQMgQZ5iDWnRalkkyFgrG79c23hxAKEAU8PO9g5nKENGVCaPk
WEyk9xzPeITBLNWcOafynBif45JnWeKP7/q/Af7hAJjtjdM+GLxh/sL699c3p90UxMhXu7C9m1wo
vAHEcrbeaLyg2aFWCPg5Q3Ha3A6Qi9vlQoUh2oSoNZ8hwElqg5nsMmrxIfz7dfyjCC4QnyeMZDQ5
ALukPvtsPReKHUQiY+tLPdXYCvrjd47mW2uLt/5vYaaf2zPeAE+Axsy7Y1CQZrHMlMmOFlxRo+mp
pDmCzDNiPTCyxjuxD+CiFRnj5s00uiurXUQ5vpFv6FtOACXwub5cmw7si8i/At8IwwXmfG9zBomU
Hq8G/vGeGcnpAA7biu2FZ0QijxrT0r03Bla+DT0nkTd6Wrtd9spDjComVBUWy8i4W7OBFds/nvGb
Uz0qTUqOoEv7FJjT5szqM9Z8Q+xhrL5ZjtbbqqJbCfChCm5SP5nXpFkNMTgDH6OqYoUJidkoBXX+
6LUlWadZL28KIasmAeBwAPCD6QwegD9lvEa+Ig+7gXFR0LDYkZs1oCXOWv2uA1WOe55kfu4n2+N3
o75qInPEHz/fRrnz9QMKZHO5CyepdDL2sxs1gG9STjSBb2hU1WBtIef4BP7ugFn5oDEU06ll1sKn
UNma+BTnaia2/hjG76FFa1B9944srerDnNFl3F6UpkqOYUcLPgbobjX/Qk80vtH3ob08v/nRsHdJ
Q7GvNNDzSjOYY96bdxHJWmFWCaBwXsBAdj1Cwo13S76fgR/jELb2iUVlrk2nTU639EF9UBuESGdr
zvP2+xey/Mr2fK1dt/NZ7ScXByD92K5Xy3HjA6M6lmL0wfA6juMnIqLpFNDoqTShpB7xygRnGadz
utgeZyN6IEqckVM3/0bFqxt/CPBngP/DtvKUImzsAsoBvFIx/rzKLDgCVY2Wfe8+kY36uIPeNFYv
WTvG9xPTpwGd4K+4aclv1ZxrXpZ/oIQFKCSWmFIsOInqwFnP8fdF4btKYZPtDN2B74De6gNJoD5Q
n19azsZfNVj9AL1mfPz2ifS5X9dbPbo5iwfgl76/3nNn/IrAcb/0UptXUlmSFz9l/sURCB/Hf7GF
1B/6dUa4xzvzCm1SUqvpUBpSDMZx9irB7kydcP6cOn4PeuyM/Sn1JXxnFHyrWqadRUt5ZHwZgX+W
q+IM73dgX2JmHm9kSfA3ryvpnTPnES0twKNuDKCh/u6ML7KXVP+4WQ7X5JZ19MWD7GwokEwwMSAD
f1uMGtuuJiD3HfCr4rmqr/nqSW8elt45osB0f6qCyfysnl4Cn9/H93GcTpbn/Rk9dgKTi8vcqrG2
yzopkPMP6N5skEsHgB+NT66bD2QnX+XO1Uy43XQKeAiqFFCZ3lj05wD/DCbX1ufY12N/eohL33Fk
SPtiKu0GM+vE9/mum3zyjR2rkobcv/fjy3wbxWqwfQNXgHGpYJ0ZTA3WJD7XxQXzenTGv4LCyvMX
26uYblFbYuZOyLCsdawgq5gwT+QwkoNFxGpmQOuMfwM/D9K5sX2vs1/OPzg4bHQc88GN26E6DvAr
W9Vl2qpkfzkVQPxeRFrdH9PAN2t9oU5akq2XeQM+rgltzWLEKGzImj29E35M6meAt2zmSs++AAAY
ZUlEQVTeVCPTyA0obGHAfrIJuvIs3MQ2sWR5TAkZjXzRkr8vK5SmC2bLGQHs0IHvC0pu9fY9/2CH
R2lZ/KHVfbAI0jLq+IhP1n9vwN8qe6kPELEVwz9N8qsRjZF54wuuR5a4nC5wd5z2a6cDeAL98aDp
aB8YP0qZH3LEcwK+kYKedghbfCn9cS9tLW8Lxrco1zRafhdxOBhfqozZBnPBTEoPjmXXIJ+pOt8J
PzDLLnvWOm+3guDwAL5XgaVSexDYi7E9ZZYR0+U2GtpU85zSR0FoYeX3ZUvvio+DwPiGfl+f+MMM
MwL1JHtcdjMMNpClrmIWQB9bVDW+1pKl+GTTZO3d52sjY+GGv6e/LIrD4XKuVz7jnkrUE+gzw4Zz
p33tLHpTfhwDPgnlBpCKBChpUNSsj/sVS+Pk+rZQjciEJpHdXnXcuwhl7xonsnfcg4Ux43hW7Wpq
rs70OEZ1RTmeMz9ehP98JZ1+/sJ2qH/P02+H+y8r86RaSPsVstPywumNU3YR4MUkP03FBJ2MgmQL
VAl8LoDWA6B9QoxWl2TQ7XIArAT8C9/qovQVZyWBb/hOe690BHBe8w/fcneg818BiFJJRN2lQL/r
bpLflnE6gjDuhnZq07m+hZ2StZjwl49PFiOC3iQgPXKCvqDEnQXwaDS2mOsRTmD3Y+Nt3FvjSDaY
aKTKZuwo7vqQjnv47xmfAe8ncvdVxJ8L97sw2CblWcmoYv5itZnX/f0AfOxHgxg9MUOyS07sic+C
qw5e4BehCJaX39QASQblYxQk6noAu8bnnQP4a8nX7se4Z7I+s9BseOK4lfGzQXKGASB2qe/eQsAw
GdkoDyUdwMu5rzIetcNx8rioMNM/P8T45eX+UDaTLLLKuMkJRHntAng5h7Ek9u5LZkNNNdYXML4I
t5WxI3gn/AjjZ4NIHJf8ko5T+d6DfZfQyVnM/NhpjG/E+PyP2F9F4+s9sAL1JwRQUF9kj1wAXzFw
KGR/djFynuBZNsDfjQntOXAcuzmBDnRbX7LM5MuoymLWJmlcC/MWPMj8snRiU1ICxvGvc1xO77IS
xjdcrkTnA3KXt+WxzxoG3NQrsTxDZ3t2AO70/dk78szZvZi/AZ6lfmP+S15z/Z7eN2KVZ6cj+C78
EOPnEU7mcdX1lazlqM3J6yvTZVhje+w3+U+ZnY84FVY9HezR3cZzelVy2i+W+UtVbK0aJ8/tHiLp
/Rt7/PqV8hECSqXAjyz9Wl+yv1zef60vsWXytZbI15fPOLzqi0SesqmzlxDonxhfeg6k1O8Z2Nkp
M2iAe3S2Vauup216EHuwgYsDQn5ibYRpFu05HMmmFAf7Uh51xp9/1qX+rvp/qbihtOg9HC0wfuTK
cH3vcf4P1fG1VWWffzzw+ltvPvXClEsixQSZwS3TsZ/iILmBP1AF6x9JyhIJPl8a4/Z9XsCzjj+e
MOv4e8uvNKRfsn9tAn28kra2tiz78oUrl8nX1xKzrwPofv9zo55IMT6XQ8/DzMBkxkwDZ8VTcfXY
SCvtaMfw/fI2Zw3/Etg5NQdTZXigq/+8/SLbecjhp4PeRiC3kvhT9tO9hipbcxwd+BlFPeMGG6z8
fS+Hf5Dxn7aTEaQZ3bSJ75wBSyUvZBPJ4Y/kAqhO1X5I13CCnUWaH0n7Sk0xMNJew3qrRV9jPH4r
NislggYgN5Zfsvcv+fXLwd/YlASDAx/zu634DuFLvpaJfH2dLE5x3HsYIOf3kPwM+saukASUnVOU
q9A9hOs6Yc0O/NZIpNk4f8axuShrRwX6MyYtzrhcoC+gw3oA5GqR3/XHrG/F/KUKrLqTp+TnFCjy
uOLDYH/fqXr4McafgYsCx2LSikeEDO/2yLQqzWOo52TT2bjY4lDveGT8kCAYKcgOoLkC7crg9ibD
Q88r0oq9eaMZf6in0wU2BWPBQCqiO9yS3rdHt+as51/zrgPRFXxmFLn3rMg1J0XJOQCZyUt69htN
Yr4AOIIo+7P+f8kYSt+27VOlU0StIhxAI6ZPBxADnAwO+SLvJ5NLvfcIYay9sfVq1g99+DMzn8OP
decZXBefA0ysn3tF6+fTG8UKg332ll3j1ugNNjKlLwzDUnlW14o3/N3mC3wVClJd3vG2pXJI+643
KP6GbcxGFEuL+W8vLomUQDmOckUcoediYbYuGdKxpMc5PFXHmZYg2EciwJqjUXyafZMXTbn4f7V2
6q4cJK/EDoBBXyMs4/gC+rZ/MDnnXgG3A5pyM6qLbbQggb397o3wYzPwFLv08yw9+UsjUtrPBsfu
MQxkgn3sHqFYvxgTCIK39vuC7ePhGW+V7C7qLcfjHfGf0dlMI5QFOZpbopVau541DDutXbN8izw7
5Uv8hj98HZqFFuM3sGs/NwHfYgaAR5nWEmcAe8SvdfMx0jvqM1VI6Fb5pVqqIkFPyAsVkYCX7hBP
4O9s6T/GXkzlVDRe1cGlqRyPLCVlcLL+HwL8O6u88UObBSTnvr/hPMTXfcT4+Ffsf1AmxY/BLlnF
R6EF5JPXuI4vZjk3gLb5sV8klSqgdvx/SXTzZLNlof/KAihufCJ7Wc7x/4rxZ758V2THkzIqPf2A
NeGLyuqmAPztlkxfqhCqC7411ddjN2Bh3SiP1SyAIykohjyBP06gzzr+L9vyK+R+jbewGnNhxfpw
xukRM/5hq0tF98qsA7kQn51g/9Ok/i1wubQyumlbOnfcJ9INTCJ7bowfpyb7PwZm/GB7MHGv2486
fjLHyfT84OnUygwhsaXeZ2V4mRR4/FQUT9Ds8rQm1IyrT16YG2GV8vXJCd/AVmTubrcR6B3oXD6O
a0uZOx0AyhdTj6cZtIa/h7zhMm3iQFtkutQP4AfoN+dtAPzXGK03B+ZAKSD7KmaaTk3FR18iPgz4
7CEaVYI/TurPiBTg7w0cre5zAP11opT2wCJg+Rwx+IqAKUIAfXr6VkcbbC8Je4oIDPQ55pYIj5QX
rYgNs8A+QNMM5gn8KSQAe5+QZIk2yS8jffmVl1JV5RuP2WE80tywVIZ8cwC832puFwdQGLfK5+YA
tK41swLyjDbkLGJr0wlEGWElBO5y2wz4MXKvfwQG1UARorzgbfOU5DizbILh55ee74Qf6M5DRh+l
kR4Yx+eWSnU6DWb5OJHekN6dWYwMk7ru7yEgxvGsb1exdbafDZPvKAsY0Mn8dO3K5nrslWsYmYeZ
cgNFvlbDuZhpPbDyp8BWIH0ZCIDtVMvrIfWHc2xOAG1BSJmB5gnsUoenQ+yByzCdbStRkR45/Onj
13JbxFv1G/BrJN99fMSlbIcDaA1UbSsn2EeD4HfhBxjfxnFsL0x/NGy1OfXI8LulzBhIyzB+98Nf
W1En/nI23r1zEQRZzPaQ+vTmIYXPwt/t+ffBM5UOVRWJiTRAypxBpQPY/FliVybMb7czHnuL0uCe
Vn7dw9Q1q+vF8t1NMK+7fXamb6XWCmmAFySuegE7xQEAzxuKBPpYBJbg9EAwPtKXH2U9MX4NwuFh
uhjYY4P1h6fP/VKNNwR3u2eSSGJ8E/l/yLz6NjZPzP99wopRysiEDK2/1vLv7pX7slq58EYsh7ms
AN/mvE+iHekaz82x3dbnBdhH8pWe73P6mTEoJ/BF+gi3Sx7RSaiVcrSY2BPM2p2EQoPTA2f+dtAX
yJsDiHcUp19Kl4DofvU+Wk9FhIYNVLxG74KoNvua/etizC+Wka52Fm4zoX0edjvr9Ql+OPNez2+A
nyGcTnXiW5IIZ0/e+vScEf4I4DfWPzwgzpGxPOZShMFwOi/M99MWBnAFfCzGIWvlGmgmXvc0GAxJ
0N4XU8YFw2Cj6P28ta2oo1FHQrorsaEd7E8ZGLtguaJnbbex4rKad+9g7i6dZvVGH3Lb437Avt3N
DuAMB7f3S/On2UBA9hPlwM4jmTvKmctuCszWncdSH0zPX99Zjc47huIm+PGEd4JVnFAuQTylVcfa
Bi/CDwCfIyq5bRFmQzQ6KdWUdh2keJHzT4bIT/Ut1b3EjoJKiX8Dp1kYmBUzNqOT8NKSBtYkIY3X
3uxQkA+NUd2A1wB4V4YWZB3MAmOztOCsDzYzAYvE/bOaxtK+uQN9lc93x5FOLI/LIbWSYRo/2P92
Oao2Rjd4oorxyWFOh5yMTw/l4bJJDCKH1GclNxl/Ap7EVT4cu0/BEDkQyfSFv0H5fwTjZ3hgfrNz
4GtPI6Ro/XndVsvC+uX+LKp3MbBnXR9TdatorbYTCywm44t0o4MR5numQ6kJHI7Gn2EFPqhDBPBh
lh+9b/G+cwy4kNF1vV9v48bMmx2xQ2DGf+VkVdl13e6bVtxFPUAd0B55w06IbWd6CKGyiTKLPzTI
HYwPQ1M5Gvem1D+rbdSl18AvbT9e2POLz7BtxTtT0Qzkv0n4fwrwK7acGW0//mejSfDrMLTLQWPM
67sn24OdTVYsuZVLccUUWq11Nuvz1mRmFVKBrjfmXeb8S/Miu4vuGzTWqcbCHXHfAXwVn4PPLKcQ
32Y+eOdgBrxNC/BWBs63d9BG3k5lcNxx/p7ZvsqBqJUfxmw/X2TkEoj9ueU/J97AhJhd5lxAKZ3x
BdHy8tsooQR9L8eT8Ud3XjB/pjuTfEdt4psVGjnqdt+b4UeBzx4XGesX+n7taPtfRJrtHOR+667j
9yMOE/TS2TlX3LWztb+31HIhuaEpTdN0NhzS5A3DAaQ8FySqAx7z5dPwhLYVEZ/dJxYPMdkiMXjH
tDO5tTwmsHc9WjDWYvrDEZCy5nKRC+NzHKJX3iE8Fo9oqG8OgLh/OIbMB9OYKqt5hUyvhRG0coT/
eWJ861J/C8+kMxj/hb2w3VH2z906R/KHiWH6ynfCDy2TXdK6fB0AcskEe2+hgCPxYF/sk3UUsxPz
7ljkIpbaUtWcwnhtb1DDqDeMsNrq7J/VAGVrqaDRmty8PjxPy4pXvp/GH2jNkZfddeTlVCXmFo4B
OxljjVlgXwTqF4azYYcymf7aoq+3K8+hyp2YMDaWlj1t5GQ9xMtQ3vhgiifVpDysFY2i7EVotF6U
xUiE5bunI6ft7kog6/5Sk3VwAyGrKxs2MLciUA187ZXdnOHfX1BjVDqK5W3sn4A/HMG0optVHfeF
0QCQ+TgqtO1eW9UnyNgE+iU+iIXPMeB9ea6Yrlt8Rp2S+jMvkB5yPhRt3DNDKRhIfRqtJQX4ZP0E
f1/go/1dsi7fl0pC64ED5HOLeMpx/E4gYMcxwCV5msiimcrFbvDyUCRgfCyblc4s8sdiHQRvMp2y
oWKE2kOLdtovGmn7BJr5oY5UNaDOVaUuFYA82MXcms3c+i3W/zHGP/f59L3+8g7u581F9OcTp5TH
qjsiYRBSs9cy6LG/iUeT+cWJotYuJIkZLM8tyCXpKc13GhOguwEfVZu8rIlVEZFthVss2XUAf8rk
C9tj32+/gf7C+ncMUQnUfcZn2QnAFhrjy+kUjsR4Nctvi33EMtPnLI/1DmoylKo++JPif+NY0r8L
62cvzfYWgQPwqBa05wn9vWb9CfzKnvfg/8OMb23fb5D79vdf3Ihe4K2pNRQr22AJKs1tOAH179dV
TBZGbmmMbhuAhyMA4/uY+PzSIl5rrWCaZydjf0pygq+xtxyAL+bXsThnrcX+MjSmp2P5HvTdoZAG
aK+kPGBvR/vvMP5VHlE80F6A/Zwn8aKAcmrxwwG7wyg3BYeNv64cjdtsMHLvCngjaV9pNpGsWjw6
AGCGf/cboBf5ccYfx9+BnWn/pY4k724yvtUgo4PEj+IuyU7MHuy/B+vfpL6qxso5iIUfwWxmQxKS
bsPAb3lQcKO4kSTvgA8HgTaOpeKNXL2KcLwg3lmqAO+S9rsb6PPcE8sPVdHvBZOf+XDkTQoBa799
eo8WX+en07yEWa5unO0zWVojoqzzqU5+/HEXKnXnCdfzSwFAVeSTh2/B254Y3yjvEKd3wg8wfmd5
VgB+A998SkgPr1Bv7bqJxAqwdCJ3WerH2nrbRGRXg94F9IfU12rc8zr1koWVsRuDGNS+UFHVNenM
X8kl+U7APlh/Mv9aohYSf/mimqJaY9AfAn8AwmzvOf8C9CJZ9Zh5jWtX595AH+bcnKDxpjO9HTv9
dVrsn5yhVI7x7XsscShoseeAuOg4WazNQ7B5VuQp9XEvMT58ykgFb6ci8NeT88H1SxX5KfynjN+8
tBgB/g563zzNFo762HltQr/JPOFMLS+9t4rI9sUITanBzxUBtusm9TGoR8HxW2yvWCV31sUsHYCQ
0+uC7hYivbeGusQn7QtL/VqS+5Hx8Yp81eU9uAEOxqYj4IdY2+UrvbCGY8z7XzM+7n+Zjogdyh2P
YeCv8JI7FqEU9WUGN9+PeBAb46KZ0AApWukoJ9XsUn9uM1lTMKk+VgWQLwYM0fbd8IOML1KFW/fd
QR5BL7tN2pX7rEygxpoRD19OOmTZKrm2Y9bbFfV/iwUpk/0fpL6IL0ghukQWPuix+rS1SVA52Ttk
dafNGW+h/Kt8g5zFiDNX+ibHPO2jPG5OoK+td+Z/OYCLErBxM508nRu5RGJzyFehbXMILQm30YU6
jsYUVmIp90VUdC1ZRDQ+YnPnEqupF0yPZzfF1pTsbo17nP+8FQHobxl9oiHNPapy3oCJBV7+oLH6
t8Y9FjCT5VAoCDPpRx4d7xPhVthe5etHKfFFq6Fvb7EVjB+Ne0sJPFZDdxnwjfmWiMVHPbYCpRNg
YNBRVxfR49bKGeTbHcSO+0izyZjn7STINvQW9fds7DpVxXMYHvnJ9lqRG2NGQJ9cZy3vVven8yAV
US7+jA6OG+OLSk7hJSpLxL+2XPFJdnx9qbpz1WYUD0Of69Wu4LqdTId7BT4yNmwE1RORaTL15nTq
Wl8aKlj/vbXKfqZxj+v1R532O/X2cNJkFK6BA1OsHUuuWdTJJMCpg/lLAbhnzaG7VnJ/HzXCkry6
yJjbDV0yM9vXJZ0lX9KS4lbplfnlZg4gqcbEMy4T8CIy1tMjFYJ4tb1LybwCP6dFIrKN8UEWw7Ed
ziL61a8xePJS7MBSo4noDhNYIrZlY31Dm24dHoQNr4T42a1HQ3jJWcOBN5U746XQGpL5j/RKXHew
F9vX13rfhx9k/DyTxvyuzD9OwdDSOJSMKkBPlysune23bEfPjqWtQt63Lj/6SAfzsVc0ykxUQ0GA
qaguq/kHsGspANE0hJbktPAo7AT+yfqi5SD2BD3yerD9qz/heD4VBl76MkzpHqDBuZQlU/pzMrtS
QLk+OgE2khb9YnHLKlk8e0Pk+9wL+ASaq2Ecp56/kzQ2a7RifJI/BP8RdziBei+cggXIPd2RX3pQ
zGP4Qca3RzuJJN0vTkC03+EWGEcZY0Kfgc8Mz/tSg3rmBzqQ+gl4jgzkZ/YIdGbu6YBuJIBRC/0t
bUYenplRwPaxhYJs0z4h3y+Mf/9bB/hHMchAUqFPCJFyCoCpuhLo5RcSRHETb3IHshgNjRmNM7Mp
qnVvxisepGJiW3yZcZMaus3tAbNcKIpNxsOmEuikCui4GL7HN50s7AQRJoWGZyiz/pH2e/hhxu9S
/7uo6+MBv4DJAaVCppfvo7HzzQFUHd+/xKOPc9gJLPfmUUH0R2JdevURf1gii3NA2361Lmf51tlr
2lBfMSHgj8v4KnA27gXy6/1D5mMgS7H8rX7/vnHdgtF/HcfEmMSc40fkHNy7ZXqvjBn/MehzQ4pH
wpmGTUh8l9G6/eTmlOG0WE2JMOMfwCcHbILqiraqmlJ8ue2Hjz3Znm7/3ftsL/Kfd+eJMOPH2W8V
YjHO7e/2ImlysHkDZnyxLve39jo+AX1rOYAtO3r+vBmIo6Ia/fhqspffX0ZcL6ey9GMCWiWPPD/l
IZ50dIVC6gXjH2vcpwnOvJUG+lv9vjEe/ku65AdKd7Q9y/PIo17gLsZHfiG9A/xcfqn1Vb5fw2C6
XEqH1Df+a7mjXlvEluVYjkprPaeVwwQ7VbO6uK8t0l0jKckZEeNzIzAYwpMdjYFJZCfRPoX/WOr/
jk96Nzzzz5t58C+E/+rFz+8pp8B/34fHPn4hJsoTb0XljXCL40MV6X8Nr+TKv/C6YvuewrdexTWp
b7guf/K6+yXD+v6WT/iET/j/LXyA/1eE/6VW/l+G/1fi+c/Cn5Q6/Vfk1Cd8wif80eHD+J/wCX9h
+AD/Ez7hLwwf4H/CJ/yF4QP8T/iEvzB8gP8Jn/AXhg/wP+ET/sLwAf4nfMJfGD7A/4RP+AvDB/if
8Al/YfgA/xM+4S8MH+B/wif8heED/E/4hL8wfID/CZ/wF4YP8D/hE/7C8AH+J3zCXxg+wP+ET/gL
wwf4n/AJf2H4AP8TPuEvDB/gf8In/IXhA/xP+IS/MPwf941/TwuK06YAAAAASUVORK5CYII=" alt="" />
# 编写一个函数，将二进制的均值转换为python的均值
def convert_mean(binMean,npyMean):
blob = caffe.proto.caffe_pb2.BlobProto()
bin_mean = open(binMean, 'rb' ).read()
blob.ParseFromString(bin_mean)
arr = np.array( caffe.io.blobproto_to_array(blob) )
npy_mean = arr[0]
np.save(npyMean, npy_mean )
binMean=caffe_root+'examples/cifar10/mean.binaryproto'
npyMean=caffe_root+'examples/cifar10/mean.npy'
convert_mean(binMean,npyMean)
#将图片载入blob中,并减去均值
transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})
transformer.set_transpose('data', (2,0,1))
transformer.set_mean('data', np.load(npyMean).mean(1).mean(1)) # 减去均值
transformer.set_raw_scale('data', 255)
transformer.set_channel_swap('data', (2,1,0))
net.blobs['data'].data[...] = transformer.preprocess('data',im)
inputData=net.blobs['data'].data
#显示减去均值前后的数据
plt.figure()
plt.subplot(1,2,1),plt.title("origin")
plt.imshow(im)
plt.axis('off')
plt.subplot(1,2,2),plt.title("subtract mean")
plt.imshow(transformer.deprocess('data', inputData[0]))
plt.axis('off')
(-0.5, 31.5, 31.5, -0.5)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" alt="" />
#运行测试模型，并显示各层数据信息
net.forward()
[(k, v.data.shape) for k, v in net.blobs.items()]
[('data', (1, 3, 32, 32)),
('conv1', (1, 32, 32, 32)),
('pool1', (1, 32, 16, 16)),
('conv2', (1, 32, 16, 16)),
('pool2', (1, 32, 8, 8)),
('conv3', (1, 64, 8, 8)),
('pool3', (1, 64, 4, 4)),
('ip1', (1, 64)),
('ip2', (1, 10)),
('prob', (1, 10))]#显示各层的参数信息
[(k, v[0].data.shape) for k, v in net.params.items()]
[('conv1', (32, 3, 5, 5)),
('conv2', (32, 32, 5, 5)),
('conv3', (64, 32, 5, 5)),
('ip1', (64, 1024)),
('ip2', (10, 64))]# 编写一个函数，用于显示各层数据
def show_data(data, padsize=1, padval=0):
data -= data.min()
data /= data.max() # force the number of filters to be square
n = int(np.ceil(np.sqrt(data.shape[0])))
padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)
data = np.pad(data, padding, mode='constant', constant_values=(padval, padval)) # tile the filters into an image
data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))
data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])
plt.figure()
plt.imshow(data,cmap='gray')
plt.axis('off')
plt.rcParams['figure.figsize'] = (8, 8)
plt.rcParams['image.interpolation'] = 'nearest'
plt.rcParams['image.cmap'] = 'gray'
#显示第一个卷积层的输出数据和权值（filter）
show_data(net.blobs['conv1'].data[0])
print net.blobs['conv1'].data.shape
show_data(net.params['conv1'][0].data.reshape(32*3,5,5))
print net.params['conv1'][0].data.shape
(1, 32, 32, 32)
(32, 3, 5, 5)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" alt="" />
AAALEgAACxIB0t1+/AAAIABJREFUeJzt3WuM3XX17/Hv7mU691un7XRaOr1RbgIKGsSIPNFokUQk
kkpAELmpWKEKaakZqi3QltKbFUHKJWDirQ+IRjBiMCoCDUoVQilCS1sonWmnM537dKbTznlwch6c
pOuzOL/f2etf9f16urL2/s5v//Ze3cn+dBVGR0cTAAAovjH/0wcAAOC/BUMXAIAgDF0AAIIwdAEA
CMLQBQAgCEMXAIAgDF0AAIKMK/YTPPnkk2YQeO/evbJ3cHDQrI0bp49eUlJi1lpaWmTvc889Z9be
e+892Xv06FGzNnbsWLPm/T3XXHONWduyZYvs3bFjh1nr7e2VvUpdXZ2sL1261Kzdd999snfChAlm
rbKy0qyp1z2llLq6uszawoULZe+yZcvM2pgx+t+vpaWlmWoppdTd3W3W7rrrLrO2efNm+bjqflTX
PyV95o6ODtl70003mbXly5fL3pGREbN2/Phx2aveY6rXO5OqFwoF2ZvHwMCAWVu5cqXsXbdunVkb
P368WfM+p9Tr09nZKXvV+2vVqlWyV92v6j5PSf+9Xq+6l0dHR0/44vNNFwCAIAxdAACCMHQBAAjC
0AUAIAhDFwCAIEX/9fI///lPs6Z+NZZSSnPnzs38vD09PZl71Zm9X8eefvrpZk39wtX7ZZ/y/PPP
y7r6leMpp5wie9WvFY8dO6YPlvFxPeqXpt7WrDzPq3rzbOvyfuHqvU8s3i8v1Zm9XwKr1957XiXr
35pSSkNDQ7KuzpznvlBn9l5blXbweJ9Fivq1r6p597mqe7/SV1pbW2VdXYuqqirZW11dbdbKy8v1
wTLgmy4AAEEYugAABGHoAgAQhKELAEAQhi4AAEEYugAABGHoAgAQpOg53SNHjpi1Cy+8UPaqjNu2
bdsyn8mjsnMXX3yx7FVZ3H/84x+ZntOjNueklNJ5551n1rzc3ZtvvmnWvPyb4v29KlOprrGXHfay
nEqeLK7KvXrXIuvzqo0vKen3l3cd1ft6eHhYH0yoqKiQdbUVy8sWq/vG2xKlqDN71yLrVrK81KYu
dV9496rKLJeVlfkHM3ivj7rXvf+zQV3nYrwGfNMFACAIQxcAgCAMXQAAgjB0AQAIwtAFACAIQxcA
gCBFjwx97nOfM2v79u2Tva+++qpZq6mpkb2TJk3SBxM+85nPmLUDBw7I3u3bt5s19TN9VfPMnz9f
1t955x2z9sYbb8jehoYGs9bU1KQPJngrs1RkRUVo8kSRPOrM3uOqM3uRoKxxFm+tXJ7rqOTpzbPa
z7tO6noUa+WjilZ5irmmUlHxmzz3VLHWJ3rP613HwcFBs6bWHGbFN10AAIIwdAEACMLQBQAgCEMX
AIAgDF0AAIIwdAEACMLQBQAgSNFzuioHunXrVtk7b948szZnzhzZ661zUtSZX3vtNdl72mmnmbWp
U6eatfb2dv9ghvfff1/W1ZnVeVNKae7cuWYtT+bVW5ml1rSpmpfJK1aG1Msv5rlWWVf7eRnRYp1p
YGAg8+OWlpbKeklJSebHVjneYq2d87LDeXKgeTLNauWgen95WVt1X+RZn+j9vwzqfe2t81Tvgzyf
Fxa+6QIAEIShCwBAEIYuAABBGLoAAARh6AIAEIShCwBAkELWOMIHfoJCobhPAADASWZ0dPSEOUK+
6QIAEIShCwBAEIYuAABBGLoAAARh6AIAEIShCwBAEIYuAABBir7ab/PmzWbNW+OlMsRqNZVX/+Y3
vyl7V65cada8FWBqZZ1aIeWtYVuyZIlZ+/nPfy57q6urzZq3UnDv3r1mzVt7dffdd5u1Rx99VPaW
l5ebtcOHD5s1dd6UUhocHDRrP/zhD2Wvupfr6+tlb29vr1nbv3+/7FVnXrFihVnLc41bW1sz93pr
G2+88UaztmrVKtmr7rm2tjbZ29jYaNYmTpxo1rzPizVr1si6os6szpRSSlVVVWZt4cKFsveGG24w
a1dddZVZ6+vrk4/79NNPm7UZM2bI3qVLl5q1W2+9VfZecsklZu3gwYOy989//rNZU6tNU9Kfyxa+
6QIAEIShCwBAEIYuAABBGLoAAARh6AIAEIShCwBAkKJHhjo7O82aFxlS8RwvllBSUqIPJnjxHaWi
osKsjRlj/xsnz3lVHMXjxRLGjx9v1g4cOJD5eb3owfHjx83apEmTzJo6b0p+PEdRUaWRkRHZW1tb
a9ZUlCUlP/Jg8d4j6j7v6uqSvSquUiiccKPZB+K9D4aGhszawMCA7K2srDRr6n3rUZ9jKu6VUkr9
/f1mbdq0abJX/T2eT33qU2btrLPOMmsLFiyQjzt58mSzNn/+fP9ghgsuuEDWzz77bLN22WWXyV51
nVUUKSu+6QIAEIShCwBAEIYuAABBGLoAAARh6AIAEIShCwBAEIYuAABBip7THTfOfgq1ui8lnSP0
Mr7qeT158sEqX6oypHmyjV6mUuVpvYyoypfW1NTogwneWkC18kytSFRrDFPy/15FZS5VhjellHp6
esyayh2npDOxiroXPd59rl57L4OteGdWr73Xq7K4eT4v1Jm8+1zlu701onnOrLK4y5cvN2t/+9vf
5OP+9re/NWteZlk588wzZV2d+eWXX5a9zzzzTKYzZcU3XQAAgjB0AQAIwtAFACAIQxcAgCAMXQAA
gjB0AQAIUvTIkPoZvxeTUXVv/Z73c/tiUWdW0YI8P/9X685S0nEVL7ZVXl5u1rw1eooX7xgeHjZr
HR0dZs2L13hRM0XFO7z7UZ3ZW9GWNfqjVkl6vPePihR5aw4V732gnjfPmYsVr/KiVyrGlOf95fnD
H/5g1l588UWz9qMf/Ug+7ic/+Umz9oMf/MA/mOGPf/yjrG/dutWsrV+/XvaqM69bt04fLAO+6QIA
EIShCwBAEIYuAABBGLoAAARh6AIAEIShCwBAEIYuAABB/kdzul5GVK3F8nJ1eXJ3israpqQzs+rv
nTBhQuYzeblI9by9vb2yt7u726yVlJTogwlehlRlFNV9MTAwkPlxPSoH6j2uOrN3T2Wl8tkp6dfP
ux/VdfbuKcVb/6buZW/VpHqf5HkN+vv7zZr3GVdfX2/WvPdInjy0OvO1115r1s455xz5uJs2bTJr
O3fu9A9mUJ9DKaV05ZVXmrVzzz1X9m7evNmsqRWjWfFNFwCAIAxdAACCMHQBAAjC0AUAIAhDFwCA
IAxdAACCFLyftOd+gkKhuE8AAMBJZnR09IR7XvmmCwBAEIYuAABBGLoAAARh6AIAEIShCwBAEIYu
AABBGLoAAAQp+mq/q6++2qwtWLBA9g4PD5u1559/XvbOnDnTrN12222yd8WKFbKuqBVuyrhx+qW4
6667zFpLS4vsLRROGBdLKfmrx9SKRPX6pJTSmjVrzNqSJUtkr1o7l2c9n1pptmrVKtmr1pZ5r7t6
Xm8lnXr9Fi5caNa8azx27FizVlpaKnunT59u1ryVj1dddZVZW7Rokeytra3NVEsppUmTJpk1tZLz
uuuuk4+7du1as+bdF+perqqqkr3q9bv++utl76OPPmrWDhw4YNY6Ojrk46r1l5WVlbJX3a9PP/20
7FUr+LyVgkeOHDFr3opL7zPjRPimCwBAEIYuAABBGLoAAARh6AIAEIShCwBAEIYuAABBih4ZuuCC
C8za+eefL3u/9rWvmTX18/+UUrr44ov1wYSKigqz5kUAvLiERcVCPKecckrmXhU7SElHhgYGBjI/
77x582RdRSlULMGLQHV1demDFalXRXC8eI6KsyjeedV1rKurk70qSnHs2DF9MME7s7ovGhsbZa+6
zoODg/pgwtSpU82a9/d0d3ebtd27d8ve5uZmfTBh1qxZZk29hzo7O+Xj7tmzx6zNnTvXPZfl1FNP
lXV1X7z11luyd/v27WYtzzW28E0XAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIwdAEACFL0
nK7K4q5bt072btu2zaz94he/kL1qlZpHZee8DKLK244ZY/8bR2UmPSpLm5JeG+jldNWZy8vL9cEE
L5eszqxq3uNWV1frgwm9vb1mzctnq+f11od5r6/Fy1GrM3tnUq+9WpXmyZPx9VbhqdVy6rX1qHvO
W0Op1jp6mVj1OZWHeu3r6+tl73vvvWfW8uTcveuoztXU1CR71ZzJc2YL33QBAAjC0AUAIAhDFwCA
IAxdAACCMHQBAAjC0AUAIEjRI0N/+ctfzNrWrVtl78qVK83axz72MdnrxZEUFbUYHh6WvSreoaIu
WWMhKaXU09Mj6yr2o2pe3Vujpxw+fFjWs65h8yJQIyMj+mAZqXWQKeVbhefdcxbvWqgz54kxZT1v
Sv6aQxUL8nrVdc4TMVS93ntERQW9eyrPak31/lOrJL3ojorG5Xnvtba2yrpauerFBGfMmGHW8sTf
LHzTBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAgRY8MqZ/TX3HFFbL37LPPNmtPPvmk7O3r
69MHE6ZNm2bWvJ+Qq5+uqwiH2oDiyRPv8CJDaoNKnsiQtw1IxTtU9MCLXuWJZqm4RG1trexVr70X
V8m6AceL0KgohXdfqDPn2diT58zea6u28uTZJqPiN957JM9GnzwbmTo6Osya+uz0nnPOnDlmzYsb
Kbt27ZJ19f7yImwf+tCHzJqKT2XFN10AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAg
SCFP1vIDPUGhUNwnAADgJDM6OnrC/4yAb7oAAARh6AIAEIShCwBAEIYuAABBGLoAAARh6AIAEKTo
q/2WL19u1srLy2WvWm21b98+2avWv6kzpZTS6tWrzZq3Rm/KlClmra2tzax5K7Nuv/12s3bPPffI
XnWda2pqZO+7775r1rxVauo6P/jgg7JXXaupU6eaNbVaMaWUOjs7zdqyZctk78MPP2zW1HlTSqm5
uVnWFfUatLS0mLX169fLx1XvoaamJtlbUlJi1rw1eerMa9eulb09PT1mzYs/jhtnf9ype+rGG2+U
j/vII4+YtcHBQdmr5FlDeeutt8r6hg0bzJr6jPM+s9Xq04MHD8pedV88+uijsresrMyseffjnj17
zJq32m/jxo2yfiJ80wUAIAhDFwCAIAxdAACCMHQBAAjC0AUAIAhDFwCAIAxdAACCFD2nq/Knf/3r
X2VvY2OjWTvjjDNkb1VVlT6YoPJxL7zwguydNm2aWTvnnHPMWnV1tX+wjF588UWz1tDQIHtPO+00
szZx4sTMZ/Lybyrf2NfXZ9a8rGae3GRFRYVZq6yslL0q3zhmjP63r/fYFu89UFtbm/k51d+TZ13o
oUOHZH14eNisebnWsWPHmjUvr66oz7jx48fLXnWt1P81kJJ/3ygq16o+i7z/p0CdKc9nsvc5pTLA
u3fvlr29vb1mTX2eZ8U3XQAAgjB0AQAIwtAFACAIQxcAgCAMXQAAgjB0AQAIUvTI0CWXXGLW5s+f
L3u3b99u1rw1UYcPH9YHEz772c+atU9/+tOy94033jBraq2c9/col19+uaxfeumlZk1d45RSam9v
N2veOjulv79f1tXP+FWcpVAoyMf1okqKioZ48Q4VZ1FRlpTyRUMUtepOre5LKaXS0lKz5sVKFG/F
pYoMeVEl9RrkiZKp1yfPej6Pd60UFflSr58XgVJ1772peJ+P27ZtM2vea6DWbqpVrVnxTRcAgCAM
XQAAgjB0AQAIwtAFACAIQxcAgCAMXQAAgjB0AQAIUvSc7jPPPGPW8qznU/nRvLZs2WLW5s2bJ3tV
9lGtpBsYGPAPZlDXOKWU5syZY9bUurqU9Kq1PBlEL2PY1dVl1lQu0svL5rnOR48eNWvd3d2yV2Wa
veuYNcPd09OT+XG9M6k8Zp5rnGc9n5fBzppN9ah72cumqnvKy0rnWaGo3ifqcVVOOiV9X3gZX+WV
V16RdfXZetZZZ8ne2bNnmzXv8yQLvukCABCEoQsAQBCGLgAAQRi6AAAEYegCABCEoQsAQJCiR4ZU
fOC5556TvbNmzTJrdXV1snfy5Mn6YIKKyezYsUP2qjNPnTrVrFVXV/sHM7S2tsq6Wjc4c+ZM2avO
3NjYKHuVM888U9bV61tfX2/WvMiJitH89Kc/lb0TJ040a976vTwrwrLeG97KQHUdGxoaZK+K2HhR
JUXFBFPSr68XZ1GRIS+eo6jnVRHClPLFc7y6oiJ5Sp4IVJ71pWVlZbKuPnebmppkr7qniAwBAPBv
jKELAEAQhi4AAEEYugAABGHoAgAQhKELAEAQhi4AAEEKedZDfaAnKBSK+wQAAJxkRkdHTxhq5psu
AABBGLoAAARh6AIAEIShCwBAEIYuAABBGLoAAAQp+mq/zZs3m7WKigrZq1ZXtbW1yd7+/n6ztmLF
Ctn70EMPmbXS0lLZOzQ0ZNb27dtn1vr6+uTjrl+/3qzde++9sletS/NWzqmVdR0dHbL35ptvNmvf
+ta3Mj+vWkmnVs6llNLg4KBZW758uezdtGmTWfNW+6n7Rt2rKaXU3d1t1lpaWsyaOm9KKdXW1pq1
yspK2at498UNN9xg1n7yk5/IXrXmUK3uS0mvpVPX+Ctf+Yp83IcfftiseSvpVN1bU6nu5WuvvVb2
/uxnPzNrO3fuNGveGtH58+ebtddff132Ll261Kw98sgjsve1114za97768tf/rJZ2759u+y97bbb
ZP1E+KYLAEAQhi4AAEEYugAABGHoAgAQhKELAEAQhi4AAEEYugAABCl6TnfixIlmrbOzU/a+++67
Zm1gYED2Tpo0SR9MaGhoMGteBlFlcVUWsK6uzj+Y4ejRo7J+4MABs1ZTUyN71bnGjct++3iZyvb2
drOmcsfe4+ahnte7l1VOd/z48bI36/pN7z2gcqDe36NeH3W/ebxr0dPTY9b2798ve9Xf1NXVpQ8m
lJSUmDUvf6+u1eHDh2Wv9xmoqIx2b29v5udsamoyay+99JJ/MIP3/wmoz8CRkRHZO3v2bLO2bds2
fbAM+KYLAEAQhi4AAEEYugAABGHoAgAQhKELAEAQhi4AAEGKHhlSP/F/6623Mj+u9xNy9ZN4j1qZ
tWfPHtmrVrzNmDHDrHlrDhUVWUhJRw+8WIK6jt7zKl5USUVS1KouL3qVJ+akYj9erEdFLbyYU9br
rO7jlHRMxosMqbWbed57hw4dkvWDBw+aNS/Ol3VdpEedSdVS0jFC716dPHmyPpgwduxYs6ZiTurz
PCW9WjNr9O2DUPeyikClpN9fx44dy3wmC990AQAIwtAFACAIQxcAgCAMXQAAgjB0AQAIwtAFACAI
QxcAgCBFz+nu2LHDrB05ckT2qpVLamVgSjrL6VH5YZVPTCmlefPmmTWVIVV5PY/Kj3p173lVxk1l
/TxeNlXleNUar6GhIfm4eXK66u8tKyuTveq+USv2UvJfX0ue18fLraozeX+PonKeXr25uVn2qvef
97yKeu3VOsiU9PpFL3Pu3XOKuh+rq6vNmpf9VqsK89yPXsY3TzZc5bvz/F8EFr7pAgAQhKELAEAQ
hi4AAEEYugAABGHoAgAQhKELAECQokeGVETD+4m/+rm9WpWWkh8dUdTP06dNmyZ7KysrzZr6ub0X
RVIKhYKsq/iNF9tSEYA8P9P3zqweO88aLxWH8Kh7bvz48bJX3Y/emdVKOmXfvn2yrta0eZEuFbMY
GRnRB8t4ppR0HMmLVqnXQMXQ8vCuY573UJ7POPX6qTN5n1NqJacXn1JaW1tlXV1nbz2fWteaJ0pm
4ZsuAABBGLoAAARh6AIAEIShCwBAEIYuAABBGLoAAARh6AIAEKTgrUzK/QSFQnGfAACAk8zo6OgJ
/zMCvukCABCEoQsAQBCGLgAAQRi6AAAEYegCABCEoQsAQJCir/Z77LHHzNr7778ve9UqtYsuukj2
vvDCC2btnnvukb1PPPGEWfPWlqkzq7VY3mqxJUuWmLXHH39c9qp1aN7zqhV86nFTSukb3/iGWVu3
bp3sVSve1EozbxWXqt95552y99577zVr3nVU0TxvLaBaj7l48WKztmnTpsxn8l7brI+bUkqLFi0y
a/fff3/mxx47dmzmXvXe9O6LlpYWs+atklTrCL2VjmpV6O233y5777vvPrOm7kd1L3p177Nz4cKF
Zs27L7Kuv/R49/J3v/vd/+fH5JsuAABBGLoAAARh6AIAEIShCwBAEIYuAABBGLoAAAQpemSovr7e
rO3Zs0f2qvjN5MmTZW9/f7+sKzU1NWatublZ9paVlZm13t5es7Zjxw7/YAbvZ/xTp041a17E5tix
Y2btnXfe0QcTamtrZX369OlmTf29XnTAi6kp6lqoaFVK+szqnknJjxRZVAwmJX1m7zrm6VVUHCzv
86pe7z2klJeXm7WJEyfKXvXaqs+LD1JX1N+rYk7edTpy5IhZ6+vr8w9m8KI7KnrlKdaZLXzTBQAg
CEMXAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIUPaer1m15WdqOjg6z5uVLvVyX8vvf/96s
qUyXR2VTVZ7Z8+yzz8p6V1eXWfPWbak89JQpU/TBhJdfflnWu7u7zZo6s3cdGxoa9MEE9bxeRjTP
qjxvZZ1F5Yq9x/XuC9Wb9bwfhLrO3jVW58qahU4ppbq6OrPmrfZTKywPHDgge71Ms6JyrarmfWYf
PHjQrHnrL5WSkpLMdS9re/jw4UxnyopvugAABGHoAgAQhKELAEAQhi4AAEEYugAABGHoAgAQpOiR
IaWiokLW1Yo9b61VnlVPahWe95N5FbVQP2vPE1mYNWuWrA8ODpo172f8apWXen0855xzjqyrc+WJ
Snj3nKLiKt5qP9Xrxd+y3svemVSsLs+qwjz3shcNUbznVY+dZx2hWt+n4nop6VWTKk6Ukr8eU6ms
rDRrnZ2dZq29vV0+rvqsKdZ5U9LX6tChQ7JXRevyRDktfNMFACAIQxcAgCAMXQAAgjB0AQAIwtAF
ACAIQxcAgCAMXQAAghQ9p6vWU3m5uvLy8kyPm5Jet+VRGcSmpibZq/KNai2gt35K8fJvzc3NZs1b
wzYwMGDWvByhUlVVJevqb1L5Ui9H7eUmlTzr+dR94T2ul5m1eBls9bjec6rMa57Vft46QpWn9dZ5
qr8pT7a4ra3NrHkZUUWt1UwpX+ZcfX6qnK53ndTqTPV57vHW76lVoF7OXf1/A3musYVvugAABGHo
AgAQhKELAEAQhi4AAEEYugAABGHoAgAQpOD9zD73ExQKxX0CAABOMqOjoyfMqPFNFwCAIAxdAACC
MHQBAAjC0AUAIAhDFwCAIAxdAACCMHQBAAhS9NV+W7ZsMWv19fWZH9dbK6dWV33961+XvYsXLzZr
3uo4tZpMrZjyVkjdfffdZm316tWyV63F8tbKqRV83ut3yy23mLUbbrhB9qrrOGHCBLOm1jKmpNfO
bdy4Ufb++Mc/NmveSjqVh/d6lUWLFpm1Z599VvaOjIxkPpNaU+m54oorzNqmTZtk7+DgoFnzXnu1
lq6jo8Osff/735eP+9BDD5k1b0Wi+kxQ93lKKe3du9esqc+wlFJas2aNWVOvfVlZmXzcyspKs9be
3i57lyxZYtbWrl0re9X72rtX1azwVpAuX75c1k+Eb7oAAARh6AIAEIShCwBAEIYuAABBGLoAAARh
6AIAEKTokSEVhfFiMipmMTAwkPlMnr6+PrPmRYYUFc/x4g5KV1eXrHd3d5s19VN7r67iAR7vtVfX
o7a21qx5kQYvwqGoe07FbzxebGvMmGz/NvbeI6o+NDSUude7p5Ty8nJZV/dNb2+v7FXRuTyfJ7Nn
zzZrXuxHRaBUjCmlfPfy3LlzzZo689GjR+XjqihnSUmJfzBDW1ubrKvPOO86TZ8+3aw1Nzfrg2XA
N10AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAgSNFzuirX6uWnVH6xs7NT9nrZVSVP
nkxlFFWG1MutKl4WUOVavb9VZXHznNnLv9XU1Ji1uro6s+blnYeHh/XBBJWp9HK6KnPuZR+z3o/e
e0RlG1VWPSWda/XuR+Xvf/+7rKvXwFvhpu7XPO/5V199NfOZ1HX0Mst57uXXX3890+Oq65+S/rxQ
7wGP938CzJo1y6xNmjRJ9lZXV5s17z2UBd90AQAIwtAFACAIQxcAgCAMXQAAgjB0AQAIwtAFACBI
0SNDu3btMmtetED9dF2tkEpJxyE89fX1Zu3YsWOyV0WGSktLM9U8U6ZMkXUVzfJeAxVzyhOzaGxs
lHUVGVI/8ffW4Hnr3xQV7ckT3/Cic1lXuHlxB7U6zosMqb9XvXYe9d5LSb++Xlxs/PjxZq1Y6wi9
97WKs3hn8uJIiroWivf3qM+EPKsIvftCxcG8WdHa2mrW8swRC990AQAIwtAFACAIQxcAgCAMXQAA
gjB0AQAIwtAFACAIQxcAgCBFz+keOnTIrHm5LZWL9DJqeTJsahVenpyuyrDlybx6uUi1Ust7XpV9
zJO781bhqbrKiHqP62X2svIyonmuY9Z7w1ulpjKvXn5b/T3eSjqloaEhc2+evzdPTl5lXtV60pSK
l/32qDPnWUOpVrnmWfnovQdUJt27L9Tf5L2vs+CbLgAAQRi6AAAEYegCABCEoQsAQBCGLgAAQRi6
AAAEKXg/p879BIVCcZ8AAICTzOjo6AmzgHzTBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAg
DF0AAIIUfbXfqlWrzJpag5eSXs938OBB2VtRUZHpTCmldM8995g1b7XVwMCAWWtvbzdr1dXV8nE3
btxo1jZs2CB7p06datbUeVNKqa+vL3Pv4sWLzdqKFStkrzqzWnnmrUNTq/9uv/122bt+/XqzNnny
ZNmr7mVv3aDqvfPOO82ad43V6/eRj3xE9qr79Ze//KXsffzxx82ad+bu7m6zdt5558le9Rr9+te/
NmubNm3bo9WuAAAMbklEQVSSj6vOrN4/KaV07rnnmjVvZeczzzxj1h544AHZu3r1arOm7osvfOEL
8nHXrFlj1i677DLZu2DBArPW0tIie9UKvvnz58ve5cuXm7UvfelLsverX/2qrJ8I33QBAAjC0AUA
IAhDFwCAIAxdAACCMHQBAAjC0AUAIEjRI0OHDx82a97P6ZWmpiZZP+WUUzI/tor2dHR0yF4VSWls
bDRrs2bN8g9m2LVrl6yrCIB3nRoaGszaoUOH9MGE999/X9ZVNEuduby8XD5ub2+vPpjQ1dVl1lRk
ISUdgfLO7MXjLPPmzZP13/zmN2bt+eefl71btmwxa977WkWGvDM/9dRTZm3r1q2y91e/+pVZU6+t
Fxlqbm42a7/73e9k70svvWTWnnzySdnb399v1rzIkPp7J06caNYmTZokH/eNN94wa1niNf+Hd0/N
mDHDrE2bNk327ty506x5UcAs+KYLAEAQhi4AAEEYugAABGHoAgAQhKELAEAQhi4AAEEYugAABCl6
TreystKszZkzR/aqjKha3ZdSSp2dnfpgQn19vVnz8rS1tbVmraqqyqzlySx712L37t1mbXBwUPZ+
+MMfNmvTp0/XBxO8tWXvvfeeWVOr7s4++2z5uF7OUFFZ3H379sneoaEhszZ79mzZmzUrqPKWKaV0
3XXXmbVLL71U9i5dutSs3XLLLfpggndmlfW8/PLLZe+yZcvM2k033SR7FXXmq6++WvaqVXneOrs8
Z1bvobKyMrNWWlqa+XHzfMapx01JZ929HLz6vxWOHTumD5YB33QBAAjC0AUAIAhDFwCAIAxdAACC
MHQBAAjC0AUAIEjRI0Pq5/Tez8/V+ikvotHd3a0PJqg1USUlJbJXraRTawG9n8QrXuSkUCiYNRXN
SUn/nF7FiTzemceMsf89qNYCquufUr4zq/V83ppDtZ5veHhY9p566qn6YIZt27bJ+h133GHWNm7c
KHvXrl1r1k4//XR9MEGtuksppe985ztmzVvBp+pnnHGGPpjw+uuvm7Vvf/vbmc/k/T1/+tOfZF1R
MUP1HvI+d1WMUK0Y9XixyOPHj5u1AwcOyN6ZM2eaNfX5lxXfdAEACMLQBQAgCEMXAIAgDF0AAIIw
dAEACMLQBQAgSNEjQxMmTDBrKhKUkt7w4MUsxo8frw8mqC0bXhRJ/XQ963Pm7T3ttNPMmtrklFJK
bW1tZm3Xrl36YIIXvVIbqOrq6szau+++Kx/37bff1gcT1KYgtV0qJb3pZP/+/bL3zTff1Acz7N27
V9Y3b95s1s4//3zZe/PNN5s1Lz6lqDhYSik98sgjZu0Tn/iE7L3++uvNWrHO/MQTT8jej370o2bt
mmuukb3t7e36YIJ6/6nPbO9enTt3rlnLc429eKmqe2dWkTwV88yKb7oAAARh6AIAEIShCwBAEIYu
AABBGLoAAARh6AIAEIShCwBAkMLo6Ghxn6BQKO4TAABwkhkdHT3hTlW+6QIAEIShCwBAEIYuAABB
GLoAAARh6AIAEIShCwBAkKKv9nvggQfMmrfa76KLLjJrDz74oOydP3++WfNWZt1yyy1mbcqUKbJX
rSMcN86+3GPHjpWPu3TpUrO2cuVK2Ttz5kyzViic8FftH+hc6u9JKaUvfvGLZs1beTZt2jSzNjg4
aNa8CJz6ez7/+c/L3g0bNpg1tfYvpZSOHDli1rw1lFVVVWZt4cKFZu3++++XjztmjP1v7v7+ftk7
MjJi1tTfmlJKq1evNmtPPfWU7FUr3Lzn7enpMWutra1mbcmSJfJx161bZ9a898jRo0fN2sDAgOxV
97L6vEgppfvuu8+sqVWh3upSdWZ1z6SUUktLi1lTayhTSqmystKseZ9xal2r9xosWrRI1k+Eb7oA
AARh6AIAEIShCwBAEIYuAABBGLoAAARh6AIAEIShCwBAkKLndFU2zsum1tXVmbW3335b9l555ZX6
YMK//vUvs/bKK6/IXpUTra6uNmsNDQ3+wQy7d++W9V27dpk17zVQGdGamhp9MGHnzp256paSkhJZ
z3NmlcH2Mogq36geNyU/62nxroXKL3r3hcrxetdC8f5WlS32qByvl7NWVK/KlKek7wsvE+u9vop6
7dXf4+Xg1ZnzvHZe1nZ4eNiseWdW92sxVt/yTRcAgCAMXQAAgjB0AQAIwtAFACAIQxcAgCAMXQAA
ghQ9MtTX12fWVCQoJb3GS63ESsmPYSgLFiwwax0dHbJX/b15foqvXHjhhbKuYlvedVT1PGdubGyU
dbX2UcUDvOhHZ2enPpigIidevENFcLx4jle3qOuUkl4p6L1/1H2R573nredTvHtZPXaemJN6H3hn
UlEYLxJUrMhQMSNfWXnvrzyRLyVPzMl8zP/vjwgAAE6IoQsAQBCGLgAAQRi6AAAEYegCABCEoQsA
QBCGLgAAQYqe01VZMi/n2dbWZtamTp0qe71cl/Lxj3/crHmr4VROrb293azt379fPu79999v1srL
y2VvU1OTWausrJS93d3dZs3LLCterk5luMvKysyal/P0Vq0pEyZMMGtZs7Te46bkv0YW7z2Q5z2S
JyOqeNlilZv0MrGqN8/foz7HvJynum+8M6n3gUdlqdV94a3YU39vnvfIwMCArOd5DVQvq/0AAPg3
xtAFACAIQxcAgCAMXQAAgjB0AQAIwtAFACBI0SNDilrdl1JKra2tZm369Omy99ChQ5nOlFJKO3bs
MGte5EStS1M/P88TWXjrrbdkXf3c3osbqQiU16uo+FRKerWfih6o659SSvX19fpggor2eM+r4ixe
DCPrqjwvlqXuRy+6o2IledahHTx4UNbVZ4Zaq5lSSv39/WYtz2q4iooKs5Zn5aP3/vKiZlmfNw/1
OZbnOb11g+o94t2P6jOOyBAAAP/GGLoAAARh6AIAEIShCwBAEIYuAABBGLoAAARh6AIAEKRQjBzS
//UEhUJxnwAAgJPM6OjoCQP4fNMFACAIQxcAgCAMXQAAgjB0AQAIwtAFACAIQxcAgCBFX+331FNP
mbWqqirZq9Z87du3T/aqVWrf+973ZO/jjz9u1rx1W2qlYEdHh1nz1ru1tLSYtccee0z2qrVzPT09
sjfPisRly5aZtfXr18tetQZMvbZqjWFKevXY4sWLZe+GDRvMmrcyUL2+3ko6Vb/jjjvMmndfNDY2
mrWysrLMZ2pra5O9N954o6wD/8n4pgsAQBCGLgAAQRi6AAAEYegCABCEoQsAQBCGLgAAQRi6AAAE
KXpO95133jFrtbW1sldlG0tLS2Xv8ePH9cGE/fv3m7WKigrZO2aM/e8YlfEdHBz0D2bo7OyU9crK
ykxnSimlhoYGs+blSxV1jVNKaWhoyKypazVunL6lJ02apA8mDA8Pm7XDhw/LXpUtVo+bUkrHjh3T
BzOMjIzIeldXl1nr7u6WvUeOHDFree4L4D8d33QBAAjC0AUAIAhDFwCAIAxdAACCMHQBAAjC0AUA
IEjRI0NqdZwXS1DxjpqaGtnrRYqUPHEIFbFRZ54wYYJ/MIO3FlBFbLzrWF1dbda810/xzqxWy6m1
f97r7q3gU9SZ1frElFIaHR01a14kyItBWfLE5ry4kYo5ZY04Af8N+KYLAEAQhi4AAEEYugAABGHo
AgAQhKELAEAQhi4AAEEYugAABCl6TldlXlWGN6WU+vv7zdr06dNlr8rLelS+sbe3V/aqv7epqcms
TZw40T+YQWVAU/LPrKhcq1oZ6KmqqpJ1lVtWOV2V700pX05XXWfvNVArH9Xf4/Uq6v3j8bK26rHz
rKkE/tPxTRcAgCAMXQAAgjB0AQAIwtAFACAIQxcAgCAMXQAAghQ9MqRWx5WUlMheFb/x1srlWZVX
W1tr1rwzqyiFOrMXG1G81W/qzN6qQrXiraKiQh9M8CJD5eXlZk2t0fPiNXmus4rCeKsKVaRoYGBA
9nqPbenq6pL1oaEhs6ZW96WkY2jqcYH/dnzTBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAg
DF0AAIIUvJVkuZ+gUCjuEwAAcJIZHR09YcCeb7oAAARh6AIAEIShCwBAEIYuAABBGLoAAARh6AIA
EKTokSEAAPC/8U0XAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAg
DF0AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAgCEMXAIAgDF0AAIIwdAEACMLQBQAg
yP8C/NBdipAXA+sAAAAASUVORK5CYII=" alt="" />
#显示第一次pooling后的输出数据
show_data(net.blobs['pool1'].data[0])
net.blobs['pool1'].data.shape
(1, 32, 16, 16)
AAALEgAACxIB0t1+/AAAIABJREFUeJzt3UuTXclV9vEUmFZLpUuVSlLp0i21W2rb+NY27SACgggG
DIhgwhdj7K/AjIABETABAgPRVrgJGzd0t6yWS5dSSaWq0l3CNkZM3oi38smHWquSfeqk1P/fLI/2
2Zfcl9SptfbKAy9fviwAAGAMvzHvHQAAAP8fAzMAAANhYAYAYCAMzAAADISBGQCAgTAwAwAwEAZm
AAAGwsAMAMBAvjSvDa+srISVTX71q1+F63nw4MEk+zMLR48eDZc5cOBA1X78+PGev+OcOXOmap8/
fz78jnr48GHz2dbWVtV+/vx5s4zu33//939XbXdepyh0c+HCheazL32pvsR/4zfi/4s+ffq0ar/5
5pvNMm+88UbVPnbsWLgd7Yf//M//bJb5zd/8zV33zZ177U933tbW1qq29lWmXxw9b/fv36/a//Vf
/9V8R8+JXqul+D7f6dmzZ+G+LS4uVu2DBw+G37ly5Uq4jPqt3/qt5jO9Hhx37+z04sWLcB16HTq/
/OUv97yeI0eOhMvcvXs3XG9G1FeZZ+Kr5uXLl7s+xPnFDADAQBiYAQAYyNz+lN37p7NXif6Jcapj
1j8fuj9nLSwsTLItpX+OdX9yjI7T/Qk382e7iNtu5s/+KvozqqN/nnV0/w4fPtwsk/mzfyRzzJn9
VbpvpZTy61//etfvZP6kn/lTq3LXkP55W4+x51rIcOt98uRJ1XbHeOjQoaqtYQz3p/df/OIX4Xp7
6Hq2t7cnWa/K/Il/ij9da986UzxzZuX1Hx0BAHiFMDADADAQBmYAAAbCwAwAwEDmlvwVva9ZSpu8
MVWiw37RBBWX7DOF48ePN59p37lkGaXL6DvLpbTJPEtLS+F6NYHJJQzNKvlLufelNWloeXm5amcS
SVxiVLSMuwei+8K9F6zv0WbuLe0r13d6Dbltax0BvUdPnz7dfEcTgFwimr5Lfvv27aqdeSdZE6Vm
lRCZWW/mmtekQ/cu8Ze//OVwW59++mm4zLxkrs0emgCbqSFB8hcAAEhhYAYAYCAMzAAADGRuMeYe
Lsb1KtGYVynTFB1xMWaN7bkiCJubm1VbY8oa53PrzcTNNcbsYjsaT3PbjrhYpR63u4Y0/qffcevV
9WjfZeqBr6ysNMtEMtdLTyGNTIzZLaPx+aiGuPvs4sWL4f7pvly7dq1ZRmPtWuQjU9yih7s+dF9c
DsKjR4+qtuZ4uNi11jh3xXC09vgPfvCDqh0VhZklF2Oe4rmu/evql79K+MUMAMBAGJgBABgIAzMA
AANhYAYAYCBzS/7KJKhoUsCrnvzlEkCmeOHeJZ/0FNt4+PDhrv9eSl/iiJ5rl5ihy/Qkf7lrSj9z
x6RFMU6ePFm1XaEH7QdNenLX6urqatXW/i4lTqbrmRXK0f3LXEOZIiqzcv78+ar9+eefN8vovTSr
mZiU65dMUZ2IK/Bz586dqv3uu++G69ECOT331ixNcV70eu6ZIW4k/GIGAGAgDMwAAAyEgRkAgIHM
LcascRlXkEHjMm6ZV8l+vvSeicffunWrarv4q7p7927VdvFXjbdqrLJnApNS4mNy+68xZhcP1HiU
tt2ECboeLRbhYvwaP3bxZO07lbkHMv2r++/6LnM96DnR77hztr29XbVdIQ13Xe3k+je6v9y+TFHg
J7OOqSZv+Pjjj6t2ZnKaeeYGKNdXs3iuZybXGRm/mAEAGAgDMwAAA2FgBgBgIHOLMWssysUUdbKD
kWIlGZl3tXuOSeM0LlaZed9VY6da9D/DxV811pd5Z1ZjcD2xP9eXU1wzmdwAnUjExWd10hC3Xu2b
TCxY9bwz6+Kv+llmvbpMJtfBva+rMfvnz5+H69H+1GvKXatTcP2i23LXvB5jDzeZx0j0uHsmWMmc
t6NHj+663VcNv5gBABgIAzMAAANhYAYAYCAMzAAADGToCPmrPmlFhiaoZI5ZE41cwfaoUEUppZw+
fbpq66QKLnHqwoULVXtWRVN6EpgyXDEDPU6d/CBD+2GqCRM0icUV3tDEqEzf6TG7604nO+gpBHHj
xo3mM03myVyrmpiYSYLTczLVtar3m0tM02M8depUs4x+9m//9m973pdz5841n+lxat9pgZdZ0nOb
mfBDZRLGtL9d4ZVXaTzhFzMAAANhYAYAYCAMzAAADGRuMeZMwYBXXSYOlqFxGo0z9ry0X0pbmEQn
XXfxoJ4X93U9rnjI48ePq/ZURTKUmyRet7W+vl61Xbz42LFju25H4/WltLFJty9aKCEz4buek55J
QjJx3gcPHoTLKHcPZCZe0H7IFJDQAi6Zvuuh/as5H730vsgUx+mZrGE/Y8zq2bNne/5O5nrRYi2u
eIu730bFL2YAAAbCwAwAwEAYmAEAGAgDMwAAA5lb8lcmQeV1kylw0FPcwiVKZZIsNDFHk8rcvmhS
hUvu6UlGm+Ll/0zCmEs61OPWvnNJOJqQcujQoartksP0M5eg0nP+NWnoVZtZx81qpsleyiWrRUVT
piow0TMTmiYUlhIXoXHr1WO8c+dOs4wrZjIv+zUj4KuU2JXBL2YAAAbCwAwAwEAYmAEAGMjQwaj9
ik/MisZaM7EoR/tBi773xs40VqYxWhcr1vili5OeOHGiameOW2OKLmYUHWdvoZVoO267GmPWIvoZ
Lhas52C/Cu9n+m6qgjnKxV/1ml9YWKjamXyCFy9eVG3Xl7335F73xdH+1BwU9/zTz1zRl55CMLMy
1T35RcMvZgAABsLADADAQBiYAQAYyNxizJm4jMbgppp8fiSZyQO0rzQu1hv7i+I/Lgaq7+LqO8AZ
Lq43q1iU9o3rqyiO6/5dz4lem9Hk71n63nVmYoaeuHTmHfvMMlO5d+9e1db3xDP0XE9VO0HjvCsr
K+F3rl+/3nym51LbbiIUfV6M/kycVV7C645fzAAADISBGQCAgTAwAwAwEAZmAAAGMrfkr0yh/f0q
rjArWhTh8OHDM9mOS6TLJOpowpWeE5e4oYlbmSIwuh6X/KWf9Zx7t7/6mSsE0pNcpxNd6HfcZBmZ
cxLtyzwLNiwuLjafbW9vV20tFOOueU1YcpNYKL3OXF9qcpdeQy75q6fAiO5LJiFPi+6U0k5Yosu4
ySiuXbtWtd31rImHmWdtJolM15O5R7UQjz4TS+l7przu+MUMAMBAGJgBABgIAzMAAAOZW4w587K/
xvZcfO1VeoFd4y2l5OI/eowa33QyBRky65mFWcVJM/FC19/aD7qM60uN42mc1F3fGg90+6LnWuNt
mcI8mXtC1+vihXoMbn+jc+n6QfvTFWNx98pe90W3k8ltyND8AZdPoIVAXKxdi6i4OLTSGO287uFe
mXNAjJlfzAAADIWBGQCAgTAwAwAwkLnFmHviYK9ajFnjYFMV0df3H3vf93769GnV7o3RRjJx0Xm+
s96zbT2XGj/uPR69xvV9XRd/021l7gndjtvfzHqWl5er9ubmZtXO5DpkJjXR43b9oH3l3vFVU8Qz
19fXm890Ygt3jPrO989//vOqnXk/2u2/Hrcuo8+PrCnu0Z7rzPXd6x6H5hczAAADYWAGAGAgDMwA
AAyEgRkAgIHMLfnrxYsXVdsVGdCkoVct4P/w4cOqPavCGq4AvetPpYkYup4jR47833bs/9Hz5goy
6GQIPTLHnKHnza03SpRzCTa6HjcRgybuZCa+0P7NJG3pvmSSiBy9prVftC9LySU1Rdw1pAl5um/6
zHHL9HCTcGjyl+tLvb/0mnFFVvR6cIVLogRNl4CVSdCcgjsHr5spktX4xQwAwEAYmAEAGAgDMwAA
AzkwrwIdBw4cGLcyCAAAM/Ly5ctdkxv4xQwAwEAYmAEAGAgDMwAAA2FgBgBgIHMrMNLzovwHH3zQ
LKMvbv/gBz8It60vgC8tLTXL6P7oy/+PHj0Kt6P75opF6Mv+rljB17/+9aqtRRFcwQbdlpvlRwsy
aCKg25fMjFTRLFqZ4huZwg/Xrl2r2u4Y9Ry4ffvTP/3TXbfzySefNJ/9+Mc/DvdPvf/+++Eyq6ur
VVuvM3efnD59es/rzcjMJKbX77lz56r2t7/97eY7i4uLVdvdS//6r/9atR88eFC133nnneY7WrBD
z33POSulva6ioiqltH3n+vLMmTNVW+9jV5RC7z/Xd1p8JXMetbhQZiYpvY8vXLjQLPPGG2/seb36
HVdASWm/uKJAmWI9UZEi9/zQ/nXFb3T/IvxiBgBgIAzMAAAMhIEZAICBzC3GrNzf5X//938//N7V
q1er9vHjx6u2i1VqLCdTrD8TG1GZmMbRo0ertovragxLYxqZ7Tx79iz8TGNGLt6i+5uJX2WK2GTi
dj2TmOgxfPe7322W0WPQc62x7IzvfOc7zWcaW3UF/aNj3K/JBkrJXfPf+973qrbGB3vptanxS9dP
0bbds2CKAkvu/ovyN0ppn3l6Pbhzrf3iriFdrz7vXD9l9jfi+kHvLXfe9JmSeZ5tbGxUbY1Du3Od
eVZFXL9o301xj/KLGQCAgTAwAwAwEAZmAAAGMrcYc08syr3/+o1vfKNqr62tVe3t7e1wvZn35DY3
N8NlNNagbXfMmfd1Nd6q63XxWF2vixdGE7MfO3as+c7Jkyd331mzrYcPH4b7orEnd0wRF7/Svrp0
6VKzzMLCQtX+6U9/WrUz7yDqOjT2WkobO9PtlOJzDHZy94BevxqzmyU9Tr0+7t6923znypUrVdu9
i6t9ru/ya3+XUsqtW7eqtl4P7tz35A8oF7vU+8/la+jzwN1vSo/bxWO3traqtr7D7mKg+pl7JkbP
KveOr97HU+UgKL0v3DH2bFuPKZN30ZMLo/jFDADAQBiYAQAYCAMzAAADYWAGAGAgc0v+yrzsrUkM
Lqh+8eLFqq1JAC5JRIvdZxK7NDFD1+FkEs9cYRWlCRSZYhyaFOISM3TbmSS4HlGBFKcngcKtV5NA
MslrrhhLRBNLVlZWmmX0M3fe/umf/qlqZ5IDtehB5jtT+ZM/+ZOqrZNY6PG4z27cuBFuR/vK3dc6
2YQW39BJI0qZJvkrk3SYKZoxFe0HnfjEPXP0mnGJUtqfmtDmJtOJtuPoc0iLiZTSJpS6pEilSYaZ
ZDvlkr8yBZ8y+7cTv5gBABgIAzMAAANhYAYAYCBzizHr3+ozRdN1svRSSvmP//iPqv3Vr361amcm
qHAxl6WlpV33L1MQX+M0Lgb6+PHjcP9cfHgnF+PS+I87xnv37u26HldYQ+P+58+f33Xf3HozxUN6
YswutqMx5sy2o8nS3bYy16/mJXzwwQfhdzLxeN3fTN9lipBExU5KKeX999+v2pk4o8bw9V4rpb3X
M/HBKSakcDRmq9w50uvM3X+fffbZrutx69XnmXu+6UQ+2i+ZXAxXoKPnOaQy13NmUoiec63PY7fe
6Pngru8pCoo0+zH5GgEAQDcGZgAABsLADADAQBiYAQAYyNySvzR5xgXQ9UVznf3I0YQll8Ck23Iz
AWlyzIcffhhuO0qOcC+na6KGvsTfS4/R9a8WHsh8R5NNMsUVegqKuPX2FM7o2Rc3I1K0L5rco7Oc
lVLK7/zO74Tr1f2LEo/ctmc1g4+j/aD3jSsEoslqmQTNf//3f6/a7l7TRMrM9RIVJcnIFOZxyUqZ
oikqc5/cvn27auszJlM8JHqW7Se3v5pImSngceLEiXCZnuJCsyjowy9mAAAGwsAMAMBAGJgBABjI
3GLMyk0u0BMrO3XqVLjM/fv3q/Yf/dEfhd/5i7/4i6r97rvvht/Roghu3zIvymv8RGNymRiHi61q
fC0TX9E4mMapnUwMTuPv7kV/VxBgt3WUUsrbb79dtaeKnUWx6t/93d9tPtPr2eVMuGOIZCYsUZp7
MVW/6DXlCtC89dZbVVtjos6FCxeqtotL630wVcERjb9miqhk4uiLi4tVW4uquPixXnfu/uuZnCEj
el5krt3Mdab3viscpOc6M1FHht6jmeIh0SRDPfjFDADAQBiYAQAYCAMzAAADGeY95sz7pS6GoTGL
zDuRv/d7v1e13bvOH330UdV2E99HMnHo7e3tcJloMoxMbMfFxfSd00zsLPMuucq8e9kTW1UutqPx
zMx2Msv0FK7XCd9/+MMfht/JTHKix5iZqEPjr739rxMxaNzU0evOvV+aeZdcRdevm5Qj895ylEeh
79Q6rn918o6zZ89Wbc1RKaV9vmUmkdHJatw1pf3QE5/PXEOZvCHdF3c963Nfc5TcMepnmX3pyb0g
xgwAwGuGgRkAgIEwMAMAMBAGZgAABjJMgRGXmKFcoXJ96T2TNKLJU+vr680yq6uru67DJY1ogYBz
586F+9JTND1Di3G4l/RnpScxKpPQFq3XJaxoIsbm5mazjJ4Dl3SjoiS4v/7rvw7X4a7Vb37zm1X7
448/Dtejevo/Q4u1lFLKn/3Zn1VtnRDGFYXRJK2LFy82y+g50L5yiTs6WYPqSSgrpS2Q03MvacGR
UtpnSE/SkHtuRklN7t7S+8/tb7R/7jsqU/hDk+3c8UTXuEsY0/52/aDnVredSYqb4v7jFzMAAANh
YAYAYCAMzAAADGRuMWaN0WUmhM/QOLSLaWTiHFoIXmMPbh36MroWD3FxycxE7XpMmUkhVCaulCm2
oOtx8RSN72QKXmjfTVFwpJR2/9x5c3Hn/ysXY758+XLVfu+998L1XLt2rWq7a0ivs6nupQwtMPLJ
J5+E+/KVr3ylarvCIN/61req9t/8zd9UbRd3jCZv0MImpbQFUR4+fNgso9eixlpdToJ+xxUh0dyG
TDELnYDHFUfS+1jv80yctCeO3ltYQ/sqU1Qneqa454d+NtXELbPAL2YAAAbCwAwAwEAYmAEAGAgD
MwAAA5lb8pcmCmRml3LBei1goEU+MrNNuQIHSpNuNAmjlDZhQpO03Cw1+llmtqlZ6ZlRxiXhZJK9
ou+4whRRAQO3/9q/80z46Ck8kNlfTWhzszVNIVPMQu9rdy1MkdjnioXocZ86dWrXdiml3LhxI9xW
dF+4Z4w+CzIFOzTJ0/WTfsclSu1n8t+o3H2TmU1KZZ6J+qya4hnDL2YAAAbCwAwAwEAYmAEAGMjc
YsyZGIzG5FwhgmgyAadn4ojr169XbRd70H3RYzp9+vSet1tKG1fSGIZ7sV/7zhUP0ViUHpMrMrCw
sFC1XQxR16OxMneu9TNXRCWKTbq4dLRvpcTFFNy/R/kEmQIHek2VkjuGSCZfo4e7/7RwhsY8XUGX
e/fuVW13bWrhDC0O4vpJz21UcKSUXLw76s9MHovrB713lpeXw/XoM8btmx5T1C6ljW+7fAh3/qP1
qkxBoh6Z/A3dP7ddfbZm4tJucqX/K34xAwAwEAZmAAAGwsAMAMBA5hZjVu59PI0rTfVOpMZlPv30
02aZ6D3rTFxEi9u7d5RdYX0VxU8y781lCszPKjbZ8360E+2fOyf6XvvJkyebZc6fP1+1V1ZWqrY7
bxpr17Z7z/327dtV2503fe+655xMEbPL+s53vrPrv//DP/xD89n6+nrVXltba5aJ4oGZWHzmfW69
PhyNIeo5ce93aw5C5v7T68Gd+554pvaVW69O5uH6N9q2W6+up3eiC6XPxKjGQSltvDjzXMrErnU9
Pe9LK34xAwAwEAZmAAAGwsAMAMBAGJgBABjI3JK/9EV5LVRQSi7hQxMmvvnNb4bbvnbt2q7bKaVN
PtEAv/uOJgpoolH0gn6WbsclMWQmE9CiB5kkMi0GkfnOVMlIUcKPSyzRyQ6++tWvhtvRQg9aEKOU
OMHDFYvQwjZTFBMppT0Hs0r+chNHuGS6ndwEMTdv3gy3pc+HpaWl8Ds9/al959ah/anXmbv/MolF
uh7t30yBlK2treazqGBO5p51SbU9SZyZZC9db88ERyqTDObotjJJZlMltO3EL2YAAAbCwAwAwEAY
mAEAGMjcYswa53DxC41zuIkNemgxiMykFhpbyBQ20eL27gX9KSa1d3EPjYu5/tV4SqZ4QU+hlUwR
fT0GFweLYmPuGPWacZMJqEyBAI1F6nf0GnPbdvurRWkydFtTFXTJ0POWibe54isqysfQghiltPHu
1dXVcDuZuHTmXopo0RpHC5W461331/WDnhPtS3eOHj58WLV7CjdlJvNwxVj03tFnTM/kGFPlb+i+
uLi/9qfLSdkrfjEDADAQBmYAAAbCwAwAwEAYmAEAGMjckr80YO4C/JmZPXQ9OkvV06dPw+9o4kMp
7Uv6mgDiEq50pihN7HL7khElvbm+0+QHl7CSKWCgtPCDS1CJEoB0HaW0++eOKeoHt15NuLp161az
jCatZJIMdVaiTBKfrneqBBXt76nWm/HZZ5/t+u+ffPJJ13o1EVETxlzSk9J79Pr16137ouvRa9Ul
TR46dKhrW6Nwz8RZ0f7sSSjU54X7jo4nbhm9R6eYKaoHv5gBABgIAzMAAANhYAYAYCAH9rMYQbXh
Awfms2EAAObo5cuXuwbO+cUMAMBAGJgBABgIAzMAAAOZ23vMf/AHfxAuowXEXWF7fY9W31Vz78Pq
pBXuvdVocm4Xm9f3lPX9xsy7rleuXGk+i4rQu8noo0kASmnfMdX9PXXqVPOdTDF+fQ9R3/l19Bzo
O+GltMd98+bNcL3KvXfdMxG70vdW3Xusum33vvGLFy+qdub9TL0Wjxw50ixz9+7dqq3vZ7qaAdG7
/KW099Ly8nLVPn78ePMdt39K3z/Xe8vdf9G7w+47+r6um0RE16v3lnvG6DG6ZaIJYHomkiilvYb0
/X73bm7mvWs9Jq0JkHk2OHpN63PIvSeufXf48OGq7Wo06P67+16XydR60Oedm6TlRz/6UbienfjF
DADAQBiYAQAYCAMzAAADYWAGAGAgc0v+0sQSR5MUMsXMe/QUWXH7Mqv9077SpAWXRKLJVFevXm2W
0eSSy5cvV22XuKMJTC5BpXeyjp2ePHnSfDZFkpZLuNLP9Dy6RDpNNtFz4K6pzHWm51rbU/RtKe0x
u37JJB9pQqMmf2WSEB1NWNLkNSdKpspMitPj7Nmz4TJu8hRNLIr2P0vPZSbpdGFhIVxGJ3tRLulJ
r/nMPaDPoXPnzoXf2draqtrb29vNMvpMcUm/et1lrhk9pswkOBF+MQMAMBAGZgAABsLADADAQOYW
Y9Z4oYvPaow5E2PUGJwrGKDLuHi3vmiu8R99qbyUdn91md6CAdo32s6s18WvpojZaiGIUkpZX1+v
2log4OTJk137MkUMPxPz1DiTi79p/N3F45XGwdy1mSnqobTvXLx4VjROmjmPun+bm5vNMvfu3dt1
He5a0L7T+GBvjFljqxpTfOedd8J1uBizrldjwS5mm/H48eOqrfkQ7hzt5zWzH/QZlKV9k8mF0uvK
FTHaa//yixkAgIEwMAMAMBAGZgAABsLADADAQOaW/KXJG5lZfzKJJZpw5QoyaNLN0tJSuF7dP5eU
o0lY+qJ5b4KFbkuTDXSGH7eMc/r06aqtiVFuVhdNjHK0P3W2m8wMSb0FOiKZZA49RnfdRetxM+3o
Z3/3d38X7oueEzczUOZemhVNjPvWt74VfkdndHJ9qfexnpNMgo27fntE/Znpb3fffPnLX971Oy75
KzOD08bGxq7/7hIg19bWqrZLZozuffdM7Hnm6XZccqveB1qExBUl0evhJz/5SbOMjg2Z2d1mgV/M
AAAMhIEZAICBMDADADCQYWLMU9GYgCvi8ODBg6rtYpdaOEHjYJmCKBrL6Y2RapxGYzmuaLrG1l0c
TAsaZPb35s2bVdsV39C+iQo/OK5/p5iEoCf+qsVmSmn7qqdwvYsx3r59u2rrOcjEY2fFxRBPnTq1
L9vWYhxuXzSXIXM9TxGHzsRR3bajnBmN+5aSizH3FDbS/nT964oJTcHlTeyVnsfMfe7uP+1z7Ut3
n081IcxO/GIGAGAgDMwAAAyEgRkAgIHMLcbc896qW0b/nq8xAI07ldLGStx6daIFjaW6GIzGwTQm
2hsLjCY26I1da9xD49IupvT1r389XO/Vq1erdvQetltmineWnZ7cBneuNS6m+6uTspeSm4xet6Vx
yKne79bt9L5jr9eM5iDoO8ullPL5559Xbb1vHD1vs7o+nCg+mHm33+nJmdCcmbNnz4bf0UktNH+m
lLZ/3b71THrTc560LsOnn37aLBPVnnDPLr3mp8pz0nvH9RMxZgAAXmEMzAAADISBGQCAgTAwAwAw
kLklf2kiVGZyAUdfJD906FDVXlxcDLet3ymllMOHD1dtTVBxiQMa4NckgCkKZJTij0lpAoUrTBAl
c2gflJKb8EMTfnQ97uV/PSeZQgrb29vhMlNwRQX0XGqSiybclNImSvUkA7rrTpNPprrOlFvv6upq
1XYTJKhMwRntK72G3LWp5yBTZELPgdsXTSDV7WSSvzL7q+fW3Z+6rUxhm54CHi7hMeL2N1MMST/T
9pkzZ5rvuGf2Ti7pTK8pd970/OsxuXFKl+kpNqT4xQwAwEAYmAEAGAgDMwAAA5lbjFlNVTghmkC7
lFyMVicKz8TANUY0Rawhu23lCqtMQV/c12IRpcQTG2j8u5S2oMsUL+k7PYX4dWKJUtpYqsYzXdEM
3f/MOcocs/ZVpnDCVHHoKEbrJolw519F/ZuRia1m+kH7V8/txsZGuA59npTS5mJo/oabPEVzL7SY
Tynt80L7zsVWMwVmogk/egutRO7evZv6bApRESB3Hepn7v7ba9/wixkAgIEwMAMAMBAGZgAABjJM
jNnRuEcm5qzxoKNHjzbL6GdTxYI1tpCZfLwn1qfv42VidvqdUtp3K7UfXBxHC8q7eL3Gi1XmmF08
68GDB+H3lMZ/3Laj94ldnDfal8x72O6dcD2XmXObiXGpngL+7n1Svd+0r9y75hrHe+utt8L903Ok
kzmU0p7bqSaR0X3R2LW7VjMTR6yvr++6f5ncEvd+tH6m63XXlG7LHZOud2trq2q7+Gsmdq3xd9dX
SvtXz/Ux7wTYAAAgAElEQVTFixeb7+h1566HO3fuVG3NA8jcN73X2U78YgYAYCAMzAAADISBGQCA
gTAwAwAwkKGTvzSRxAXeo8L1mWLsLrlHP9Mkhsy+aGKMS47IFJB48uRJuO2IK6yhhREyySeasNRT
+MGtVxPPZlUgZSqbm5t7/o4mxbnzqMVZbt68WbVd8poW9O+5Pmal5/ropfeSJohFBTL+Nz39qecp
k8R37969cJmf/exnVTuTKKWJny4hS9fjEphOnDix63YyiV6OnieXqKqiBFJN2iqlbzKPeeEXMwAA
A2FgBgBgIAzMAAAMZJgYs4sZaGynJ9aT+U5mwgSNn7jvRAVGemnRfN1OJrbjYsz6PY39uv2PJqgo
pX35X2NIrji/nn9X9F+5IhNK+6pnYhRH+077ysXJNBasEzU4ep1lzmNGT2EbN1mD7l804YPb9vXr
18Nt63cyx6wxRVeMIzOpSXQfZ55dbhldb+aYdJlMcSSN87t7QK9Xd972K18g0w/Rc93F6/Uz9wxX
OvmE64PoHihl7xPw8IsZAICBMDADADAQBmYAAAbCwAwAwECGSf6aiiYF9CYsaAA/M1NUtC9T0eQN
VwxAE11ckovuX6agS4bOSqVJZVowxW3LzbzUIzNDz14TMxy9HlwxC01Wm2pWM73GM8czq2szk6Sl
1+tUs67pPavJdvtJ998Vt4iSj1zf6bl215B+LzPDmn7mEhM1EUr1Jrv2nOsoiTMzw1PPLFCZ58kU
+MUMAMBAGJgBABgIAzMAAAOZW4xZYwSZeMqs4mKZGNd+xYudqNhJb9xDY0ZHjx4Nv/P555+H29b4
VCbOr/3tCnRMUbDF7Yvur/aLK0yh68lMuqHrdTGunutM9yVTrH+KiRlKaa/FTFxXjztT6EHvAdd3
mWeKyhSg0W3rMq4Yh/aDW+/i4uKu++YKuug94PIJ9JgyzwedZMN9J4oxZ7h7WPtG2y7fRK95zaFx
577nXOt63HWnz013b+217/jFDADAQBiYAQAYCAMzAAADmVuMOfOupcYRMjFGfa/PfUc/m2pig4jb
Tmbb0TuRLn6RWW80IUUmnpKJnWQmqH/33XfDZXre+9VtLywsNMtoPC1zTHpt6sQc7l3tzDWv+5KJ
v/ZMYjHFu9ultPG/Y8eOVW0Xl9ZJ7HveY81MsKJ95+4JvT4y77ZqPoGLMeu279+/3yxz5syZXbeT
ice6vovufXdNZZ6tUQ5KZqKOHm5/9brTeP36+nrzncx9oseYydeYqh7BTvxiBgBgIAzMAAAMhIEZ
AICBMDADADCQoSex0ASVnkIVLvEoMyFFlCCWSeTSRBKXfJBJfHEF5SN63G4dmtjQk8Tgkoj0PGWK
6GeSRHqShHq+o9wEIFFSiEtY6Smqo1w/9RTj7+GKTkSFStwx6nXmzpEm4Om2XdGXiLu+M32n+6ft
TCLd8ePHm8/0GtK+0kS6UnwSmdK+ytwDmrzorvmoIIoT9Z2j15Q7Zn2+ZQrmZJI6eyY+0Xt2ivuR
X8wAAAyEgRkAgIEwMAMAMJC5xZgz8czMpOuRTAF3F9fLxKGVxpo0TuPiNlMUeugpiFFKWyjh8ePH
VTszoXp2WztFhRVmKXMN6f6772iRjEwegJ5rd03pOcnsb2ZyjFnRbW1ublZtvaam2s6jR4+aZaJr
091/U8gU0MnoKTaUkcl1yVy/+3VdZfphqutK6X2tlpeXZ7JdxS9mAAAGwsAMAMBAGJgBABgIAzMA
AAM5sF8zKzUbPnBgPhsGAGCOXr58uWtFFH4xAwAwEAZmAAAGwsAMAMBA5lZgRIumO0tLS1U7U8B/
e3u7ameKb7iXxg8ePFi1NRb/9OnT5jv64v7CwkLVzhRIv3nzZvOZToigRQYyRVRcEQQ9xpMnT1Zt
19/aD1oQo5S2+IPunytAkpngITqXrsi+Frd3xxQVRHFFHXS9eo4yE664/I6oGESm0I0rvjBVEYy9
cvurfef6d165L8758+erduZ+0/OmhVdKaSexOHr0aNXW50dmO6W051rvczcBSOa60gItV69erdqZ
a95t5913363aKysr4Xr1PtnY2Kjaq6urzXd0Pe55rP2ZmRxDCwe5e22vxVn4xQwAwEAYmAEAGAgD
MwAAA5lbjFljDS6OkInlPHv2rGpnYsoai8zEuzOTbvTIxDCiZdxEGJlJ1zUumqGxkq2trfA7ui+Z
WHtPf0cF6GdJJwHIxNFnNanCPOk11XONlZKbeGG/RNeri5FrnFHj1KX4nIid3LNM+8XdJ0+ePKna
+ox0E4DoM8Y9e6M8hUxegMvn0f3VHIn19fVwveprX/ta85neo+683b9/v2q7HJpI5pke4RczAAAD
YWAGAGAgDMwAAAyEgRkAgIHMLfkrKtBQSu6ld1foI6Iv3GeSv9bW1qq2SwrQY9LEjEzSk5MpyBBx
yTNaUES55JMHDx6E24oSgDJJIlMkUMxS5trcr+30XA+zkinootz1oN+bZ/JXxPW/JlxlioVkaAEl
TVYqpe07LSjS+xyKrjP375nkPz3/mnh24cKF5jt37typ2lqcpff+1G3r+OKeS7otTTIrZe/JrPxi
BgBgIAzMAAAMhIEZAICBzC3GrHpjAq64xk4aeyilL16lBefddjU+oTFaV+QjY4p46/vvv998prF2
jR9PFafRYhsu3qLfcXEajdvNk8bnM7G0eRZAmZfe+PdIcfPo3LrCG5qD4oqJuGfTTu4Zo99xkyNE
k0m4/JhMMadoIobMPeDu4d7n4k767HJFVPQcZIqoZCbm0OfzFBOw8IsZAICBMDADADAQBmYAAAbC
wAwAwEDmlvzVk4Dlguo9yV/KJS1oYoAmKGxsbITr1WN0+5pJsNL1aELCVMUXNClLixmU0iaMuUQu
TdzR/c0kzo3EFWLR6yGTJKIJhFokoZS2P6dIJJmn3v0fuaCIcolqes24ZMYe2i/uvonuJde3UcLm
//ZZtF09/+560EStTFEPN1vXTm7mNvc8i2QS03T8YHYpAABeMwzMAAAMhIEZAICBDFNgJPN3+VnF
2zKTWGRenld6TC62molNTlHQPxNfefLkSdV2sbPM/upL+rqe/ZoAYp7c9aLXg5vYYK/F7kej5zpT
KGT0OHp0vWaO0RX10M+2traqtouTal+5SWVOnDgR7o/K3KPRM9AVINFnVU/hmFOnTjWf9RT1iOLS
pbTxbj1HvROA7NXr/4QEAOAVwsAMAMBAGJgBABjI3GLMGq/Q92On4uKxmZiyigq4Oxr3yMQde9ab
4WKXU8TOHH1nU7fj9iVz/uc1iYU7bxof1v13fauTmmSMHn9Ves24/Z/iPc/9FN0H7tmgsUl3fes1
0nOuXd6K5njo+/PufWOt9+DO0ePHj3fdF/es1fsk8z635sOcO3euWebixYu7ruOdd94Jt/OTn/yk
+exHP/rRrt9x97Ceg0weToRfzAAADISBGQCAgTAwAwAwEAZmAAAGMrfkL00ucMkGGlR3L9xHMsU4
MklF9+/fD5fRJBBNfOhNCsgk1ET0xflS2j7XAgeZxB1XJCMqKnD48OHmO5oI05t49irpSQYbXeba
fNUS2qLz5JIZ9TNNyHLu3btXtTP3gLv/ouQ6l4iWKaAULeP+fXFxMdy3KFFueXm5+Y4mq+kzxRUC
0e2486YTaGS455naa/Iwv5gBABgIAzMAAANhYAYAYCDDTGKRiQU/fPhwz+t1L8XrZ5mX/3WZ48eP
N9/ROO5UhRR6CrbrdzKTI+h6XewkE4vSbWl8RQseuO9ExQz2k8sv0PhfNDl9KW0ug5vYAOOJ4oPu
3/X5kIlD6uQTbr3Hjh2r2plJFfS6c7kums/j4tuumMleuWeXPjf1uG/cuNF8R8eLpaWlqu3u2R/+
8IdV+86dO7vvrOH6u+f5HOEXMwAAA2FgBgBgIAzMAAAMhIEZAICBzC35SwPkmZfpp5pVSbkki5Mn
T1ZtTe5x+6JJFXpMLnkiU3QkkxindP+ePHkSfieabcrtiztvUbJMptiCS7LQQg/7VajC9f/Gxsau
33HnNTOjWqZvMD69L1ziql6/es1kZlzLPN8y9Brveea4+/727dt7Xo/2w927d5tlooJPmeI9mcQ5
TVR1iat6rqeYBY9fzAAADISBGQCAgTAwAwAwkGEmscjEN2clE+ftmUhCC0ho4fVSckVIotj1VHS9
btKQTFwm4uKorlB99L2RJ0PITACCV0PPs0nvfbcOzVvJPIc0duqeBToRg8ZF3T2sk01M9TzOxMn1
vtb4dmZiCd3flZWVZpnz58+H69GY+LyKAPGLGQCAgTAwAwAwEAZmAAAGMswkFhmuELwWQJ+Ki6/u
5N7z07iitl3cJhPLGSk2OUXMJRNLc2YVW5+Fnve7MaYol8Fdzz3v+2s782zI3I9aP8FNRDNFTNmt
Q/um5/1oR5+Jb775ZtV2kwxl6P5lxhedQCNTgyHCL2YAAAbCwAwAwEAYmAEAGAgDMwAAA5lb8pcG
2V0x9p6i7iqTOOUml3Cf7TTVC/j7ldilxQxKaftTk09mNaGCKwSvyRuvo6kSXzAWl0yVOdd6zbt7
VOlz0n0nM3lO9B33fHPHuds6SomTaHtFCXmbm5vNZzrxxfb29p7X2zMG9eAXMwAAA2FgBgBgIAzM
AAAMZJgCIy4+0VuIIlqHxnXdtqMYUabYhcZpXIwmc4y6L7rezL64F+61H/arAMYXIZ6M10fPc0jv
2RMnTjTL6H2ciTFrDDRzz2rBi1OnTjXL9EygoXrzZaaYjEZj2bOKbbu8G407T5E3xC9mAAAGwsAM
AMBAGJgBABjI0DFmjdP0xCLc3/v1M/fO3hTvnGpspzf2oPGfzHuJGdqfs3pvWfffxbN023st+o7p
6X3hrl89l5lrPLNe/SyzXn2GaDtTK8HFbKP3d92/Hzt2rGq7+LE+Y549e1a1M887t4zuT89zxz3/
omei25dMvYfoODOTY+gzcYq49TzxixkAgIEwMAMAMBAGZgAABsLADADAQOaW/KWJGS7xSBOAMoU0
lEvm2K+JIzRBwSWfuM+UJjJk+iGT1NJTuCRKhHHr7SnQ8PTp0z1/B3mnT5/e83fcfaPXg55rl7jT
k/yVuYb0PtHr0D1j9P7b2NgItzOV6P7LPLsyRUn0O5pkVkopCwsL4Xp69DyzM+uYYr09XH8vLS2F
33v06NGetsMvZgAABsLADADAQBiYAQAYyIF5vYh94MCBV/sNcAAAOrx8+XLXRCd+MQMAMBAGZgAA
BsLADADAQBiYAQAYyNwKjBw8eLBqu0IE+hL5m2++2SwTFcVwL+nrMjoTTCnti+SaJOfWq9/RfcsU
51hdXW0+01mqlJuJKVOQQfdHt5NZh3txXmd6WVxcrNonTpzoWq/a3Nys2npNlZKb2UrP5crKSrjt
u3fvVm0tFpGZAcztr9L1uhl+zp49G67nzp07VTsz649ez+7+i47BncfMLGbRteeKOmghDe0rd8/q
Z5l76Y033th1u6W0x/j22283y5w7d65qu+dQtN61tbVmGS0goufaJfy+ePGiamfuP73GXZES3fbh
w4fD9T5//rxqu+tOr009J5lnlzvX2r89M5Q5FBgBAOAVxsAMAMBAGJgBABjI3GLMU8Xg9O/7+h0X
09A4gYt5RXED9++6Hj1GF9fLFKHXmJBux8WMdNsnT54M1+ticCqKwbhtLS8vV20X28nE33scP348
XCaKKbuJDaKi/9vb281nev41LlZKGxfNTC6gMXxHY8wZmWuzh/a3i78qvVa3traaZTTnYKrJanQ9
mfXqcyhzjqbiYrI7uftcn5OPHz/e83bdM7FnAhvdf3cd6r2TeX5MUUzLPcNnMSkSv5gBABgIAzMA
AANhYAYAYCBzizHr3+VdjEDjay42orEmjV+5ON6lS5fC/fvwww+rtsb+Mu/iKneMPXGPzETzPfFt
jQfpe5allPLjH/941++UEk9i7vILtG9cbDiKk7q+zMRoo3cr3Xvk0XdcjFlj7ZltuUntp6Dn3r0f
refW7b/GA/V+c+9Y6zvgU9HrTu8Ld63OKrdBnw9nzpxpltH903Pt7qOHDx9WbX3/uBR/3+7k3qnN
vDvsckMieozumPSzzDv2KpOzpLlFru+UXjNTPcMj/GIGAGAgDMwAAAyEgRkAgIEwMAMAMJC5JX9p
wN8F1fUzl7yhyRBaAMO9nK4JQd/73veaZf7wD/+wan//+9+v2i65RxNfNCGhJ2GslPYYMoVAlEs+
UZoA4hJ3fvu3f7tq//mf/3mzzJMnT6r2kSNHqrY7j5kECpegtJNL9MuIJjtwiWhRAQY3IUGmKIJ+
pvviknK0sEaGXlO9xUT0Gtd+cYle+p179+41y+gkFdEEFaW015D2ZW8hiGiiHHft6rl+6623wu3c
vn27artkR012ddeQ3m/KJUrpdeau38zkI5HMfZ5JBosSTDPJjK6ftB+iZ04pJH8BAPDaY2AGAGAg
DMwAAAxkbjFmlYm39bxE7ty4caNquxiz+sY3vlG1P/roo2YZjWFoHMTtf+Zleo1X6Xc0ppulcSQ3
MUDkj//4j5vP/vZv/7ZqZ+I0mbh51Fcudp25ZvQ6y8Rb9RpSmfPqCnasr69XbY3Zutify3eIaCET
d470MxcL1qIYGsd1cX+NHzsat9OiGJnrRQtiZIrNOHo96DG6Z46ep6ggjePWq3kgPZNEuFi7rsfd
Azoxh+5fT/w4s+2pCo5kJkXqybXQ48487yL8YgYAYCAMzAAADISBGQCAgTAwAwAwkLklf2WC7JkZ
qJQG4t1L8fqZJiuVEhfkcDMOadBf99clPmQSJqIEJrcvmpRz8+bNZhktoqLb+Zd/+ZfmO++9996u
++JkZnHRRBKX8KHJG5rc4/qyZ3amqHhBKW1hm0wC2dOnT6v25cuXm2VWV1cTe1jrKZyhyVQuOSlz
THqe9BidqACNc/To0artCrzovvQU4nE0OUn72/V/T8KSXlOucIxem26mKL3mo+RR95l71kYFfNx3
Mtdm1Ffu+aef6bnOJIJOlTinetar+MUMAMBAGJgBABgIAzMAAAOZW4xZ/1avL86X0saVnKjof4aL
5ej+ZApVaAxG2xoTLSUXj9AYXE9BCUdjhlpo38WMdFICF+u7ePHirtt1+68xZjdZQ8TFsjMxIY3J
9ZzrkydPVm1XrCVTZCLa36kK5uu95bbrcheUXr+ag+DOo+ZiuP7W9er18fHHHzffiYoLuWdMTyxY
uZwE/SwzAYT2Qya26kS5Aa4ARmYCmJ6+6om3Zraj/aDfcdezPn/dMWtfZYpcae4LBUYAAHjNMDAD
ADAQBmYAAAYytxiz/h3exZMzcRmN22nMc2Njo/mOTh5w7ty5cDs6aYGLZUfxlEzMzone2XPxFI2V
uPcdI+fPnw8/+/u///tmGY0h67l1xeQ1luPiNC5GH603+k4pbdxW37N1sXZd74ULF6r2rVu3mu/o
+b9+/XqzjMbK9JrqnQhF6TVz/PjxZplMrYHMpDFT0GvexQf1M923zP3nJoSJjtHdfxpjzlyHeh7d
pBt6X+h1V0p7H/RMlOOevVPETjMy+6v9m9k37c9MHksUy3aIMQMA8JphYAYAYCAMzAAADISBGQCA
gcwt+UsTajIvuLsCAUoTVlySliv+oDQZ5tvf/nbVvnLlSrheTS44duxYuF1H16vJBa7ohEvmUX/1
V39VtS9dulS1V1ZWwnV87Wtfaz77x3/8x6qtCTVLS0vheqcqZqB9kzkHDx48qNouaSgq9OH2XxOA
Mseo94lOdFBKrhCPngNtu/skk5Cnx6CTcLhzkrl+ta8yE6GozKQ3U3BJWpoQpoV5HE1oyiRfugI/
uh5tu2Q1PU8uWS0qbuLOY2Zymp57XZ+tek25Y9RE4UxyY2ZCG+0Xkr8AAHjNMDADADAQBmYAAAYy
txhzT1zB/b0/enHfxRo0FuIKPXz3u9/ddb1nz55tPtMiHpmC8xkaf8/E2jX25IpvqGvXrlVtVyTj
gw8+CNfzla98pWpfvXq1amsMt5S26Iujx6Dxq8wEDy7m+fTp06qtk1pou5T2utICNI7GSd31ofFi
vU+mKvKg++9izJmiHlNw69Vz3TMRQ2YChUyBlCkmDrl//37zmZ4DbWcKorhnouak6CQ4TiZGG8Vk
XT9lJpFRel9kYuKaTzDVZC8ZPc+hCL+YAQAYCAMzAAADYWAGAGAgDMwAAAxkbslfGiDPvMjtRAlW
mSID7uX/Dz/8sGq7l/2VJmtoEQdNMsrunyYA6XdcH2j/uiQ5TarIJMv89Kc/rdqZgh2afOL6wSUf
qegacX2piRlumZ6EKu27qLhMKW3SnpvBJ1MsRPXsv55rl2iUSTxzszHttg63LVegQxO5FhcXq7a7
hlyS3hSiBCbXL3o9u2X0HGQKXmRoERq95t050WeIOyeuz3dy/aSfZZ7z2nfuntW+0+1kjtE9c3rO
te4LyV8AALxmGJgBABgIAzMAAAMZJsasMSTHFfDXCRE0tuBiYJkJNDSesra2VrV7XpzPxHAdjT1p
2xXsOHnyZNV2k1poYRWNF7tzooUStre3m2WiGIvrBy0w72gBl8x2NY6Uif9osRNXHOLEiRO7rsNN
upC5ZtykBDu52LXmD7jY9X7Re6mnkFCvTLGQWXDXlMZSXT9ERT0yeSEuv0SfiZkcBD1vLhYc3Tvu
3/WzqeLoekyZAiOZvKboenXf0XNCjBkAgNcMAzMAAANhYAYAYCBzizFn3lvVv/e//fbbzTIa4zxz
5kzVdpNNaLw4M0m87ouLk0axBTeRhMZcXBw92rdTp06F+6IxZ/e9n/3sZ+G29Z3k9fX1Zpkolur6
SfvXxf31s5s3b1ZtN7mH9pWLx2tsXbfj4vMRF+fVfsnE2/TazMRsM++K6jlw76jqetz7pNpXetzu
/WiND66urobbVm5f9P6aRezPyTzLMhNJZCY50WNwz6Ho3WHXd3pduXs4Ok4Xy44m6sisx13z0YQq
mfhxJucnc83o/vbW5NiJX8wAAAyEgRkAgIEwMAMAMBAGZgAABjJMgRFXCESTblzigCZLnTt3rmq7
RIeLFy9WbS20UUr8Ur5br36mBQ/cOjMJQJpQk5n4YnNzs2pfunQp/M7ly5er9p07d5plokL2pbTF
QjTxzBUK0fOvRRKm4oo26P7qdecK+n/++edVWxPI3DnqSeTS68Mlo0QFaEppC5dogopLhNHPXFKL
HlNU8KeU3PUc9Y1LjIomsXDnMZOMFC3jisno/mUmJ9Fz1FuQKOKOJ5P81VM4SLlnYJSU1XOOegvb
6DWeKZCi25qiwA+/mAEAGAgDMwAAA2FgBgBgIHOLMSsXp9HJBFwBfy0g8tlnn1XtTGzVxbg01pCJ
i2mcQ4sruBf0M3EZjVdpnDcTc9Z+KaWdiEELjriY3K1bt8JtaaxPz5ErdqLx+EyBDuXiju6aURp3
1iI1zsrKStXWQjfuvGYmatfCCXrMrl90XxyNX7rCHypTOMEVzdnJ9b8W29D7vJT2GuqZ9EZzGTL5
EU7PxAuZoiNKY5UuH0LPm9u3zPNA6f66/Y8KZ/Q8y0pp9zdzz+r+Zc6RXkOun/QYMgVG9B6dYjIV
fjEDADAQBmYAAAbCwAwAwEAYmAEAGMgwyV+9NIFJk3Du3r3bfKfnxX1NLnABfp25SBNjMkkNTpT0
pMUt3LZd0oX66KOPqnZP0ovz85//vGqfP3++az2nT5+u2u7c9tC+6ZmFqOc7mVloppipxnnvvffC
ZfQav3fvXrOMJmlpwpKbBagnOSlDr6v3338/3K7u/1/+5V82y0T331SzFM2T7p8mC7plZqWnoEim
eM+sCrbMAr+YAQAYCAMzAAADYWAGAGAgB+YV+zhw4MDYQRcAAGbg5cuXuwbS+cUMAMBAGJgBABgI
AzMAAAOZ23vMOkGCe8dM3/uNCuaX0jcZ/eHDh5vP9P1LfZ/04cOHzXf0HU6dHD2z/9euXWs+03e1
9f1i996f9sPx48ebZfS4M+/56Xrd+9E60YJ+x72bq59l+iozoQYAvGr4xQwAwEAYmAEAGAgDMwAA
A2FgBgBgIHNL/tIC+S7xSBOwXrx40Szz5MmTqq0THRw6dCjcF7deTeTSZTTByVlbW6vamYQmR/sm
k9A21QQUU9AiNm4CEE3+Gmn/AWA/8YsZAICBMDADADAQBmYAAAYytxizcnFT/cxNuKGxXp343MWY
z5w5U7W12EkppWxtbVXtK1euVG0XA9VCH7q/mQnAHf1eZj16TFqspZR24vjMhCYa03fx+SgG7vZf
4+iuCAkAfBHwixkAgIEwMAMAMBAGZgAABsLADADAQOaW/KWzEmUKSrikIS1CojMmZYpxaDKY+2xp
aalqazJYKe0xjZTQ5PpB9yezf3qeXOKc0oIijx8/bpbRxLNf//rX4XoB4HXEL2YAAAbCwAwAwEAY
mAEAGMjcYsw9RTOmsrGxUbVXVlaaZY4cOVK1NZat/15KKU+fPq3aGrPViTFKycXAdZmokEkpbUGR
zGQeWpwlw00+ooVLMv+ux/SrX/1qz/sCAK8DfjEDADAQBmYAAAbCwAwAwEDmFmPWGKiLk2bizrqM
Tj6hky6U0r5Xu7m52Sxz+fLlXbfr3rPVfTl48GDV1gk3SmljtC62Gr3jnXnn121bra2tVW33XrP2
3cWLF5tlohizOx49hkzsHQBeRzz9AAAYCAMzAAADYWAGAGAgDMwAAAxkbslfyiV6ZSZV0MIfmuyl
yUqltMlHOvlEKaV8+umnVVuTsnS7pcSFQJaXl5vvZIqQRFzinB6TO0bdVmbbmkS2vr7eLKMTfmgy
mEv+0iQ4V7jEHScAvG74xQwAwEAYmAEAGAgDMwAAA5lbjFkLShw+fLhZRuOiLsZ49uzZXdtXr14N
t+3i25cuXaraGj928di7d+9WbReH7hFN6OD238WUlca3X7x4sbcdK6UsLi42ny0sLOz6HbcdjSm7
c2URD+AAAAOuSURBVE2MGcAXAb+YAQAYCAMzAAADYWAGAGAgc4sxRxMzlNLGHTPvNSt9p7aUUh48
eBB+z03OsJNOllFKKffv36/aGht2seIofpzh4vOZSSB0IpELFy5UbRfT1fixrsNtW8+bi39n8gkA
4IuAX8wAAAyEgRkAgIEwMAMAMBAGZgAABjJMgRGXRKSFM1xC0/b2dtV2kx+oo0ePVu3nz583yzx6
9KhqHzlyJFyv7u+zZ8+qttt/neBhnjL9PYvtlNJeD9oGgC8KfjEDADAQBmYAAAbCwAwAwEDmFuDM
FAvRIhMu7qjr0YIdLuasxU3cMv/8z/9ctd96663dd9bQ/Z9VPNkVKcnEbPW4M0VfdPIOjcWX0hYh
ycT9lYtvE3cG8EXAL2YAAAbCwAwAwEAYmAEAGAgDMwAAAxmmuoUrOqGFQByd5enYsWPhdx4/fhxu
58WLF1VbZ6RyCU2a7KXtWRXsmIqb9Ulpsp2bBeqXv/xl1e6ZScwh+QvAF8HYIwUAAF8wDMwAAAyE
gRkAgIHMLcas8UwXqzx8+HC4Ho39Hjx4sGovLi4231lZWanaN2/ebJbRWLXGVjNxUy384eLomdiq
+170764/o2UOHToUfkf7wU0+std1OG7/iTED+CLgFzMAAANhYAYAYCAMzAAADGRuMWaNiz5//rxZ
Rt+HdTTGqetxMWblYtk6WUMP3baLkWaOMYrJuvePNdbuYuK63p73rDPxYtUTly6FGDOALwZ+MQMA
MBAGZgAABsLADADAQBiYAQAYyDDJXy6J6NGjR1V7eXm5WWZpaalqa8GR1dXV5juZiS400UiTp9z+
alEMPUZXCESLkDhHjhzZ9d/devUYXfKXHqMmzr3xxhvNdzRBzCWMRUVTMsVDXPJdphgLALzq+MUM
AMBAGJgBABgIAzMAAAOZW4xZY6su1hrFVktpY5w6EYNbr8aheyeXUE+ePKnav/jFL8LvuOIgKprE
YiqZiTl0X1w/6TKZCTXUl77UXpqZeDwAvOr4xQwAwEAYmAEAGAgDMwAAA2FgBgBgIAd6EnMm2fCB
A/PZMAAAc/Ty5ctdM3r5xQwAwEAYmAEAGAgDMwAAA5lbjBkAALT4xQwAwEAYmAEAGAgDMwAAA2Fg
BgBgIAzMAAAMhIEZAICBMDADADAQBmYAAAbCwAwAwEAYmAEAGAgDMwAAA2FgBgBgIAzMAAAMhIEZ
AICBMDADADAQBmYAAAbCwAwAwEAYmAEAGAgDMwAAA2FgBgBgIP8D1q6b1v1+p/YAAAAASUVORK5C
YII=" alt="" />
#显示第二次卷积后的输出数据以及相应的权值（filter）
show_data(net.blobs['conv2'].data[0],padval=0.5)
print net.blobs['conv2'].data.shape
show_data(net.params['conv2'][0].data.reshape(32**2,5,5))
print net.params['conv2'][0].data.shape
(1, 32, 16, 16)
(32, 32, 5, 5)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" alt="" />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" alt="" />
#显示第三次卷积后的输出数据以及相应的权值（filter）,取前１024个进行显示
show_data(net.blobs['conv3'].data[0],padval=0.5)
print net.blobs['conv3'].data.shape
show_data(net.params['conv3'][0].data.reshape(64*32,5,5)[:1024])
print net.params['conv3'][0].data.shape
(1, 64, 8, 8)
(64, 32, 5, 5)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" alt="" />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" alt="" />
#显示第三次池化后的输出数据
show_data(net.blobs['pool3'].data[0],padval=0.2)
print net.blobs['pool3'].data.shape
(1, 64, 4, 4)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" alt="" />
# 最后一层输入属于某个类的概率
feat = net.blobs['prob'].data[0]
print feat
plt.plot(feat.flat)
[ 5.21440245e-03 1.58397834e-05 3.71246301e-02 2.28459597e-01
1.08315737e-03 7.17785358e-01 1.91939052e-03 7.67927198e-03
6.13298907e-04 1.05107691e-04]
[<matplotlib.lines.Line2D at 0x7f3d882b00d0>]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" alt="" />
从输入的结果和图示来看，最大的概率是7.17785358e-01，属于第５类（标号从０开始）。与cifar10中的10种类型名称进行对比：
airplane、automobile、bird、cat、deer、dog、frog、horse、ship、truck
根据测试结果，判断为dog。 测试无误！