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absolute;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-child, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-child {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabBar, \/* <\/DEPRECATED> *\/\n.lm-TabBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='horizontal'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] {\n flex-direction: row;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='vertical'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] {\n flex-direction: column;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-content, \/* <\/DEPRECATED> *\/\n.lm-TabBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex: 1 1 auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab {\n display: flex;\n flex-direction: row;\n box-sizing: border-box;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar-tabIcon,\n.p-TabBar-tabCloseIcon,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar-tabIcon,\n.lm-TabBar-tabCloseIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tabLabel, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tabLabel {\n flex: 1 1 auto;\n overflow: hidden;\n white-space: nowrap;\n}\n\n\n.lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab.lm-mod-hidden {\n display: none !important;\n}\n\n\n.lm-TabBar-addButton.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar.p-mod-dragging .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {\n position: relative;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {\n left: 0;\n transition: left 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {\n top: 0;\n transition: top 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {\n transition: none;\n}\n\n.lm-TabBar-tabLabel .lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n background: inherit;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-stackedPanel, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-stackedPanel {\n z-index: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n@charset \"UTF-8\";\nhtml{\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n\n*,\n*::before,\n*::after{\n -webkit-box-sizing:inherit;\n box-sizing:inherit; }\n\nbody{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none;\n color:#182026;\n font-family:-apple-system, \"BlinkMacSystemFont\", \"Segoe UI\", \"Roboto\", \"Oxygen\", \"Ubuntu\", \"Cantarell\", \"Open Sans\", \"Helvetica Neue\", \"Icons16\", sans-serif; }\n\np{\n margin-bottom:10px;\n margin-top:0; }\n\nsmall{\n font-size:12px; }\n\nstrong{\n font-weight:600; }\n\n::-moz-selection{\n background:rgba(125, 188, 255, 0.6); }\n\n::selection{\n background:rgba(125, 188, 255, 0.6); }\n.bp3-heading{\n color:#182026;\n font-weight:600;\n margin:0 0 10px;\n padding:0; }\n .bp3-dark .bp3-heading{\n color:#f5f8fa; }\n\nh1.bp3-heading, .bp3-running-text h1{\n font-size:36px;\n line-height:40px; }\n\nh2.bp3-heading, .bp3-running-text h2{\n font-size:28px;\n line-height:32px; }\n\nh3.bp3-heading, .bp3-running-text h3{\n font-size:22px;\n line-height:25px; }\n\nh4.bp3-heading, .bp3-running-text h4{\n font-size:18px;\n line-height:21px; }\n\nh5.bp3-heading, .bp3-running-text h5{\n font-size:16px;\n line-height:19px; }\n\nh6.bp3-heading, .bp3-running-text h6{\n font-size:14px;\n line-height:16px; }\n.bp3-ui-text{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none; }\n\n.bp3-monospace-text{\n font-family:monospace;\n text-transform:none; }\n\n.bp3-text-muted{\n color:#5c7080; }\n .bp3-dark .bp3-text-muted{\n color:#a7b6c2; }\n\n.bp3-text-disabled{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-text-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-text-overflow-ellipsis{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal; }\n.bp3-running-text{\n font-size:14px;\n line-height:1.5; }\n .bp3-running-text h1{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h1{\n color:#f5f8fa; }\n .bp3-running-text h2{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h2{\n color:#f5f8fa; }\n .bp3-running-text h3{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h3{\n color:#f5f8fa; }\n .bp3-running-text h4{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h4{\n color:#f5f8fa; }\n .bp3-running-text h5{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h5{\n color:#f5f8fa; }\n .bp3-running-text h6{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h6{\n color:#f5f8fa; }\n .bp3-running-text hr{\n border:none;\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n margin:20px 0; }\n .bp3-dark .bp3-running-text hr{\n border-color:rgba(255, 255, 255, 0.15); }\n .bp3-running-text p{\n margin:0 0 10px;\n padding:0; }\n\n.bp3-text-large{\n font-size:16px; }\n\n.bp3-text-small{\n font-size:12px; }\na{\n color:#106ba3;\n text-decoration:none; }\n a:hover{\n color:#106ba3;\n cursor:pointer;\n text-decoration:underline; }\n a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{\n color:inherit; }\n a code,\n .bp3-dark a code{\n color:inherit; }\n .bp3-dark a,\n .bp3-dark a:hover{\n color:#48aff0; }\n .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,\n .bp3-dark a:hover .bp3-icon,\n .bp3-dark a:hover .bp3-icon-standard,\n .bp3-dark a:hover .bp3-icon-large{\n color:inherit; }\n.bp3-running-text code, .bp3-code{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n font-size:smaller;\n padding:2px 5px; }\n .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n .bp3-running-text a > code, a > .bp3-code{\n color:#137cbd; }\n .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{\n color:inherit; }\n\n.bp3-running-text pre, .bp3-code-block{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n color:#182026;\n display:block;\n font-size:13px;\n line-height:1.4;\n margin:10px 0;\n padding:13px 15px 12px;\n word-break:break-all;\n word-wrap:break-word; }\n .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-running-text pre > code, .bp3-code-block > code{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit;\n font-size:inherit;\n padding:0; }\n\n.bp3-running-text kbd, .bp3-key{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-family:inherit;\n font-size:12px;\n height:24px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n line-height:24px;\n min-width:24px;\n padding:3px 6px;\n vertical-align:middle; }\n .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{\n margin-right:5px; }\n .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n.bp3-running-text blockquote, .bp3-blockquote{\n border-left:solid 4px rgba(167, 182, 194, 0.5);\n margin:0 0 10px;\n padding:0 20px; }\n .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{\n border-color:rgba(115, 134, 148, 0.5); }\n.bp3-running-text ul,\n.bp3-running-text ol, .bp3-list{\n margin:10px 0;\n padding-left:30px; }\n .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){\n margin-bottom:5px; }\n .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,\n .bp3-running-text ul ul,\n .bp3-running-text ol ul,\n .bp3-list ul{\n margin-top:5px; }\n\n.bp3-list-unstyled{\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-list-unstyled li{\n padding:0; }\n.bp3-rtl{\n text-align:right; }\n\n.bp3-dark{\n color:#f5f8fa; }\n\n:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n\n.bp3-focus-disabled :focus{\n outline:none !important; }\n .bp3-focus-disabled :focus ~ .bp3-control-indicator{\n outline:none !important; }\n\n.bp3-alert{\n max-width:400px;\n padding:20px; }\n\n.bp3-alert-body{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-alert-body .bp3-icon{\n font-size:40px;\n margin-right:20px;\n margin-top:0; }\n\n.bp3-alert-contents{\n word-break:break-word; }\n\n.bp3-alert-footer{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:reverse;\n -ms-flex-direction:row-reverse;\n flex-direction:row-reverse;\n margin-top:10px; }\n .bp3-alert-footer .bp3-button{\n margin-left:10px; }\n.bp3-breadcrumbs{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n cursor:default;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n height:30px;\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-breadcrumbs > li{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-breadcrumbs > li::after{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'\/%3e%3c\/svg%3e\");\n content:\"\";\n display:block;\n height:16px;\n margin:0 5px;\n width:16px; }\n .bp3-breadcrumbs > li:last-of-type::after{\n display:none; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumb-current,\n.bp3-breadcrumbs-collapsed{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-size:16px; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumbs-collapsed{\n color:#5c7080; }\n\n.bp3-breadcrumb:hover{\n text-decoration:none; }\n\n.bp3-breadcrumb.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-breadcrumb .bp3-icon{\n margin-right:5px; }\n\n.bp3-breadcrumb-current{\n color:inherit;\n font-weight:600; }\n .bp3-breadcrumb-current .bp3-input{\n font-size:inherit;\n font-weight:inherit;\n vertical-align:baseline; }\n\n.bp3-breadcrumbs-collapsed{\n background:#ced9e0;\n border:none;\n border-radius:3px;\n cursor:pointer;\n margin-right:2px;\n padding:1px 5px;\n vertical-align:text-bottom; }\n .bp3-breadcrumbs-collapsed::before{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'\/%3e%3ccircle cx='14' cy='8.03' r='2'\/%3e%3ccircle cx='8' cy='8.03' r='2'\/%3e%3c\/g%3e%3c\/svg%3e\") center no-repeat;\n content:\"\";\n display:block;\n height:16px;\n width:16px; }\n .bp3-breadcrumbs-collapsed:hover{\n background:#bfccd6;\n color:#182026;\n text-decoration:none; }\n\n.bp3-dark .bp3-breadcrumb,\n.bp3-dark .bp3-breadcrumbs-collapsed{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumbs > li::after{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumb.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-dark .bp3-breadcrumb-current{\n color:#f5f8fa; }\n\n.bp3-dark .bp3-breadcrumbs-collapsed{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-breadcrumbs-collapsed:hover{\n background:rgba(16, 22, 26, 0.6);\n color:#f5f8fa; }\n.bp3-button{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n min-height:30px;\n min-width:30px; }\n .bp3-button > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-button > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-button::before,\n .bp3-button > *{\n margin-right:7px; }\n .bp3-button:empty::before,\n .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button:empty{\n padding:0 !important; }\n .bp3-button:disabled, .bp3-button.bp3-disabled{\n cursor:not-allowed; }\n .bp3-button.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button.bp3-align-right,\n .bp3-align-right .bp3-button{\n text-align:right; }\n .bp3-button.bp3-align-left,\n .bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026; }\n .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active:hover, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-button.bp3-intent-primary{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n background-color:#0e5a8a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{\n background-color:rgba(19, 124, 189, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-success{\n background-color:#0f9960;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover{\n background-color:#0d8050;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n background-color:#0a6640;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{\n background-color:rgba(15, 153, 96, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-warning{\n background-color:#d9822b;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover{\n background-color:#bf7326;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n background-color:#a66321;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{\n background-color:rgba(217, 130, 43, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-danger{\n background-color:#db3737;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover{\n background-color:#c23030;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n background-color:#a82a2a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{\n background-color:rgba(219, 55, 55, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#ffffff; }\n .bp3-button.bp3-large,\n .bp3-large .bp3-button{\n min-height:40px;\n min-width:40px;\n font-size:16px;\n padding:5px 15px; }\n .bp3-button.bp3-large::before,\n .bp3-button.bp3-large > *,\n .bp3-large .bp3-button::before,\n .bp3-large .bp3-button > *{\n margin-right:10px; }\n .bp3-button.bp3-large:empty::before,\n .bp3-button.bp3-large > :last-child,\n .bp3-large .bp3-button:empty::before,\n .bp3-large .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button.bp3-small,\n .bp3-small .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-button.bp3-loading{\n position:relative; }\n .bp3-button.bp3-loading[class*=\"bp3-icon-\"]::before{\n visibility:hidden; }\n .bp3-button.bp3-loading .bp3-button-spinner{\n margin:0;\n position:absolute; }\n .bp3-button.bp3-loading > :not(.bp3-button-spinner){\n visibility:hidden; }\n .bp3-button[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080; }\n .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{\n color:#5c7080; }\n .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{\n margin-left:7px; }\n .bp3-button .bp3-icon:first-child:last-child,\n .bp3-button .bp3-spinner + .bp3-icon:last-child{\n margin:0 -7px; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"])[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.3); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n .bp3-button:disabled::before,\n .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,\n .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*=\"bp3-intent-\"]::before,\n .bp3-button[class*=\"bp3-intent-\"] .bp3-icon, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-standard, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-large{\n color:inherit !important; }\n .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button.bp3-minimal:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-minimal:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n border:1px solid rgba(24, 32, 38, 0.2);\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n .bp3-button.bp3-outlined:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-outlined:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(92, 112, 128, 0.1); }\n .bp3-dark .bp3-button.bp3-outlined{\n border-color:rgba(255, 255, 255, 0.4); }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(255, 255, 255, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(16, 107, 163, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(16, 107, 163, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(72, 175, 240, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(72, 175, 240, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(13, 128, 80, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(13, 128, 80, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(61, 204, 145, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(61, 204, 145, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(191, 115, 38, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(191, 115, 38, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(255, 179, 102, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(255, 179, 102, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(194, 48, 48, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(194, 48, 48, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(255, 115, 115, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(255, 115, 115, 0.2); }\n\na.bp3-button{\n text-align:center;\n text-decoration:none;\n -webkit-transition:none;\n transition:none; }\n a.bp3-button, a.bp3-button:hover, a.bp3-button:active{\n color:#182026; }\n a.bp3-button.bp3-disabled{\n color:rgba(92, 112, 128, 0.6); }\n\n.bp3-button-text{\n -webkit-box-flex:0;\n -ms-flex:0 1 auto;\n flex:0 1 auto; }\n\n.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,\n.bp3-button-group.bp3-align-left .bp3-button-text,\n.bp3-button-group.bp3-align-right .bp3-button-text{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n.bp3-button-group{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex; }\n .bp3-button-group .bp3-button{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n position:relative;\n z-index:4; }\n .bp3-button-group .bp3-button:focus{\n z-index:5; }\n .bp3-button-group .bp3-button:hover{\n z-index:6; }\n .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{\n z-index:7; }\n .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{\n z-index:3; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]{\n z-index:9; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:focus{\n z-index:10; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:hover{\n z-index:11; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n z-index:12; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n z-index:8; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n border-bottom-right-radius:0;\n border-top-right-radius:0;\n margin-right:-1px; }\n .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group .bp3-popover-wrapper,\n .bp3-button-group .bp3-popover-target{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button-group .bp3-button.bp3-fill,\n .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-vertical{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n vertical-align:top; }\n .bp3-button-group.bp3-vertical.bp3-fill{\n height:100%;\n width:unset; }\n .bp3-button-group.bp3-vertical .bp3-button{\n margin-right:0 !important;\n width:100%; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{\n border-radius:3px 3px 0 0; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{\n border-radius:0 0 3px 3px; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-bottom:-1px; }\n .bp3-button-group.bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-right:1px; }\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){\n margin-bottom:1px; }\n.bp3-callout{\n font-size:14px;\n line-height:1.5;\n background-color:rgba(138, 155, 168, 0.15);\n border-radius:3px;\n padding:10px 12px 9px;\n position:relative;\n width:100%; }\n .bp3-callout[class*=\"bp3-icon-\"]{\n padding-left:40px; }\n .bp3-callout[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout.bp3-callout-icon{\n padding-left:40px; }\n .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout .bp3-heading{\n line-height:20px;\n margin-bottom:5px;\n margin-top:0; }\n .bp3-callout .bp3-heading:last-child{\n margin-bottom:0; }\n .bp3-dark .bp3-callout{\n background-color:rgba(138, 155, 168, 0.2); }\n .bp3-dark .bp3-callout[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15); }\n .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#106ba3; }\n .bp3-dark .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#48aff0; }\n .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15); }\n .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-success .bp3-heading{\n color:#0d8050; }\n .bp3-dark .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{\n color:#3dcc91; }\n .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15); }\n .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#bf7326; }\n .bp3-dark .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#ffb366; }\n .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15); }\n .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#c23030; }\n .bp3-dark .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#ff7373; }\n .bp3-running-text .bp3-callout{\n margin:20px 0; }\n.bp3-card{\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n padding:20px;\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-card.bp3-dark,\n .bp3-dark .bp3-card{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n .bp3-elevation-0.bp3-dark,\n .bp3-dark .bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-1.bp3-dark,\n .bp3-dark .bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-2.bp3-dark,\n .bp3-dark .bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-3.bp3-dark,\n .bp3-dark .bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-4.bp3-dark,\n .bp3-dark .bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n cursor:pointer; }\n .bp3-card.bp3-interactive:hover.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n opacity:0.9;\n -webkit-transition-duration:0;\n transition-duration:0; }\n .bp3-card.bp3-interactive:active.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-collapse{\n height:0;\n overflow-y:hidden;\n -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body{\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-context-menu .bp3-popover-target{\n display:block; }\n\n.bp3-context-menu-popover-target{\n position:fixed; }\n\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-dialog-container{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n min-height:100%;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n width:100%; }\n .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5); }\n .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n\n.bp3-dialog{\n background:#ebf1f5;\n border-radius:6px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:30px 0;\n padding-bottom:20px;\n pointer-events:all;\n -webkit-user-select:text;\n -moz-user-select:text;\n -ms-user-select:text;\n user-select:text;\n width:500px; }\n .bp3-dialog:focus{\n outline:0; }\n .bp3-dialog.bp3-dark,\n .bp3-dark .bp3-dialog{\n background:#293742;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-dialog-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:6px 6px 0 0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding-left:20px;\n padding-right:5px;\n z-index:30; }\n .bp3-dialog-header .bp3-icon-large,\n .bp3-dialog-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-dialog-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-dialog-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-dialog-header{\n background:#30404d;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-dialog-header .bp3-icon-large,\n .bp3-dark .bp3-dialog-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-dialog-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n margin:20px; }\n\n.bp3-dialog-footer{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin:0 20px; }\n\n.bp3-dialog-footer-actions{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:end;\n -ms-flex-pack:end;\n justify-content:flex-end; }\n .bp3-dialog-footer-actions .bp3-button{\n margin-left:10px; }\n.bp3-multistep-dialog-panels{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-multistep-dialog-left-panel{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-dark .bp3-multistep-dialog-left-panel{\n background:#202b33; }\n\n.bp3-multistep-dialog-right-panel{\n background-color:#f5f8fa;\n border-left:1px solid rgba(16, 22, 26, 0.15);\n border-radius:0 0 6px 0;\n -webkit-box-flex:3;\n -ms-flex:3;\n flex:3;\n min-width:0; }\n .bp3-dark .bp3-multistep-dialog-right-panel{\n background-color:#293742;\n border-left:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-multistep-dialog-footer{\n background-color:#ffffff;\n border-radius:0 0 6px 0;\n border-top:1px solid rgba(16, 22, 26, 0.15);\n padding:10px; }\n .bp3-dark .bp3-multistep-dialog-footer{\n background:#30404d;\n border-top:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-dialog-step-container{\n background-color:#f5f8fa;\n border-bottom:1px solid rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-dialog-step-container{\n background:#293742;\n border-bottom:1px solid rgba(16, 22, 26, 0.4); }\n .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background-color:#ffffff; }\n .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background:#30404d; }\n\n.bp3-dialog-step{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#f5f8fa;\n border-radius:6px;\n cursor:not-allowed;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:4px;\n padding:6px 14px; }\n .bp3-dark .bp3-dialog-step{\n background:#293742; }\n .bp3-dialog-step-viewed .bp3-dialog-step{\n background-color:#ffffff;\n cursor:pointer; }\n .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{\n background:#30404d; }\n .bp3-dialog-step:hover{\n background-color:#f5f8fa; }\n .bp3-dark .bp3-dialog-step:hover{\n background:#293742; }\n\n.bp3-dialog-step-icon{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:rgba(92, 112, 128, 0.6);\n border-radius:50%;\n color:#ffffff;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:25px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n width:25px; }\n .bp3-dark .bp3-dialog-step-icon{\n background-color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#2b95d6; }\n .bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#8a9ba8; }\n\n.bp3-dialog-step-title{\n color:rgba(92, 112, 128, 0.6);\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n padding-left:10px; }\n .bp3-dark .bp3-dialog-step-title{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{\n color:#2b95d6; }\n .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#182026; }\n .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#f5f8fa; }\n.bp3-drawer{\n background:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0;\n padding:0; }\n .bp3-drawer:focus{\n outline:0; }\n .bp3-drawer.bp3-position-top{\n height:50%;\n left:0;\n right:0;\n top:0; }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%); }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left{\n bottom:0;\n left:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%); }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right{\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical){\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-dark,\n .bp3-dark .bp3-drawer{\n background:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-drawer-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border-radius:0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding:5px;\n padding-left:20px;\n position:relative; }\n .bp3-drawer-header .bp3-icon-large,\n .bp3-drawer-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-drawer-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-drawer-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-drawer-header{\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-drawer-header .bp3-icon-large,\n .bp3-dark .bp3-drawer-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-drawer-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n overflow:auto; }\n\n.bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:10px 20px;\n position:relative; }\n .bp3-dark .bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }\n.bp3-editable-text{\n cursor:text;\n display:inline-block;\n max-width:100%;\n position:relative;\n vertical-align:top;\n white-space:nowrap; }\n .bp3-editable-text::before{\n bottom:-3px;\n left:-3px;\n position:absolute;\n right:-3px;\n top:-3px;\n border-radius:3px;\n content:\"\";\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#137cbd; }\n .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }\n .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#0f9960; }\n .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }\n .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#d9822b; }\n .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }\n .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#db3737; }\n .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }\n .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }\n .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#48aff0; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);\n box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#3dcc91; }\n .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);\n box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#ffb366; }\n .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);\n box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#ff7373; }\n .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);\n box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-editable-text-input,\n.bp3-editable-text-content{\n color:inherit;\n display:inherit;\n font:inherit;\n letter-spacing:inherit;\n max-width:inherit;\n min-width:inherit;\n position:relative;\n resize:none;\n text-transform:inherit;\n vertical-align:top; }\n\n.bp3-editable-text-input{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0;\n white-space:pre-wrap;\n width:100%; }\n .bp3-editable-text-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:focus{\n outline:none; }\n .bp3-editable-text-input::-ms-clear{\n display:none; }\n\n.bp3-editable-text-content{\n overflow:hidden;\n padding-right:2px;\n text-overflow:ellipsis;\n white-space:pre; }\n .bp3-editable-text-editing > .bp3-editable-text-content{\n left:0;\n position:absolute;\n visibility:hidden; }\n .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-editable-text.bp3-multiline{\n display:block; }\n .bp3-editable-text.bp3-multiline .bp3-editable-text-content{\n overflow:auto;\n white-space:pre-wrap;\n word-wrap:break-word; }\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-control-group{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch; }\n .bp3-control-group > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select,\n .bp3-control-group .bp3-input,\n .bp3-control-group .bp3-select{\n position:relative; }\n .bp3-control-group .bp3-input{\n border-radius:inherit;\n z-index:2; }\n .bp3-control-group .bp3-input:focus{\n border-radius:3px;\n z-index:14; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]{\n z-index:13; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]:focus{\n z-index:15; }\n .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{\n z-index:1; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input{\n z-index:13; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input:focus{\n z-index:15; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select select,\n .bp3-control-group .bp3-select select{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n border-radius:inherit;\n z-index:4; }\n .bp3-control-group .bp3-button:focus,\n .bp3-control-group .bp3-html-select select:focus,\n .bp3-control-group .bp3-select select:focus{\n z-index:5; }\n .bp3-control-group .bp3-button:hover,\n .bp3-control-group .bp3-html-select select:hover,\n .bp3-control-group .bp3-select select:hover{\n z-index:6; }\n .bp3-control-group .bp3-button:active,\n .bp3-control-group .bp3-html-select select:active,\n .bp3-control-group .bp3-select select:active{\n z-index:7; }\n .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,\n .bp3-control-group .bp3-html-select select[readonly],\n .bp3-control-group .bp3-html-select select:disabled,\n .bp3-control-group .bp3-html-select select.bp3-disabled,\n .bp3-control-group .bp3-select select[readonly],\n .bp3-control-group .bp3-select select:disabled,\n .bp3-control-group .bp3-select select.bp3-disabled{\n z-index:3; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]{\n z-index:9; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:focus{\n z-index:10; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:hover{\n z-index:11; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:active{\n z-index:12; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"][readonly], .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:disabled, .bp3-control-group .bp3-button[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"].bp3-disabled{\n z-index:8; }\n .bp3-control-group .bp3-input-group > .bp3-icon,\n .bp3-control-group .bp3-input-group > .bp3-button,\n .bp3-control-group .bp3-input-group > .bp3-input-left-container,\n .bp3-control-group .bp3-input-group > .bp3-input-action{\n z-index:16; }\n .bp3-control-group .bp3-select::after,\n .bp3-control-group .bp3-html-select::after,\n .bp3-control-group .bp3-select > .bp3-icon,\n .bp3-control-group .bp3-html-select > .bp3-icon{\n z-index:17; }\n .bp3-control-group .bp3-select:focus-within{\n z-index:5; }\n .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:-1px; }\n .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){\n margin-left:6px; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:0; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{\n margin-left:1px; }\n .bp3-control-group .bp3-popover-wrapper,\n .bp3-control-group .bp3-popover-target{\n border-radius:inherit; }\n .bp3-control-group > :first-child{\n border-radius:3px 0 0 3px; }\n .bp3-control-group > :last-child{\n border-radius:0 3px 3px 0;\n margin-right:0; }\n .bp3-control-group > :only-child{\n border-radius:3px;\n margin-right:0; }\n .bp3-control-group .bp3-input-group .bp3-button{\n border-radius:3px; }\n .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-control-group.bp3-fill{\n width:100%; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-fill > *:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-vertical{\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-control-group.bp3-vertical > *{\n margin-top:-1px; }\n .bp3-control-group.bp3-vertical > :first-child{\n border-radius:3px 3px 0 0;\n margin-top:0; }\n .bp3-control-group.bp3-vertical > :last-child{\n border-radius:0 0 3px 3px; }\n.bp3-control{\n cursor:pointer;\n display:block;\n margin-bottom:10px;\n position:relative;\n text-transform:none; }\n .bp3-control input:checked ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control:not(.bp3-align-right){\n padding-left:26px; }\n .bp3-control:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-26px; }\n .bp3-control.bp3-align-right{\n padding-right:26px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n margin-right:-26px; }\n .bp3-control.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-control.bp3-inline{\n display:inline-block;\n margin-right:20px; }\n .bp3-control input{\n left:0;\n opacity:0;\n position:absolute;\n top:0;\n z-index:-1; }\n .bp3-control .bp3-control-indicator{\n background-clip:padding-box;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n border:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n cursor:pointer;\n display:inline-block;\n font-size:16px;\n height:1em;\n margin-right:10px;\n margin-top:-3px;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n vertical-align:middle;\n width:1em; }\n .bp3-control .bp3-control-indicator::before{\n content:\"\";\n display:block;\n height:1em;\n width:1em; }\n .bp3-control:hover .bp3-control-indicator{\n background-color:#ebf1f5; }\n .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#d8e1e8;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-control input:focus ~ .bp3-control-indicator{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n float:right;\n margin-left:10px;\n margin-top:1px; }\n .bp3-control.bp3-large{\n font-size:16px; }\n .bp3-control.bp3-large:not(.bp3-align-right){\n padding-left:30px; }\n .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-30px; }\n .bp3-control.bp3-large.bp3-align-right{\n padding-right:30px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-30px; }\n .bp3-control.bp3-large .bp3-control-indicator{\n font-size:20px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-top:0; }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control.bp3-checkbox .bp3-control-indicator{\n border-radius:3px; }\n .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-radio .bp3-control-indicator{\n border-radius:50%; }\n .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{\n background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }\n .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{\n opacity:0.5; }\n .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{\n -moz-outline-radius:16px; }\n .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(167, 182, 194, 0.5); }\n .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(115, 134, 148, 0.5); }\n .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(92, 112, 128, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5); }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch:not(.bp3-align-right){\n padding-left:38px; }\n .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-38px; }\n .bp3-control.bp3-switch.bp3-align-right{\n padding-right:38px; }\n .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{\n margin-right:-38px; }\n .bp3-control.bp3-switch .bp3-control-indicator{\n border:none;\n border-radius:1.75em;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n min-width:1.75em;\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:auto; }\n .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#ffffff;\n border-radius:50%;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:calc(1em - 4px);\n left:0;\n margin:2px;\n position:absolute;\n -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:calc(1em - 4px); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n left:calc(100% - 1em); }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){\n padding-left:45px; }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right{\n padding-right:45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-45px; }\n .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.7); }\n .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.9); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-control.bp3-switch .bp3-switch-inner-text{\n font-size:0.7em;\n text-align:center; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{\n line-height:0;\n margin-left:0.5em;\n margin-right:1.2em;\n visibility:hidden; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{\n line-height:1em;\n margin-left:1.2em;\n margin-right:0.5em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{\n line-height:1em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{\n line-height:0;\n visibility:hidden; }\n .bp3-dark .bp3-control{\n color:#f5f8fa; }\n .bp3-dark .bp3-control.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-control .bp3-control-indicator{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover .bp3-control-indicator{\n background-color:#30404d; }\n .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#202b33;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-file-input{\n cursor:pointer;\n display:inline-block;\n height:30px;\n position:relative; }\n .bp3-file-input input{\n margin:0;\n min-width:200px;\n opacity:0; }\n .bp3-file-input input:disabled + .bp3-file-upload-input,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#182026; }\n .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#f5f8fa; }\n .bp3-file-input.bp3-fill{\n width:100%; }\n .bp3-file-input.bp3-large,\n .bp3-large .bp3-file-input{\n height:40px; }\n .bp3-file-input .bp3-file-upload-input-custom-text::after{\n content:attr(bp3-button-text); }\n\n.bp3-file-upload-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:rgba(92, 112, 128, 0.6);\n left:0;\n padding-right:80px;\n position:absolute;\n right:0;\n top:0;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input[type=\"search\"], .bp3-file-upload-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-upload-input::after{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n min-height:24px;\n min-width:24px;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n border-radius:3px;\n content:\"Browse\";\n line-height:24px;\n margin:3px;\n position:absolute;\n right:0;\n text-align:center;\n top:0;\n width:70px; }\n .bp3-file-upload-input::after:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-file-upload-input:hover::after{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input:active::after{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-large .bp3-file-upload-input{\n font-size:16px;\n height:40px;\n line-height:40px;\n padding-right:95px; }\n .bp3-large .bp3-file-upload-input[type=\"search\"], .bp3-large .bp3-file-upload-input.bp3-round{\n padding:0 15px; }\n .bp3-large .bp3-file-upload-input::after{\n min-height:30px;\n min-width:30px;\n line-height:30px;\n margin:5px;\n width:85px; }\n .bp3-dark .bp3-file-upload-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-file-upload-input:hover::after{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:active::after{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n.bp3-file-upload-input::after{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n.bp3-form-group{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0 0 15px; }\n .bp3-form-group label.bp3-label{\n margin-bottom:5px; }\n .bp3-form-group .bp3-control{\n margin-top:7px; }\n .bp3-form-group .bp3-form-helper-text{\n color:#5c7080;\n font-size:12px;\n margin-top:5px; }\n .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#106ba3; }\n .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#0d8050; }\n .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#bf7326; }\n .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#c23030; }\n .bp3-form-group.bp3-inline{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row; }\n .bp3-form-group.bp3-inline.bp3-large label.bp3-label{\n line-height:40px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-inline label.bp3-label{\n line-height:30px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#48aff0; }\n .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#3dcc91; }\n .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#ffb366; }\n .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#ff7373; }\n .bp3-dark .bp3-form-group .bp3-form-helper-text{\n color:#a7b6c2; }\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(167, 182, 194, 0.6) !important; }\n.bp3-input-group{\n display:block;\n position:relative; }\n .bp3-input-group .bp3-input{\n position:relative;\n width:100%; }\n .bp3-input-group .bp3-input:not(:first-child){\n padding-left:30px; }\n .bp3-input-group .bp3-input:not(:last-child){\n padding-right:30px; }\n .bp3-input-group .bp3-input-action,\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-button,\n .bp3-input-group > .bp3-icon{\n position:absolute;\n top:0; }\n .bp3-input-group .bp3-input-action:first-child,\n .bp3-input-group > .bp3-input-left-container:first-child,\n .bp3-input-group > .bp3-button:first-child,\n .bp3-input-group > .bp3-icon:first-child{\n left:0; }\n .bp3-input-group .bp3-input-action:last-child,\n .bp3-input-group > .bp3-input-left-container:last-child,\n .bp3-input-group > .bp3-button:last-child,\n .bp3-input-group > .bp3-icon:last-child{\n right:0; }\n .bp3-input-group .bp3-button{\n min-height:24px;\n min-width:24px;\n margin:3px;\n padding:0 7px; }\n .bp3-input-group .bp3-button:empty{\n padding:0; }\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-icon{\n z-index:1; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon{\n color:#5c7080; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,\n .bp3-input-group > .bp3-icon:empty{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon,\n .bp3-input-group .bp3-input-action > .bp3-spinner{\n margin:7px; }\n .bp3-input-group .bp3-tag{\n margin:5px; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#5c7080; }\n .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#a7b6c2; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{\n color:#5c7080; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group.bp3-disabled{\n cursor:not-allowed; }\n .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-input-group.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n margin:5px; }\n .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-large > .bp3-icon,\n .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{\n margin:12px; }\n .bp3-input-group.bp3-large .bp3-input{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input-group.bp3-large .bp3-input[type=\"search\"], .bp3-input-group.bp3-large .bp3-input.bp3-round{\n padding:0 15px; }\n .bp3-input-group.bp3-large .bp3-input:not(:first-child){\n padding-left:40px; }\n .bp3-input-group.bp3-large .bp3-input:not(:last-child){\n padding-right:40px; }\n .bp3-input-group.bp3-small .bp3-button{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small .bp3-tag{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-small > .bp3-icon,\n .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{\n margin:4px; }\n .bp3-input-group.bp3-small .bp3-input{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input-group.bp3-small .bp3-input[type=\"search\"], .bp3-input-group.bp3-small .bp3-input.bp3-round{\n padding:0 12px; }\n .bp3-input-group.bp3-small .bp3-input:not(:first-child){\n padding-left:24px; }\n .bp3-input-group.bp3-small .bp3-input:not(:last-child){\n padding-right:24px; }\n .bp3-input-group.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-input-group.bp3-round .bp3-button,\n .bp3-input-group.bp3-round .bp3-input,\n .bp3-input-group.bp3-round .bp3-tag{\n border-radius:30px; }\n .bp3-dark .bp3-input-group .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input-group.bp3-intent-primary .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#106ba3; }\n .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#48aff0; }\n .bp3-input-group.bp3-intent-success .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#0d8050; }\n .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#3dcc91; }\n .bp3-input-group.bp3-intent-warning .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#bf7326; }\n .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#ffb366; }\n .bp3-input-group.bp3-intent-danger .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#c23030; }\n .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#ff7373; }\n.bp3-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle; }\n .bp3-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:focus, .bp3-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input[type=\"search\"], .bp3-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-input:disabled, .bp3-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-input.bp3-large{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input.bp3-large[type=\"search\"], .bp3-input.bp3-large.bp3-round{\n padding:0 15px; }\n .bp3-input.bp3-small{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input.bp3-small[type=\"search\"], .bp3-input.bp3-small.bp3-round{\n padding:0 12px; }\n .bp3-input.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-dark .bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input::-ms-clear{\n display:none; }\ntextarea.bp3-input{\n max-width:100%;\n padding:10px; }\n textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{\n height:auto;\n line-height:inherit; }\n textarea.bp3-input.bp3-small{\n padding:8px; }\n .bp3-dark textarea.bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark textarea.bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\nlabel.bp3-label{\n display:block;\n margin-bottom:15px;\n margin-top:0; }\n label.bp3-label .bp3-html-select,\n label.bp3-label .bp3-input,\n label.bp3-label .bp3-select,\n label.bp3-label .bp3-slider,\n label.bp3-label .bp3-popover-wrapper{\n display:block;\n margin-top:5px;\n text-transform:none; }\n label.bp3-label .bp3-button-group{\n margin-top:5px; }\n label.bp3-label .bp3-select select,\n label.bp3-label .bp3-html-select select{\n font-weight:400;\n vertical-align:top;\n width:100%; }\n label.bp3-label.bp3-disabled,\n label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(92, 112, 128, 0.6); }\n label.bp3-label.bp3-inline{\n line-height:30px; }\n label.bp3-label.bp3-inline .bp3-html-select,\n label.bp3-label.bp3-inline .bp3-input,\n label.bp3-label.bp3-inline .bp3-input-group,\n label.bp3-label.bp3-inline .bp3-select,\n label.bp3-label.bp3-inline .bp3-popover-wrapper{\n display:inline-block;\n margin:0 0 0 5px;\n vertical-align:top; }\n label.bp3-label.bp3-inline .bp3-button-group{\n margin:0 0 0 5px; }\n label.bp3-label.bp3-inline .bp3-input-group .bp3-input{\n margin-left:0; }\n label.bp3-label.bp3-inline.bp3-large{\n line-height:40px; }\n label.bp3-label:not(.bp3-inline) .bp3-popover-target{\n display:block; }\n .bp3-dark label.bp3-label{\n color:#f5f8fa; }\n .bp3-dark label.bp3-label.bp3-disabled,\n .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{\n -webkit-box-flex:1;\n -ms-flex:1 1 14px;\n flex:1 1 14px;\n min-height:0;\n padding:0;\n width:30px; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{\n border-radius:0 3px 0 0; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{\n border-radius:0 0 3px 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{\n border-radius:3px 0 0 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{\n border-radius:0 0 0 3px; }\n\n.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{\n width:40px; }\n\nform{\n display:block; }\n.bp3-html-select select,\n.bp3-select select{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n -moz-appearance:none;\n -webkit-appearance:none;\n border-radius:3px;\n height:30px;\n padding:0 25px 0 10px;\n width:100%; }\n .bp3-html-select select > *, .bp3-select select > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-html-select select::before,\n .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{\n margin-right:7px; }\n .bp3-html-select select:empty::before,\n .bp3-select select:empty::before,\n .bp3-html-select select > :last-child,\n .bp3-select select > :last-child{\n margin-right:0; }\n .bp3-html-select select:hover,\n .bp3-select select:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-html-select select:active,\n .bp3-select select:active, .bp3-html-select select.bp3-active,\n .bp3-select select.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-html-select select:disabled,\n .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,\n .bp3-select select.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-html-select select:disabled.bp3-active,\n .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,\n .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,\n .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,\n .bp3-select select.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n\n.bp3-html-select.bp3-minimal select,\n.bp3-select.bp3-minimal select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-html-select.bp3-minimal select:hover,\n .bp3-select.bp3-minimal select:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-html-select.bp3-minimal select:active,\n .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,\n .bp3-select.bp3-minimal select.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-html-select.bp3-minimal select:disabled,\n .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,\n .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,\n .bp3-select.bp3-minimal select.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-html-select.bp3-minimal select:disabled.bp3-active,\n .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,\n .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,\n .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary,\n .bp3-select.bp3-minimal select.bp3-intent-primary{\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success,\n .bp3-select.bp3-minimal select.bp3-intent-success{\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning,\n .bp3-select.bp3-minimal select.bp3-intent-warning{\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger,\n .bp3-select.bp3-minimal select.bp3-intent-danger{\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n\n.bp3-html-select.bp3-large select,\n.bp3-select.bp3-large select{\n font-size:16px;\n height:40px;\n padding-right:35px; }\n\n.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n\n.bp3-html-select select:disabled,\n.bp3-select select:disabled{\n background-color:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-html-select .bp3-icon,\n.bp3-select .bp3-icon, .bp3-select::after{\n color:#5c7080;\n pointer-events:none;\n position:absolute;\n right:7px;\n top:7px; }\n .bp3-html-select .bp3-disabled.bp3-icon,\n .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{\n color:rgba(92, 112, 128, 0.6); }\n.bp3-html-select,\n.bp3-select{\n display:inline-block;\n letter-spacing:normal;\n position:relative;\n vertical-align:middle; }\n .bp3-html-select select::-ms-expand,\n .bp3-select select::-ms-expand{\n display:none; }\n .bp3-html-select .bp3-icon,\n .bp3-select .bp3-icon{\n color:#5c7080; }\n .bp3-html-select .bp3-icon:hover,\n .bp3-select .bp3-icon:hover{\n color:#182026; }\n .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark\n .bp3-select .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark\n .bp3-select .bp3-icon:hover{\n color:#f5f8fa; }\n .bp3-html-select.bp3-large::after,\n .bp3-html-select.bp3-large .bp3-icon,\n .bp3-select.bp3-large::after,\n .bp3-select.bp3-large .bp3-icon{\n right:12px;\n top:12px; }\n .bp3-html-select.bp3-fill,\n .bp3-html-select.bp3-fill select,\n .bp3-select.bp3-fill,\n .bp3-select.bp3-fill select{\n width:100%; }\n .bp3-dark .bp3-html-select option, .bp3-dark\n .bp3-select option{\n background-color:#30404d;\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select option:disabled, .bp3-dark\n .bp3-select option:disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select::after, .bp3-dark\n .bp3-select::after{\n color:#a7b6c2; }\n\n.bp3-select::after{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6c6\"; }\n.bp3-running-text table, table.bp3-html-table{\n border-spacing:0;\n font-size:14px; }\n .bp3-running-text table th, table.bp3-html-table th,\n .bp3-running-text table td,\n table.bp3-html-table td{\n padding:11px;\n text-align:left;\n vertical-align:top; }\n .bp3-running-text table th, table.bp3-html-table th{\n color:#182026;\n font-weight:600; }\n \n .bp3-running-text table td,\n table.bp3-html-table td{\n color:#182026; }\n .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,\n .bp3-running-text table tbody tr:first-child td,\n table.bp3-html-table tbody tr:first-child td,\n .bp3-running-text table tfoot tr:first-child th,\n table.bp3-html-table tfoot tr:first-child th,\n .bp3-running-text table tfoot tr:first-child td,\n table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,\n .bp3-dark .bp3-running-text table tbody tr:first-child td,\n .bp3-running-text .bp3-dark table tbody tr:first-child td,\n .bp3-dark table.bp3-html-table tbody tr:first-child td,\n .bp3-dark .bp3-running-text table tfoot tr:first-child th,\n .bp3-running-text .bp3-dark table tfoot tr:first-child th,\n .bp3-dark table.bp3-html-table tfoot tr:first-child th,\n .bp3-dark .bp3-running-text table tfoot tr:first-child td,\n .bp3-running-text .bp3-dark table tfoot tr:first-child td,\n .bp3-dark table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-condensed th,\ntable.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,\ntable.bp3-html-table.bp3-small td{\n padding-bottom:6px;\n padding-top:6px; }\n\ntable.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(191, 204, 214, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered tbody tr td,\ntable.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:none;\n box-shadow:none; }\n table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(191, 204, 214, 0.3);\n cursor:pointer; }\n\ntable.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-dark table.bp3-html-table{ }\n .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(92, 112, 128, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(92, 112, 128, 0.3);\n cursor:pointer; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(92, 112, 128, 0.4); }\n\n.bp3-key-combo{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center; }\n .bp3-key-combo > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-key-combo > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-key-combo::before,\n .bp3-key-combo > *{\n margin-right:5px; }\n .bp3-key-combo:empty::before,\n .bp3-key-combo > :last-child{\n margin-right:0; }\n\n.bp3-hotkey-dialog{\n padding-bottom:0;\n top:40px; }\n .bp3-hotkey-dialog .bp3-dialog-body{\n margin:0;\n padding:0; }\n .bp3-hotkey-dialog .bp3-hotkey-label{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1; }\n\n.bp3-hotkey-column{\n margin:auto;\n max-height:80vh;\n overflow-y:auto;\n padding:30px; }\n .bp3-hotkey-column .bp3-heading{\n margin-bottom:20px; }\n .bp3-hotkey-column .bp3-heading:not(:first-child){\n margin-top:40px; }\n\n.bp3-hotkey{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:justify;\n -ms-flex-pack:justify;\n justify-content:space-between;\n margin-left:0;\n margin-right:0; }\n .bp3-hotkey:not(:last-child){\n margin-bottom:10px; }\n.bp3-icon{\n display:inline-block;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n vertical-align:text-bottom; }\n .bp3-icon:not(:empty)::before{\n content:\"\" !important;\n content:unset !important; }\n .bp3-icon > svg{\n display:block; }\n .bp3-icon > svg:not([fill]){\n fill:currentColor; }\n\n.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{\n color:#106ba3; }\n .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{\n color:#48aff0; }\n\n.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{\n color:#0d8050; }\n .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{\n color:#3dcc91; }\n\n.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{\n color:#bf7326; }\n .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{\n color:#ffb366; }\n\n.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{\n color:#c23030; }\n .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{\n color:#ff7373; }\n\nspan.bp3-icon-standard{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon-large{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon:empty{\n font-family:\"Icons20\";\n font-size:inherit;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n span.bp3-icon:empty::before{\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n\n.bp3-icon-add::before{\n content:\"\ue63e\"; }\n\n.bp3-icon-add-column-left::before{\n content:\"\ue6f9\"; }\n\n.bp3-icon-add-column-right::before{\n content:\"\ue6fa\"; }\n\n.bp3-icon-add-row-bottom::before{\n content:\"\ue6f8\"; }\n\n.bp3-icon-add-row-top::before{\n content:\"\ue6f7\"; }\n\n.bp3-icon-add-to-artifact::before{\n content:\"\ue67c\"; }\n\n.bp3-icon-add-to-folder::before{\n content:\"\ue6d2\"; }\n\n.bp3-icon-airplane::before{\n content:\"\ue74b\"; }\n\n.bp3-icon-align-center::before{\n content:\"\ue603\"; }\n\n.bp3-icon-align-justify::before{\n content:\"\ue605\"; }\n\n.bp3-icon-align-left::before{\n content:\"\ue602\"; }\n\n.bp3-icon-align-right::before{\n content:\"\ue604\"; }\n\n.bp3-icon-alignment-bottom::before{\n content:\"\ue727\"; }\n\n.bp3-icon-alignment-horizontal-center::before{\n content:\"\ue726\"; }\n\n.bp3-icon-alignment-left::before{\n content:\"\ue722\"; }\n\n.bp3-icon-alignment-right::before{\n content:\"\ue724\"; }\n\n.bp3-icon-alignment-top::before{\n content:\"\ue725\"; }\n\n.bp3-icon-alignment-vertical-center::before{\n content:\"\ue723\"; }\n\n.bp3-icon-annotation::before{\n content:\"\ue6f0\"; }\n\n.bp3-icon-application::before{\n content:\"\ue735\"; 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}\n\n.bp3-icon-redo::before{\n content:\"\ue6c4\"; }\n\n.bp3-icon-refresh::before{\n content:\"\ue643\"; }\n\n.bp3-icon-regression-chart::before{\n content:\"\ue758\"; }\n\n.bp3-icon-remove::before{\n content:\"\ue63f\"; }\n\n.bp3-icon-remove-column::before{\n content:\"\ue755\"; }\n\n.bp3-icon-remove-column-left::before{\n content:\"\ue6fd\"; }\n\n.bp3-icon-remove-column-right::before{\n content:\"\ue6fe\"; }\n\n.bp3-icon-remove-row-bottom::before{\n content:\"\ue6fc\"; }\n\n.bp3-icon-remove-row-top::before{\n content:\"\ue6fb\"; }\n\n.bp3-icon-repeat::before{\n content:\"\ue692\"; }\n\n.bp3-icon-reset::before{\n content:\"\ue7d6\"; }\n\n.bp3-icon-resolve::before{\n content:\"\ue672\"; }\n\n.bp3-icon-rig::before{\n content:\"\ue740\"; }\n\n.bp3-icon-right-join::before{\n content:\"\ue7a5\"; }\n\n.bp3-icon-ring::before{\n content:\"\ue6f2\"; }\n\n.bp3-icon-rotate-document::before{\n content:\"\ue6e1\"; }\n\n.bp3-icon-rotate-page::before{\n content:\"\ue6e2\"; }\n\n.bp3-icon-satellite::before{\n content:\"\ue76b\"; }\n\n.bp3-icon-saved::before{\n content:\"\ue6b6\"; }\n\n.bp3-icon-scatter-plot::before{\n content:\"\ue73e\"; }\n\n.bp3-icon-search::before{\n content:\"\ue64b\"; }\n\n.bp3-icon-search-around::before{\n content:\"\ue608\"; }\n\n.bp3-icon-search-template::before{\n content:\"\ue628\"; }\n\n.bp3-icon-search-text::before{\n content:\"\ue663\"; }\n\n.bp3-icon-segmented-control::before{\n content:\"\ue6ec\"; }\n\n.bp3-icon-select::before{\n content:\"\ue616\"; }\n\n.bp3-icon-selection::before{\n content:\"\u29bf\"; }\n\n.bp3-icon-send-to::before{\n content:\"\ue66e\"; }\n\n.bp3-icon-send-to-graph::before{\n content:\"\ue736\"; }\n\n.bp3-icon-send-to-map::before{\n content:\"\ue737\"; }\n\n.bp3-icon-series-add::before{\n content:\"\ue796\"; }\n\n.bp3-icon-series-configuration::before{\n content:\"\ue79a\"; }\n\n.bp3-icon-series-derived::before{\n content:\"\ue799\"; }\n\n.bp3-icon-series-filtered::before{\n content:\"\ue798\"; }\n\n.bp3-icon-series-search::before{\n content:\"\ue797\"; }\n\n.bp3-icon-settings::before{\n content:\"\ue6a2\"; }\n\n.bp3-icon-share::before{\n content:\"\ue62e\"; }\n\n.bp3-icon-shield::before{\n content:\"\ue7b2\"; }\n\n.bp3-icon-shop::before{\n content:\"\ue6c2\"; }\n\n.bp3-icon-shopping-cart::before{\n content:\"\ue6c1\"; }\n\n.bp3-icon-signal-search::before{\n content:\"\ue909\"; }\n\n.bp3-icon-sim-card::before{\n content:\"\ue718\"; }\n\n.bp3-icon-slash::before{\n content:\"\ue769\"; }\n\n.bp3-icon-small-cross::before{\n content:\"\ue6d7\"; }\n\n.bp3-icon-small-minus::before{\n content:\"\ue70e\"; }\n\n.bp3-icon-small-plus::before{\n content:\"\ue70d\"; }\n\n.bp3-icon-small-tick::before{\n content:\"\ue6d8\"; }\n\n.bp3-icon-snowflake::before{\n content:\"\ue7b6\"; }\n\n.bp3-icon-social-media::before{\n content:\"\ue671\"; }\n\n.bp3-icon-sort::before{\n content:\"\ue64f\"; }\n\n.bp3-icon-sort-alphabetical::before{\n content:\"\ue64d\"; }\n\n.bp3-icon-sort-alphabetical-desc::before{\n content:\"\ue6c8\"; }\n\n.bp3-icon-sort-asc::before{\n content:\"\ue6d5\"; }\n\n.bp3-icon-sort-desc::before{\n content:\"\ue6d6\"; }\n\n.bp3-icon-sort-numerical::before{\n content:\"\ue64e\"; }\n\n.bp3-icon-sort-numerical-desc::before{\n content:\"\ue6c9\"; }\n\n.bp3-icon-split-columns::before{\n content:\"\ue750\"; }\n\n.bp3-icon-square::before{\n content:\"\ue686\"; }\n\n.bp3-icon-stacked-chart::before{\n content:\"\ue6e7\"; }\n\n.bp3-icon-star::before{\n content:\"\u2605\"; }\n\n.bp3-icon-star-empty::before{\n content:\"\u2606\"; }\n\n.bp3-icon-step-backward::before{\n content:\"\ue6a7\"; }\n\n.bp3-icon-step-chart::before{\n content:\"\ue70f\"; }\n\n.bp3-icon-step-forward::before{\n content:\"\ue6ad\"; }\n\n.bp3-icon-stop::before{\n content:\"\ue6aa\"; }\n\n.bp3-icon-stopwatch::before{\n content:\"\ue901\"; }\n\n.bp3-icon-strikethrough::before{\n content:\"\ue7a6\"; }\n\n.bp3-icon-style::before{\n content:\"\ue601\"; }\n\n.bp3-icon-swap-horizontal::before{\n content:\"\ue745\"; }\n\n.bp3-icon-swap-vertical::before{\n content:\"\ue744\"; }\n\n.bp3-icon-symbol-circle::before{\n content:\"\ue72e\"; }\n\n.bp3-icon-symbol-cross::before{\n content:\"\ue731\"; }\n\n.bp3-icon-symbol-diamond::before{\n content:\"\ue730\"; }\n\n.bp3-icon-symbol-square::before{\n content:\"\ue72f\"; }\n\n.bp3-icon-symbol-triangle-down::before{\n content:\"\ue733\"; }\n\n.bp3-icon-symbol-triangle-up::before{\n content:\"\ue732\"; }\n\n.bp3-icon-tag::before{\n content:\"\ue61c\"; }\n\n.bp3-icon-take-action::before{\n content:\"\ue6ca\"; }\n\n.bp3-icon-taxi::before{\n content:\"\ue79e\"; }\n\n.bp3-icon-text-highlight::before{\n content:\"\ue6dd\"; }\n\n.bp3-icon-th::before{\n content:\"\ue667\"; }\n\n.bp3-icon-th-derived::before{\n content:\"\ue669\"; }\n\n.bp3-icon-th-disconnect::before{\n content:\"\ue7d8\"; }\n\n.bp3-icon-th-filtered::before{\n content:\"\ue7c6\"; }\n\n.bp3-icon-th-list::before{\n content:\"\ue668\"; }\n\n.bp3-icon-thumbs-down::before{\n content:\"\ue6be\"; }\n\n.bp3-icon-thumbs-up::before{\n content:\"\ue6bd\"; }\n\n.bp3-icon-tick::before{\n content:\"\u2713\"; }\n\n.bp3-icon-tick-circle::before{\n content:\"\ue779\"; }\n\n.bp3-icon-time::before{\n content:\"\u23f2\"; }\n\n.bp3-icon-timeline-area-chart::before{\n content:\"\ue6cd\"; }\n\n.bp3-icon-timeline-bar-chart::before{\n content:\"\ue620\"; }\n\n.bp3-icon-timeline-events::before{\n content:\"\ue61e\"; }\n\n.bp3-icon-timeline-line-chart::before{\n content:\"\ue61f\"; }\n\n.bp3-icon-tint::before{\n content:\"\ue6b2\"; }\n\n.bp3-icon-torch::before{\n content:\"\ue677\"; }\n\n.bp3-icon-tractor::before{\n content:\"\ue90c\"; }\n\n.bp3-icon-train::before{\n content:\"\ue79f\"; }\n\n.bp3-icon-translate::before{\n content:\"\ue759\"; }\n\n.bp3-icon-trash::before{\n content:\"\ue63b\"; }\n\n.bp3-icon-tree::before{\n content:\"\ue7b7\"; }\n\n.bp3-icon-trending-down::before{\n content:\"\ue71a\"; }\n\n.bp3-icon-trending-up::before{\n content:\"\ue719\"; }\n\n.bp3-icon-truck::before{\n content:\"\ue90b\"; }\n\n.bp3-icon-two-columns::before{\n content:\"\ue657\"; }\n\n.bp3-icon-unarchive::before{\n content:\"\ue906\"; }\n\n.bp3-icon-underline::before{\n content:\"\u2381\"; }\n\n.bp3-icon-undo::before{\n content:\"\u238c\"; }\n\n.bp3-icon-ungroup-objects::before{\n content:\"\ue688\"; }\n\n.bp3-icon-unknown-vehicle::before{\n content:\"\ue73d\"; }\n\n.bp3-icon-unlock::before{\n content:\"\ue626\"; }\n\n.bp3-icon-unpin::before{\n content:\"\ue650\"; }\n\n.bp3-icon-unresolve::before{\n content:\"\ue679\"; }\n\n.bp3-icon-updated::before{\n content:\"\ue7a7\"; }\n\n.bp3-icon-upload::before{\n content:\"\ue68f\"; }\n\n.bp3-icon-user::before{\n content:\"\ue627\"; }\n\n.bp3-icon-variable::before{\n content:\"\ue6f5\"; }\n\n.bp3-icon-vertical-bar-chart-asc::before{\n content:\"\ue75b\"; }\n\n.bp3-icon-vertical-bar-chart-desc::before{\n content:\"\ue71c\"; }\n\n.bp3-icon-vertical-distribution::before{\n content:\"\ue721\"; }\n\n.bp3-icon-video::before{\n content:\"\ue6a0\"; }\n\n.bp3-icon-volume-down::before{\n content:\"\ue6a4\"; }\n\n.bp3-icon-volume-off::before{\n content:\"\ue6a3\"; }\n\n.bp3-icon-volume-up::before{\n content:\"\ue6a5\"; }\n\n.bp3-icon-walk::before{\n content:\"\ue79d\"; }\n\n.bp3-icon-warning-sign::before{\n content:\"\ue647\"; }\n\n.bp3-icon-waterfall-chart::before{\n content:\"\ue6e6\"; }\n\n.bp3-icon-widget::before{\n content:\"\ue678\"; }\n\n.bp3-icon-widget-button::before{\n content:\"\ue790\"; }\n\n.bp3-icon-widget-footer::before{\n content:\"\ue792\"; }\n\n.bp3-icon-widget-header::before{\n content:\"\ue791\"; }\n\n.bp3-icon-wrench::before{\n content:\"\ue734\"; }\n\n.bp3-icon-zoom-in::before{\n content:\"\ue641\"; }\n\n.bp3-icon-zoom-out::before{\n content:\"\ue642\"; }\n\n.bp3-icon-zoom-to-fit::before{\n content:\"\ue67b\"; }\n.bp3-submenu > .bp3-popover-wrapper{\n display:block; }\n\n.bp3-submenu .bp3-popover-target{\n display:block; }\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }\n\n.bp3-submenu.bp3-popover{\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0 5px; }\n .bp3-submenu.bp3-popover > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n.bp3-menu{\n background:#ffffff;\n border-radius:3px;\n color:#182026;\n list-style:none;\n margin:0;\n min-width:180px;\n padding:5px;\n text-align:left; }\n\n.bp3-menu-divider{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px; }\n .bp3-dark .bp3-menu-divider{\n border-top-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-menu-item{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n border-radius:2px;\n color:inherit;\n line-height:20px;\n padding:5px 7px;\n text-decoration:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-menu-item > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-menu-item > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-menu-item::before,\n .bp3-menu-item > *{\n margin-right:7px; }\n .bp3-menu-item:empty::before,\n .bp3-menu-item > :last-child{\n margin-right:0; }\n .bp3-menu-item > .bp3-fill{\n word-break:break-word; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(167, 182, 194, 0.3);\n cursor:pointer;\n text-decoration:none; }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-menu-item{\n color:inherit; }\n .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(138, 155, 168, 0.15);\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-menu-item.bp3-intent-primary{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,\n .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-success{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,\n .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-warning{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,\n .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-danger{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,\n .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:7px; }\n .bp3-menu-item::before,\n .bp3-menu-item > .bp3-icon{\n color:#5c7080;\n margin-top:2px; }\n .bp3-menu-item .bp3-menu-item-label{\n color:#5c7080; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n color:inherit; }\n .bp3-menu-item.bp3-active, .bp3-menu-item:active{\n background-color:rgba(115, 134, 148, 0.3); }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit !important;\n color:rgba(92, 112, 128, 0.6) !important;\n cursor:not-allowed !important;\n outline:none !important; }\n .bp3-menu-item.bp3-disabled::before,\n .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-large .bp3-menu-item{\n font-size:16px;\n line-height:22px;\n padding:9px 7px; }\n .bp3-large .bp3-menu-item .bp3-icon{\n margin-top:3px; }\n .bp3-large .bp3-menu-item::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:10px;\n margin-top:1px; }\n\nbutton.bp3-menu-item{\n background:none;\n border:none;\n text-align:left;\n width:100%; }\n.bp3-menu-header{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px;\n cursor:default;\n padding-left:2px; }\n .bp3-dark .bp3-menu-header{\n border-top-color:rgba(255, 255, 255, 0.15); }\n .bp3-menu-header:first-of-type{\n border-top:none; }\n .bp3-menu-header > h6{\n color:#182026;\n font-weight:600;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n line-height:17px;\n margin:0;\n padding:10px 7px 0 1px; }\n .bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n .bp3-large .bp3-menu-header > h6{\n font-size:18px;\n padding-bottom:5px;\n padding-top:15px; }\n .bp3-large .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n\n.bp3-dark .bp3-menu{\n background:#30404d;\n color:#f5f8fa; }\n\n.bp3-dark .bp3-menu-item{ }\n .bp3-dark .bp3-menu-item.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item::before,\n .bp3-dark .bp3-menu-item > .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item .bp3-menu-item-label{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{\n background-color:rgba(138, 155, 168, 0.3); }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n color:rgba(167, 182, 194, 0.6) !important; }\n .bp3-dark .bp3-menu-item.bp3-disabled::before,\n .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(167, 182, 194, 0.6) !important; }\n\n.bp3-dark .bp3-menu-divider,\n.bp3-dark .bp3-menu-header{\n border-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n\n.bp3-label .bp3-menu{\n margin-top:5px; }\n.bp3-navbar{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:50px;\n padding:0 15px;\n position:relative;\n width:100%;\n z-index:10; }\n .bp3-navbar.bp3-dark,\n .bp3-dark .bp3-navbar{\n background-color:#394b59; }\n .bp3-navbar.bp3-dark{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-navbar{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-navbar.bp3-fixed-top{\n left:0;\n position:fixed;\n right:0;\n top:0; }\n\n.bp3-navbar-heading{\n font-size:16px;\n margin-right:15px; }\n\n.bp3-navbar-group{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:50px; }\n .bp3-navbar-group.bp3-align-left{\n float:left; }\n .bp3-navbar-group.bp3-align-right{\n float:right; }\n\n.bp3-navbar-divider{\n border-left:1px solid rgba(16, 22, 26, 0.15);\n height:20px;\n margin:0 10px; }\n .bp3-dark .bp3-navbar-divider{\n border-left-color:rgba(255, 255, 255, 0.15); }\n.bp3-non-ideal-state{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n height:100%;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n text-align:center;\n width:100%; }\n .bp3-non-ideal-state > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-non-ideal-state > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-non-ideal-state::before,\n .bp3-non-ideal-state > *{\n margin-bottom:20px; }\n .bp3-non-ideal-state:empty::before,\n .bp3-non-ideal-state > :last-child{\n margin-bottom:0; }\n .bp3-non-ideal-state > *{\n max-width:400px; }\n\n.bp3-non-ideal-state-visual{\n color:rgba(92, 112, 128, 0.6);\n font-size:60px; }\n .bp3-dark .bp3-non-ideal-state-visual{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-overflow-list{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:nowrap;\n flex-wrap:nowrap;\n min-width:0; }\n\n.bp3-overflow-list-spacer{\n -ms-flex-negative:1;\n flex-shrink:1;\n width:1px; }\n\nbody.bp3-overlay-open{\n overflow:hidden; }\n\n.bp3-overlay{\n bottom:0;\n left:0;\n position:static;\n right:0;\n top:0;\n z-index:20; }\n .bp3-overlay:not(.bp3-overlay-open){\n pointer-events:none; }\n .bp3-overlay.bp3-overlay-container{\n overflow:hidden;\n position:fixed; }\n .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-scroll-container{\n overflow:auto;\n position:fixed; }\n .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-inline{\n display:inline;\n overflow:visible; }\n\n.bp3-overlay-content{\n position:fixed;\n z-index:20; }\n .bp3-overlay-inline .bp3-overlay-content,\n .bp3-overlay-scroll-container .bp3-overlay-content{\n position:absolute; }\n\n.bp3-overlay-backdrop{\n bottom:0;\n left:0;\n position:fixed;\n right:0;\n top:0;\n opacity:1;\n background-color:rgba(16, 22, 26, 0.7);\n overflow:auto;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n z-index:20; }\n .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{\n opacity:0; }\n .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop.bp3-overlay-exit{\n opacity:1; }\n .bp3-overlay-backdrop.bp3-overlay-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop:focus{\n outline:none; }\n .bp3-overlay-inline .bp3-overlay-backdrop{\n position:absolute; }\n.bp3-panel-stack{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-view{\n background-color:#30404d; }\n .bp3-panel-stack-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-panel-stack2{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack2-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack2-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack2-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack2-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack2-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack2-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-view{\n background-color:#30404d; }\n .bp3-panel-stack2-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1);\n border-radius:3px;\n display:inline-block;\n z-index:20; }\n .bp3-popover .bp3-popover-arrow{\n height:30px;\n position:absolute;\n width:30px; }\n .bp3-popover .bp3-popover-arrow::before{\n height:20px;\n margin:5px;\n width:20px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{\n margin-bottom:17px;\n margin-top:-17px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n bottom:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{\n margin-left:17px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n left:-11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{\n margin-top:17px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n top:-11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{\n margin-left:-17px;\n margin-right:17px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n right:-11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n top:-0.3934px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n right:-0.3934px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n left:-0.3934px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n bottom:-0.3934px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-popover .bp3-popover-content{\n background:#ffffff;\n color:inherit; }\n .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-popover .bp3-popover-arrow-fill{\n fill:#ffffff; }\n .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3); }\n .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover-exit > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover .bp3-popover-content{\n border-radius:3px;\n position:relative; }\n .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{\n max-width:350px;\n padding:20px; }\n .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{\n width:350px; }\n .bp3-popover.bp3-minimal{\n margin:0 !important; }\n .bp3-popover.bp3-minimal .bp3-popover-arrow{\n display:none; }\n .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover.bp3-dark,\n .bp3-dark .bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-popover .bp3-popover-content{\n background:#30404d;\n color:inherit; }\n .bp3-popover.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-popover.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-popover .bp3-popover-arrow-fill{\n fill:#30404d; }\n\n.bp3-popover-arrow::before{\n border-radius:2px;\n content:\"\";\n display:block;\n position:absolute;\n -webkit-transform:rotate(45deg);\n transform:rotate(45deg); }\n\n.bp3-tether-pinned .bp3-popover-arrow{\n display:none; }\n\n.bp3-popover-backdrop{\n background:rgba(255, 255, 255, 0); }\n\n.bp3-transition-container{\n opacity:1;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n z-index:20; }\n .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{\n opacity:0; }\n .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container.bp3-popover-exit{\n opacity:1; }\n .bp3-transition-container.bp3-popover-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container:focus{\n outline:none; }\n .bp3-transition-container.bp3-popover-leave .bp3-popover-content{\n pointer-events:none; }\n .bp3-transition-container[data-x-out-of-boundaries]{\n display:none; }\n\nspan.bp3-popover-target{\n display:inline-block; }\n\n.bp3-popover-wrapper.bp3-fill{\n width:100%; }\n\n.bp3-portal{\n left:0;\n position:absolute;\n right:0;\n top:0; }\n@-webkit-keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n@keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n\n.bp3-progress-bar{\n background:rgba(92, 112, 128, 0.2);\n border-radius:40px;\n display:block;\n height:8px;\n overflow:hidden;\n position:relative;\n width:100%; }\n .bp3-progress-bar .bp3-progress-meter{\n background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);\n background-color:rgba(92, 112, 128, 0.8);\n background-size:30px 30px;\n border-radius:40px;\n height:100%;\n position:absolute;\n -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:100%; }\n .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{\n animation:linear-progress-bar-stripes 300ms linear infinite reverse; }\n .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{\n background-image:none; }\n\n.bp3-dark .bp3-progress-bar{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-progress-bar .bp3-progress-meter{\n background-color:#8a9ba8; }\n\n.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{\n background-color:#137cbd; }\n\n.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{\n background-color:#0f9960; }\n\n.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{\n background-color:#d9822b; }\n\n.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{\n background-color:#db3737; }\n@-webkit-keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n@keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n.bp3-skeleton{\n -webkit-animation:1000ms linear infinite alternate skeleton-glow;\n animation:1000ms linear infinite alternate skeleton-glow;\n background:rgba(206, 217, 224, 0.2);\n background-clip:padding-box !important;\n border-color:rgba(206, 217, 224, 0.2) !important;\n border-radius:2px;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n color:transparent !important;\n cursor:default;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-skeleton::before, .bp3-skeleton::after,\n .bp3-skeleton *{\n visibility:hidden !important; }\n.bp3-slider{\n height:40px;\n min-width:150px;\n width:100%;\n cursor:default;\n outline:none;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-slider:hover{\n cursor:pointer; }\n .bp3-slider:active{\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-slider.bp3-disabled{\n cursor:not-allowed;\n opacity:0.5; }\n .bp3-slider.bp3-slider-unlabeled{\n height:16px; }\n\n.bp3-slider-track,\n.bp3-slider-progress{\n height:6px;\n left:0;\n right:0;\n top:5px;\n position:absolute; }\n\n.bp3-slider-track{\n border-radius:3px;\n overflow:hidden; }\n\n.bp3-slider-progress{\n background:rgba(92, 112, 128, 0.2); }\n .bp3-dark .bp3-slider-progress{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-slider-progress.bp3-intent-primary{\n background-color:#137cbd; }\n .bp3-slider-progress.bp3-intent-success{\n background-color:#0f9960; }\n .bp3-slider-progress.bp3-intent-warning{\n background-color:#d9822b; }\n .bp3-slider-progress.bp3-intent-danger{\n background-color:#db3737; }\n\n.bp3-slider-handle{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:pointer;\n height:16px;\n left:0;\n position:absolute;\n top:0;\n width:16px; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-slider-handle:focus{\n z-index:1; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:-webkit-grab;\n cursor:grab;\n z-index:2; }\n .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-disabled .bp3-slider-handle{\n background:#bfccd6;\n -webkit-box-shadow:none;\n box-shadow:none;\n pointer-events:none; }\n .bp3-dark .bp3-slider-handle{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{\n background-color:#394b59; }\n .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#293742; }\n .bp3-dark .bp3-disabled .bp3-slider-handle{\n background:#5c7080;\n border-color:#5c7080;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle .bp3-slider-label{\n background:#394b59;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n color:#f5f8fa;\n margin-left:8px; }\n .bp3-dark .bp3-slider-handle .bp3-slider-label{\n background:#e1e8ed;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n color:#394b59; }\n .bp3-disabled .bp3-slider-handle .bp3-slider-label{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{\n width:8px; }\n .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:0;\n border-top-right-radius:0; }\n .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-top-left-radius:0;\n margin-left:8px; }\n .bp3-slider-handle.bp3-end .bp3-slider-label{\n margin-left:0; }\n\n.bp3-slider-label{\n -webkit-transform:translate(-50%, 20px);\n transform:translate(-50%, 20px);\n display:inline-block;\n font-size:12px;\n line-height:1;\n padding:2px 5px;\n position:absolute;\n vertical-align:top; }\n\n.bp3-slider.bp3-vertical{\n height:150px;\n min-width:40px;\n width:40px; }\n .bp3-slider.bp3-vertical .bp3-slider-track,\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n bottom:0;\n height:auto;\n left:5px;\n top:0;\n width:6px; }\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-label{\n -webkit-transform:translate(20px, 50%);\n transform:translate(20px, 50%); }\n .bp3-slider.bp3-vertical .bp3-slider-handle{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{\n margin-left:0;\n margin-top:-8px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n height:8px;\n margin-left:0;\n width:16px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:3px;\n border-top-left-radius:0; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{\n -webkit-transform:translate(20px);\n transform:translate(20px); }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-bottom-right-radius:0;\n border-top-left-radius:3px;\n margin-bottom:8px; }\n\n@-webkit-keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n@keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n.bp3-spinner{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n overflow:visible;\n vertical-align:middle; }\n .bp3-spinner svg{\n display:block; }\n .bp3-spinner path{\n fill-opacity:0; }\n .bp3-spinner .bp3-spinner-head{\n stroke:rgba(92, 112, 128, 0.8);\n stroke-linecap:round;\n -webkit-transform-origin:center;\n transform-origin:center;\n -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-spinner .bp3-spinner-track{\n stroke:rgba(92, 112, 128, 0.2); }\n\n.bp3-spinner-animation{\n -webkit-animation:pt-spinner-animation 500ms linear infinite;\n animation:pt-spinner-animation 500ms linear infinite; }\n .bp3-no-spin > .bp3-spinner-animation{\n -webkit-animation:none;\n animation:none; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-track{\n stroke:rgba(16, 22, 26, 0.5); }\n\n.bp3-spinner.bp3-intent-primary .bp3-spinner-head{\n stroke:#137cbd; }\n\n.bp3-spinner.bp3-intent-success .bp3-spinner-head{\n stroke:#0f9960; }\n\n.bp3-spinner.bp3-intent-warning .bp3-spinner-head{\n stroke:#d9822b; }\n\n.bp3-spinner.bp3-intent-danger .bp3-spinner-head{\n stroke:#db3737; }\n.bp3-tabs.bp3-vertical{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{\n border-radius:3px;\n padding:0 10px;\n width:100%; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected=\"true\"]{\n background-color:rgba(19, 124, 189, 0.2);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:rgba(19, 124, 189, 0.2);\n border-radius:3px;\n bottom:0;\n height:auto;\n left:0;\n right:0;\n top:0; }\n .bp3-tabs.bp3-vertical > .bp3-tab-panel{\n margin-top:0;\n padding-left:20px; }\n\n.bp3-tab-list{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end;\n border:none;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n list-style:none;\n margin:0;\n padding:0;\n position:relative; }\n .bp3-tab-list > *:not(:last-child){\n margin-right:20px; }\n\n.bp3-tab{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:#182026;\n cursor:pointer;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n font-size:14px;\n line-height:30px;\n max-width:100%;\n position:relative;\n vertical-align:top; }\n .bp3-tab a{\n color:inherit;\n display:block;\n text-decoration:none; }\n .bp3-tab-indicator-wrapper ~ .bp3-tab{\n background-color:transparent !important;\n -webkit-box-shadow:none !important;\n box-shadow:none !important; }\n .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-tab[aria-selected=\"true\"]{\n border-radius:0;\n -webkit-box-shadow:inset 0 -3px 0 #106ba3;\n box-shadow:inset 0 -3px 0 #106ba3; }\n .bp3-tab[aria-selected=\"true\"], .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#106ba3; }\n .bp3-tab:focus{\n -moz-outline-radius:0; }\n .bp3-large > .bp3-tab{\n font-size:16px;\n line-height:40px; }\n\n.bp3-tab-panel{\n margin-top:20px; }\n .bp3-tab-panel[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-tab-indicator-wrapper{\n left:0;\n pointer-events:none;\n position:absolute;\n top:0;\n -webkit-transform:translateX(0), translateY(0);\n transform:translateX(0), translateY(0);\n -webkit-transition:height, width, -webkit-transform;\n transition:height, width, -webkit-transform;\n transition:height, transform, width;\n transition:height, transform, width, -webkit-transform;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:#106ba3;\n bottom:0;\n height:3px;\n left:0;\n position:absolute;\n right:0; }\n .bp3-tab-indicator-wrapper.bp3-no-animation{\n -webkit-transition:none;\n transition:none; }\n\n.bp3-dark .bp3-tab{\n color:#f5f8fa; }\n .bp3-dark .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tab[aria-selected=\"true\"]{\n -webkit-box-shadow:inset 0 -3px 0 #48aff0;\n box-shadow:inset 0 -3px 0 #48aff0; }\n .bp3-dark .bp3-tab[aria-selected=\"true\"], .bp3-dark .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#48aff0; }\n\n.bp3-dark .bp3-tab-indicator{\n background-color:#48aff0; }\n\n.bp3-flex-expander{\n -webkit-box-flex:1;\n -ms-flex:1 1;\n flex:1 1; }\n.bp3-tag{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#5c7080;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#f5f8fa;\n font-size:12px;\n line-height:16px;\n max-width:100%;\n min-height:20px;\n min-width:20px;\n padding:2px 6px;\n position:relative; }\n .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.85); }\n .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.7); }\n .bp3-tag > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag::before,\n .bp3-tag > *{\n margin-right:4px; }\n .bp3-tag:empty::before,\n .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag.bp3-round{\n border-radius:30px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-dark .bp3-tag{\n background-color:#bfccd6;\n color:#182026; }\n .bp3-dark .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.85); }\n .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.7); }\n .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{\n fill:currentColor; }\n .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{\n fill:#ffffff; }\n .bp3-tag.bp3-large,\n .bp3-large .bp3-tag{\n font-size:14px;\n line-height:20px;\n min-height:30px;\n min-width:30px;\n padding:5px 10px; }\n .bp3-tag.bp3-large::before,\n .bp3-tag.bp3-large > *,\n .bp3-large .bp3-tag::before,\n .bp3-large .bp3-tag > *{\n margin-right:7px; }\n .bp3-tag.bp3-large:empty::before,\n .bp3-tag.bp3-large > :last-child,\n .bp3-large .bp3-tag:empty::before,\n .bp3-large .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag.bp3-large.bp3-round,\n .bp3-large .bp3-tag.bp3-round{\n padding-left:12px;\n padding-right:12px; }\n .bp3-tag.bp3-intent-primary{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tag.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.85); }\n .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.7); }\n .bp3-tag.bp3-intent-success{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tag.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.85); }\n .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.7); }\n .bp3-tag.bp3-intent-warning{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tag.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.85); }\n .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.7); }\n .bp3-tag.bp3-intent-danger{\n background:#db3737;\n color:#ffffff; }\n .bp3-tag.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.85); }\n .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.7); }\n .bp3-tag.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{\n fill:#5c7080; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n background-color:rgba(138, 155, 168, 0.2);\n color:#182026; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n color:#f5f8fa; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.3); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n fill:#a7b6c2; }\n .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{\n fill:#137cbd; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25);\n color:#48aff0; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{\n fill:#0f9960; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25);\n color:#3dcc91; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{\n fill:#d9822b; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25);\n color:#ffb366; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{\n fill:#db3737; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25);\n color:#ff7373; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.45); }\n\n.bp3-tag-remove{\n background:none;\n border:none;\n color:inherit;\n cursor:pointer;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin-bottom:-2px;\n margin-right:-6px !important;\n margin-top:-2px;\n opacity:0.5;\n padding:2px;\n padding-left:0; }\n .bp3-tag-remove:hover{\n background:none;\n opacity:0.8;\n text-decoration:none; }\n .bp3-tag-remove:active{\n opacity:1; }\n .bp3-tag-remove:empty::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6d7\"; }\n .bp3-large .bp3-tag-remove{\n margin-right:-10px !important;\n padding:0 5px 0 0; }\n .bp3-large .bp3-tag-remove:empty::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n.bp3-tag-input{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n cursor:text;\n height:auto;\n line-height:inherit;\n min-height:30px;\n padding-left:5px;\n padding-right:0; }\n .bp3-tag-input > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input > .bp3-tag-input-values{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-icon{\n color:#5c7080;\n margin-left:2px;\n margin-right:7px;\n margin-top:7px; }\n .bp3-tag-input .bp3-tag-input-values{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -ms-flex-item-align:stretch;\n align-self:stretch;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n margin-right:7px;\n margin-top:5px;\n min-width:0; }\n .bp3-tag-input .bp3-tag-input-values > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input .bp3-tag-input-values > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-values::before,\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-right:5px; }\n .bp3-tag-input .bp3-tag-input-values:empty::before,\n .bp3-tag-input .bp3-tag-input-values > :last-child{\n margin-right:0; }\n .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{\n padding-left:5px; }\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-bottom:5px; }\n .bp3-tag-input .bp3-tag{\n overflow-wrap:break-word; }\n .bp3-tag-input .bp3-tag.bp3-active{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag-input .bp3-input-ghost{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:20px;\n width:80px; }\n .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{\n cursor:not-allowed; }\n .bp3-tag-input .bp3-button,\n .bp3-tag-input .bp3-spinner{\n margin:3px;\n margin-left:0; }\n .bp3-tag-input .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-tag-input.bp3-large{\n height:auto;\n min-height:40px; }\n .bp3-tag-input.bp3-large::before,\n .bp3-tag-input.bp3-large > *{\n margin-right:10px; }\n .bp3-tag-input.bp3-large:empty::before,\n .bp3-tag-input.bp3-large > :last-child{\n margin-right:0; }\n .bp3-tag-input.bp3-large .bp3-tag-input-icon{\n margin-left:5px;\n margin-top:10px; }\n .bp3-tag-input.bp3-large .bp3-input-ghost{\n line-height:30px; }\n .bp3-tag-input.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n padding:5px 10px;\n margin:5px;\n margin-left:0; }\n .bp3-tag-input.bp3-large .bp3-spinner{\n margin:8px;\n margin-left:0; }\n .bp3-tag-input.bp3-active{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{\n color:#f5f8fa; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-input-ghost{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0; }\n .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:focus{\n outline:none !important; }\n.bp3-toast{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:20px 0 0;\n max-width:500px;\n min-width:300px;\n pointer-events:all;\n position:relative !important; }\n .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-exit{\n opacity:1;\n -webkit-filter:blur(0);\n filter:blur(0); }\n .bp3-toast.bp3-toast-exit-active{\n opacity:0;\n -webkit-filter:blur(10px);\n filter:blur(10px);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:opacity, filter;\n transition-property:opacity, filter, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast.bp3-toast-exit ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px);\n -webkit-transition-delay:50ms;\n transition-delay:50ms;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast .bp3-button-group{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:5px;\n padding-left:0; }\n .bp3-toast > .bp3-icon{\n color:#5c7080;\n margin:12px;\n margin-right:0; }\n .bp3-toast.bp3-dark,\n .bp3-dark .bp3-toast{\n background-color:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-toast.bp3-dark > .bp3-icon,\n .bp3-dark .bp3-toast > .bp3-icon{\n color:#a7b6c2; }\n .bp3-toast[class*=\"bp3-intent-\"] a{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-toast[class*=\"bp3-intent-\"] a:hover{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] > .bp3-icon{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::before,\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button .bp3-icon, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n color:rgba(255, 255, 255, 0.7) !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:focus{\n outline-color:rgba(255, 255, 255, 0.5); }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:hover{\n background-color:rgba(255, 255, 255, 0.15) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n background-color:rgba(255, 255, 255, 0.3) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::after{\n background:rgba(255, 255, 255, 0.3) !important; }\n .bp3-toast.bp3-intent-primary{\n background-color:#137cbd;\n color:#ffffff; }\n .bp3-toast.bp3-intent-success{\n background-color:#0f9960;\n color:#ffffff; }\n .bp3-toast.bp3-intent-warning{\n background-color:#d9822b;\n color:#ffffff; }\n .bp3-toast.bp3-intent-danger{\n background-color:#db3737;\n color:#ffffff; }\n\n.bp3-toast-message{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n padding:11px;\n word-break:break-word; }\n\n.bp3-toast-container{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box !important;\n display:-ms-flexbox !important;\n display:flex !important;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n left:0;\n overflow:hidden;\n padding:0 20px 20px;\n pointer-events:none;\n right:0;\n z-index:40; }\n .bp3-toast-container.bp3-toast-container-in-portal{\n position:fixed; }\n .bp3-toast-container.bp3-toast-container-inline{\n position:absolute; }\n .bp3-toast-container.bp3-toast-container-top{\n top:0; }\n .bp3-toast-container.bp3-toast-container-bottom{\n bottom:0;\n -webkit-box-orient:vertical;\n -webkit-box-direction:reverse;\n -ms-flex-direction:column-reverse;\n flex-direction:column-reverse;\n top:auto; }\n .bp3-toast-container.bp3-toast-container-left{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start; }\n .bp3-toast-container.bp3-toast-container-right{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end; }\n\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{\n -webkit-transform:translateY(60px);\n transform:translateY(60px); }\n.bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-tooltip .bp3-popover-arrow{\n height:22px;\n position:absolute;\n width:22px; }\n .bp3-tooltip .bp3-popover-arrow::before{\n height:14px;\n margin:4px;\n width:14px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{\n margin-bottom:11px;\n margin-top:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-8px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{\n margin-left:11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n left:-8px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{\n margin-top:11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n top:-8px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{\n margin-left:-11px;\n margin-right:11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n right:-8px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n top:-0.22183px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n right:-0.22183px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n left:-0.22183px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-0.22183px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-tooltip .bp3-popover-content{\n background:#394b59;\n color:#f5f8fa; }\n .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#394b59; }\n .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8); }\n .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tooltip .bp3-popover-content{\n padding:10px 12px; }\n .bp3-tooltip.bp3-dark,\n .bp3-dark .bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-tooltip .bp3-popover-content{\n background:#e1e8ed;\n color:#394b59; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#e1e8ed; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-content{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{\n fill:#137cbd; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-content{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{\n fill:#0f9960; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-content{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{\n fill:#d9822b; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-content{\n background:#db3737;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{\n fill:#db3737; }\n\n.bp3-tooltip-indicator{\n border-bottom:dotted 1px;\n cursor:help; }\n.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{\n color:#5c7080; }\n .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-tree-node-list{\n list-style:none;\n margin:0;\n padding-left:0; }\n\n.bp3-tree-root{\n background-color:transparent;\n cursor:default;\n padding-left:0;\n position:relative; }\n\n.bp3-tree-node-content-0{\n padding-left:0px; }\n\n.bp3-tree-node-content-1{\n padding-left:23px; }\n\n.bp3-tree-node-content-2{\n padding-left:46px; }\n\n.bp3-tree-node-content-3{\n padding-left:69px; }\n\n.bp3-tree-node-content-4{\n padding-left:92px; }\n\n.bp3-tree-node-content-5{\n padding-left:115px; }\n\n.bp3-tree-node-content-6{\n padding-left:138px; }\n\n.bp3-tree-node-content-7{\n padding-left:161px; }\n\n.bp3-tree-node-content-8{\n padding-left:184px; }\n\n.bp3-tree-node-content-9{\n padding-left:207px; }\n\n.bp3-tree-node-content-10{\n padding-left:230px; }\n\n.bp3-tree-node-content-11{\n padding-left:253px; }\n\n.bp3-tree-node-content-12{\n padding-left:276px; }\n\n.bp3-tree-node-content-13{\n padding-left:299px; }\n\n.bp3-tree-node-content-14{\n padding-left:322px; }\n\n.bp3-tree-node-content-15{\n padding-left:345px; }\n\n.bp3-tree-node-content-16{\n padding-left:368px; }\n\n.bp3-tree-node-content-17{\n padding-left:391px; }\n\n.bp3-tree-node-content-18{\n padding-left:414px; }\n\n.bp3-tree-node-content-19{\n padding-left:437px; }\n\n.bp3-tree-node-content-20{\n padding-left:460px; }\n\n.bp3-tree-node-content{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:30px;\n padding-right:5px;\n width:100%; }\n .bp3-tree-node-content:hover{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-tree-node-caret,\n.bp3-tree-node-caret-none{\n min-width:30px; }\n\n.bp3-tree-node-caret{\n color:#5c7080;\n cursor:pointer;\n padding:7px;\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg);\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tree-node-caret:hover{\n color:#182026; }\n .bp3-dark .bp3-tree-node-caret{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree-node-caret:hover{\n color:#f5f8fa; }\n .bp3-tree-node-caret.bp3-tree-node-caret-open{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tree-node-caret.bp3-icon-standard::before{\n content:\"\ue695\"; }\n\n.bp3-tree-node-icon{\n margin-right:7px;\n position:relative; }\n\n.bp3-tree-node-label{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-label span{\n display:inline; }\n\n.bp3-tree-node-secondary-label{\n padding:0 5px;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-secondary-label .bp3-popover-wrapper,\n .bp3-tree-node-secondary-label .bp3-popover-target{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-content{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,\n.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{\n color:#ffffff; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{\n color:#ffffff; }\n\n.bp3-dark .bp3-tree-node-content:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n\n.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n.bp3-omnibar{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n left:calc(50% - 250px);\n top:20vh;\n width:500px;\n z-index:21; }\n .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2; }\n .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar.bp3-overlay-exit{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1; }\n .bp3-omnibar.bp3-overlay-exit-active{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar .bp3-input{\n background-color:transparent;\n border-radius:0; }\n .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-omnibar .bp3-menu{\n background-color:transparent;\n border-radius:0;\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n max-height:calc(60vh - 40px);\n overflow:auto; }\n .bp3-omnibar .bp3-menu:empty{\n display:none; }\n .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-omnibar-overlay .bp3-overlay-backdrop{\n background-color:rgba(16, 22, 26, 0.2); }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\n.bp3-multi-select{\n min-width:150px; }\n\n.bp3-multi-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto; }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* This file was auto-generated by ensureUiComponents() in @jupyterlab\/buildutils *\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n\/* Icons urls *\/\n\n:root {\n --jp-icon-add: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);\n --jp-icon-bug: 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--jp-icon-terminal: url(data:image\/svg+xml;base64,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);\n --jp-icon-text-editor: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);\n --jp-icon-toc: url(data:image\/svg+xml;base64,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);\n --jp-icon-tree-view: url(data:image\/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);\n --jp-icon-trusted: url(data:image\/svg+xml;base64,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);\n --jp-icon-undo: url(data:image\/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);\n --jp-icon-vega: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);\n --jp-icon-yaml: url(data:image\/svg+xml;base64,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);\n}\n\n\/* Icon CSS class declarations *\/\n\n.jp-AddIcon {\n background-image: var(--jp-icon-add);\n}\n.jp-BugIcon {\n background-image: var(--jp-icon-bug);\n}\n.jp-BuildIcon {\n background-image: var(--jp-icon-build);\n}\n.jp-CaretDownEmptyIcon {\n background-image: var(--jp-icon-caret-down-empty);\n}\n.jp-CaretDownEmptyThinIcon {\n background-image: var(--jp-icon-caret-down-empty-thin);\n}\n.jp-CaretDownIcon {\n background-image: var(--jp-icon-caret-down);\n}\n.jp-CaretLeftIcon {\n background-image: var(--jp-icon-caret-left);\n}\n.jp-CaretRightIcon {\n background-image: var(--jp-icon-caret-right);\n}\n.jp-CaretUpEmptyThinIcon {\n background-image: var(--jp-icon-caret-up-empty-thin);\n}\n.jp-CaretUpIcon {\n background-image: var(--jp-icon-caret-up);\n}\n.jp-CaseSensitiveIcon {\n background-image: var(--jp-icon-case-sensitive);\n}\n.jp-CheckIcon {\n background-image: var(--jp-icon-check);\n}\n.jp-CircleEmptyIcon {\n background-image: var(--jp-icon-circle-empty);\n}\n.jp-CircleIcon {\n background-image: var(--jp-icon-circle);\n}\n.jp-ClearIcon {\n background-image: var(--jp-icon-clear);\n}\n.jp-CloseIcon {\n background-image: var(--jp-icon-close);\n}\n.jp-CodeIcon {\n background-image: var(--jp-icon-code);\n}\n.jp-ConsoleIcon {\n background-image: var(--jp-icon-console);\n}\n.jp-CopyIcon {\n background-image: var(--jp-icon-copy);\n}\n.jp-CopyrightIcon {\n background-image: var(--jp-icon-copyright);\n}\n.jp-CutIcon {\n background-image: var(--jp-icon-cut);\n}\n.jp-DownloadIcon {\n background-image: var(--jp-icon-download);\n}\n.jp-EditIcon {\n background-image: var(--jp-icon-edit);\n}\n.jp-EllipsesIcon {\n background-image: var(--jp-icon-ellipses);\n}\n.jp-ExtensionIcon {\n background-image: var(--jp-icon-extension);\n}\n.jp-FastForwardIcon {\n background-image: var(--jp-icon-fast-forward);\n}\n.jp-FileIcon {\n background-image: var(--jp-icon-file);\n}\n.jp-FileUploadIcon {\n background-image: var(--jp-icon-file-upload);\n}\n.jp-FilterListIcon {\n background-image: var(--jp-icon-filter-list);\n}\n.jp-FolderIcon {\n background-image: var(--jp-icon-folder);\n}\n.jp-Html5Icon {\n background-image: var(--jp-icon-html5);\n}\n.jp-ImageIcon {\n background-image: var(--jp-icon-image);\n}\n.jp-InspectorIcon {\n background-image: var(--jp-icon-inspector);\n}\n.jp-JsonIcon {\n background-image: var(--jp-icon-json);\n}\n.jp-JuliaIcon {\n background-image: var(--jp-icon-julia);\n}\n.jp-JupyterFaviconIcon {\n background-image: var(--jp-icon-jupyter-favicon);\n}\n.jp-JupyterIcon {\n background-image: var(--jp-icon-jupyter);\n}\n.jp-JupyterlabWordmarkIcon {\n background-image: var(--jp-icon-jupyterlab-wordmark);\n}\n.jp-KernelIcon {\n background-image: var(--jp-icon-kernel);\n}\n.jp-KeyboardIcon {\n background-image: var(--jp-icon-keyboard);\n}\n.jp-LauncherIcon {\n background-image: var(--jp-icon-launcher);\n}\n.jp-LineFormIcon {\n background-image: var(--jp-icon-line-form);\n}\n.jp-LinkIcon {\n background-image: var(--jp-icon-link);\n}\n.jp-ListIcon {\n background-image: var(--jp-icon-list);\n}\n.jp-ListingsInfoIcon {\n background-image: var(--jp-icon-listings-info);\n}\n.jp-MarkdownIcon {\n background-image: var(--jp-icon-markdown);\n}\n.jp-NewFolderIcon {\n background-image: var(--jp-icon-new-folder);\n}\n.jp-NotTrustedIcon {\n background-image: var(--jp-icon-not-trusted);\n}\n.jp-NotebookIcon {\n background-image: var(--jp-icon-notebook);\n}\n.jp-NumberingIcon {\n background-image: var(--jp-icon-numbering);\n}\n.jp-OfflineBoltIcon {\n background-image: var(--jp-icon-offline-bolt);\n}\n.jp-PaletteIcon {\n background-image: var(--jp-icon-palette);\n}\n.jp-PasteIcon {\n background-image: var(--jp-icon-paste);\n}\n.jp-PdfIcon {\n background-image: var(--jp-icon-pdf);\n}\n.jp-PythonIcon {\n background-image: var(--jp-icon-python);\n}\n.jp-RKernelIcon {\n background-image: var(--jp-icon-r-kernel);\n}\n.jp-ReactIcon {\n background-image: var(--jp-icon-react);\n}\n.jp-RedoIcon {\n background-image: var(--jp-icon-redo);\n}\n.jp-RefreshIcon {\n background-image: var(--jp-icon-refresh);\n}\n.jp-RegexIcon {\n background-image: var(--jp-icon-regex);\n}\n.jp-RunIcon {\n background-image: var(--jp-icon-run);\n}\n.jp-RunningIcon {\n background-image: var(--jp-icon-running);\n}\n.jp-SaveIcon {\n background-image: var(--jp-icon-save);\n}\n.jp-SearchIcon {\n background-image: var(--jp-icon-search);\n}\n.jp-SettingsIcon {\n background-image: var(--jp-icon-settings);\n}\n.jp-SpreadsheetIcon {\n background-image: var(--jp-icon-spreadsheet);\n}\n.jp-StopIcon {\n background-image: var(--jp-icon-stop);\n}\n.jp-TabIcon {\n background-image: var(--jp-icon-tab);\n}\n.jp-TableRowsIcon {\n background-image: var(--jp-icon-table-rows);\n}\n.jp-TagIcon {\n background-image: var(--jp-icon-tag);\n}\n.jp-TerminalIcon {\n background-image: var(--jp-icon-terminal);\n}\n.jp-TextEditorIcon {\n background-image: var(--jp-icon-text-editor);\n}\n.jp-TocIcon {\n background-image: var(--jp-icon-toc);\n}\n.jp-TreeViewIcon {\n background-image: var(--jp-icon-tree-view);\n}\n.jp-TrustedIcon {\n background-image: var(--jp-icon-trusted);\n}\n.jp-UndoIcon {\n background-image: var(--jp-icon-undo);\n}\n.jp-VegaIcon {\n background-image: var(--jp-icon-vega);\n}\n.jp-YamlIcon {\n background-image: var(--jp-icon-yaml);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n.jp-Icon,\n.jp-MaterialIcon {\n background-position: center;\n background-repeat: no-repeat;\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-cover {\n background-position: center;\n background-repeat: no-repeat;\n background-size: cover;\n}\n\n\/**\n * (DEPRECATED) Support for specific CSS icon sizes\n *\/\n\n.jp-Icon-16 {\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-18 {\n background-size: 18px;\n min-width: 18px;\n min-height: 18px;\n}\n\n.jp-Icon-20 {\n background-size: 20px;\n min-width: 20px;\n min-height: 20px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for icons as inline SVG HTMLElements\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\/* recolor the accent elements of an icon *\/\n.jp-icon-accent0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-accent1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-accent2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-accent3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-accent4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-accent0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-accent1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-accent2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-accent3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-accent4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\/* set the color of an icon to transparent *\/\n.jp-icon-none[fill] {\n fill: none;\n}\n\n.jp-icon-none[stroke] {\n stroke: none;\n}\n\/* brand icon colors. Same for light and dark *\/\n.jp-icon-brand0[fill] {\n fill: var(--jp-brand-color0);\n}\n.jp-icon-brand1[fill] {\n fill: var(--jp-brand-color1);\n}\n.jp-icon-brand2[fill] {\n fill: var(--jp-brand-color2);\n}\n.jp-icon-brand3[fill] {\n fill: var(--jp-brand-color3);\n}\n.jp-icon-brand4[fill] {\n fill: var(--jp-brand-color4);\n}\n\n.jp-icon-brand0[stroke] {\n stroke: var(--jp-brand-color0);\n}\n.jp-icon-brand1[stroke] {\n stroke: var(--jp-brand-color1);\n}\n.jp-icon-brand2[stroke] {\n stroke: var(--jp-brand-color2);\n}\n.jp-icon-brand3[stroke] {\n stroke: var(--jp-brand-color3);\n}\n.jp-icon-brand4[stroke] {\n stroke: var(--jp-brand-color4);\n}\n\/* warn icon colors. Same for light and dark *\/\n.jp-icon-warn0[fill] {\n fill: var(--jp-warn-color0);\n}\n.jp-icon-warn1[fill] {\n fill: var(--jp-warn-color1);\n}\n.jp-icon-warn2[fill] {\n fill: var(--jp-warn-color2);\n}\n.jp-icon-warn3[fill] {\n fill: var(--jp-warn-color3);\n}\n\n.jp-icon-warn0[stroke] {\n stroke: var(--jp-warn-color0);\n}\n.jp-icon-warn1[stroke] {\n stroke: var(--jp-warn-color1);\n}\n.jp-icon-warn2[stroke] {\n stroke: var(--jp-warn-color2);\n}\n.jp-icon-warn3[stroke] {\n stroke: var(--jp-warn-color3);\n}\n\/* icon colors that contrast well with each other and most backgrounds *\/\n.jp-icon-contrast0[fill] {\n fill: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[fill] {\n fill: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[fill] {\n fill: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[fill] {\n fill: var(--jp-icon-contrast-color3);\n}\n\n.jp-icon-contrast0[stroke] {\n stroke: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[stroke] {\n stroke: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[stroke] {\n stroke: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[stroke] {\n stroke: var(--jp-icon-contrast-color3);\n}\n\n\/* CSS for icons in selected items in the settings editor *\/\n#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n#setting-editor\n .jp-PluginList\n .jp-mod-selected\n .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected filebrowser listing items *\/\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected tabs in the sidebar tab manager *\/\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable[fill] {\n fill: var(--jp-brand-color1);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable-inverse[fill] {\n fill: #fff;\n}\n\n\/**\n * TODO: come up with non css-hack solution for showing the busy icon on top\n * of the close icon\n * CSS for complex behavior of close icon of tabs in the sidebar tab manager\n *\/\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty.jp-mod-active\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: #fff;\n}\n\n\/**\n* TODO: come up with non css-hack solution for showing the busy icon on top\n* of the close icon\n* CSS for complex behavior of close icon of tabs in the main area tabbar\n*\/\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n\/* CSS for icons in status bar *\/\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\/* special handling for splash icon CSS. While the theme CSS reloads during\n splash, the splash icon can loose theming. To prevent that, we set a\n default for its color variable *\/\n:root {\n --jp-warn-color0: var(--md-orange-700);\n}\n\n\/* not sure what to do with this one, used in filebrowser listing *\/\n.jp-DragIcon {\n margin-right: 4px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for alt colors for icons as inline SVG HTMLElements\n *\/\n\n\/* alt recolor the primary elements of an icon *\/\n.jp-icon-alt .jp-icon0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-alt .jp-icon0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* alt recolor the accent elements of an icon *\/\n.jp-icon-alt .jp-icon-accent0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-alt .jp-icon-accent0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-icon-hoverShow:not(:hover) svg {\n display: none !important;\n}\n\n\/**\n * Support for hover colors for icons as inline SVG HTMLElements\n *\/\n\n\/**\n * regular colors\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon-hover :hover .jp-icon0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/* recolor the accent elements of an icon *\/\n.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* set the color of an icon to transparent *\/\n.jp-icon-hover :hover .jp-icon-none-hover[fill] {\n fill: none;\n}\n\n.jp-icon-hover :hover .jp-icon-none-hover[stroke] {\n stroke: none;\n}\n\n\/**\n * inverse colors\n *\/\n\n\/* inverse recolor the primary elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* inverse recolor the accent elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-switch {\n display: flex;\n align-items: center;\n padding-left: 4px;\n padding-right: 4px;\n font-size: var(--jp-ui-font-size1);\n background-color: transparent;\n color: var(--jp-ui-font-color1);\n border: none;\n height: 20px;\n}\n\n.jp-switch:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-switch-label {\n margin-right: 5px;\n}\n\n.jp-switch-track {\n cursor: pointer;\n background-color: var(--jp-border-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 34px;\n height: 16px;\n width: 35px;\n position: relative;\n}\n\n.jp-switch-track::before {\n content: '';\n position: absolute;\n height: 10px;\n width: 10px;\n margin: 3px;\n left: 0px;\n background-color: var(--jp-ui-inverse-font-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 50%;\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track {\n background-color: var(--jp-warn-color0);\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track::before {\n \/* track width (35) - margins (3 + 3) - thumb width (10) *\/\n left: 19px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* Sibling imports *\/\n\n\/* Override Blueprint's _reset.scss styles *\/\nhtml {\n box-sizing: unset;\n}\n\n*,\n*::before,\n*::after {\n box-sizing: unset;\n}\n\nbody {\n color: unset;\n font-family: var(--jp-ui-font-family);\n}\n\np {\n margin-top: unset;\n margin-bottom: unset;\n}\n\nsmall {\n font-size: unset;\n}\n\nstrong {\n font-weight: unset;\n}\n\n\/* Override Blueprint's _typography.scss styles *\/\na {\n text-decoration: unset;\n color: unset;\n}\na:hover {\n text-decoration: unset;\n color: unset;\n}\n\n\/* Override Blueprint's _accessibility.scss styles *\/\n:focus {\n outline: unset;\n outline-offset: unset;\n -moz-outline-radius: unset;\n}\n\n\/* Styles for ui-components *\/\n.jp-Button {\n border-radius: var(--jp-border-radius);\n padding: 0px 12px;\n font-size: var(--jp-ui-font-size1);\n}\n\n\/* Use our own theme for hover styles *\/\nbutton.jp-Button.bp3-button.bp3-minimal:hover {\n background-color: var(--jp-layout-color2);\n}\n.jp-Button.minimal {\n color: unset !important;\n}\n\n.jp-Button.jp-ToolbarButtonComponent {\n text-transform: none;\n}\n\n.jp-InputGroup input {\n box-sizing: border-box;\n border-radius: 0;\n background-color: transparent;\n color: var(--jp-ui-font-color0);\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.jp-InputGroup input:focus {\n box-shadow: inset 0 0 0 var(--jp-border-width)\n var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-InputGroup input::placeholder,\ninput::placeholder {\n color: var(--jp-ui-font-color3);\n}\n\n.jp-BPIcon {\n display: inline-block;\n vertical-align: middle;\n margin: auto;\n}\n\n\/* Stop blueprint futzing with our icon fills *\/\n.bp3-icon.jp-BPIcon > svg:not([fill]) {\n fill: var(--jp-inverse-layout-color3);\n}\n\n.jp-InputGroupAction {\n padding: 6px;\n}\n\n.jp-HTMLSelect.jp-DefaultStyle select {\n background-color: initial;\n border: none;\n border-radius: 0;\n box-shadow: none;\n color: var(--jp-ui-font-color0);\n display: block;\n font-size: var(--jp-ui-font-size1);\n height: 24px;\n line-height: 14px;\n padding: 0 25px 0 10px;\n text-align: left;\n -moz-appearance: none;\n -webkit-appearance: none;\n}\n\n\/* Use our own theme for hover and option styles *\/\n.jp-HTMLSelect.jp-DefaultStyle select:hover,\n.jp-HTMLSelect.jp-DefaultStyle select > option {\n background-color: var(--jp-layout-color2);\n color: var(--jp-ui-font-color0);\n}\nselect {\n box-sizing: border-box;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapse {\n display: flex;\n flex-direction: column;\n align-items: stretch;\n border-top: 1px solid var(--jp-border-color2);\n border-bottom: 1px solid var(--jp-border-color2);\n}\n\n.jp-Collapse-header {\n padding: 1px 12px;\n color: var(--jp-ui-font-color1);\n background-color: var(--jp-layout-color1);\n font-size: var(--jp-ui-font-size2);\n}\n\n.jp-Collapse-header:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-Collapse-contents {\n padding: 0px 12px 0px 12px;\n background-color: var(--jp-layout-color1);\n color: var(--jp-ui-font-color1);\n overflow: auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-commandpalette-search-height: 28px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Overall styles\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette {\n padding-bottom: 0px;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Modal variant\n|----------------------------------------------------------------------------*\/\n\n.jp-ModalCommandPalette {\n position: absolute;\n z-index: 10000;\n top: 38px;\n left: 30%;\n margin: 0;\n padding: 4px;\n width: 40%;\n box-shadow: var(--jp-elevation-z4);\n border-radius: 4px;\n background: var(--jp-layout-color0);\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette {\n max-height: 40vh;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {\n margin-left: 4px;\n margin-right: 4px;\n}\n\n.jp-ModalCommandPalette\n .lm-CommandPalette\n .lm-CommandPalette-item.lm-mod-disabled {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Search\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-search {\n padding: 4px;\n background-color: var(--jp-layout-color1);\n z-index: 2;\n}\n\n.lm-CommandPalette-wrapper {\n overflow: overlay;\n padding: 0px 9px;\n background-color: var(--jp-input-active-background);\n height: 30px;\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {\n box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-SearchIconGroup {\n color: white;\n background-color: var(--jp-brand-color1);\n position: absolute;\n top: 4px;\n right: 4px;\n padding: 5px 5px 1px 5px;\n}\n\n.jp-SearchIconGroup svg {\n height: 20px;\n width: 20px;\n}\n\n.jp-SearchIconGroup .jp-icon3[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-input {\n background: transparent;\n width: calc(100% - 18px);\n float: left;\n border: none;\n outline: none;\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n line-height: var(--jp-private-commandpalette-search-height);\n}\n\n.lm-CommandPalette-input::-webkit-input-placeholder,\n.lm-CommandPalette-input::-moz-placeholder,\n.lm-CommandPalette-input:-ms-input-placeholder {\n color: var(--jp-ui-font-color2);\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Results\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-header:first-child {\n margin-top: 0px;\n}\n\n.lm-CommandPalette-header {\n border-bottom: solid var(--jp-border-width) var(--jp-border-color2);\n color: var(--jp-ui-font-color1);\n cursor: pointer;\n display: flex;\n font-size: var(--jp-ui-font-size0);\n font-weight: 600;\n letter-spacing: 1px;\n margin-top: 8px;\n padding: 8px 0 8px 12px;\n text-transform: uppercase;\n}\n\n.lm-CommandPalette-header.lm-mod-active {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-header > mark {\n background-color: transparent;\n font-weight: bold;\n color: var(--jp-ui-font-color1);\n}\n\n.lm-CommandPalette-item {\n padding: 4px 12px 4px 4px;\n color: var(--jp-ui-font-color1);\n font-size: var(--jp-ui-font-size1);\n font-weight: 400;\n display: flex;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item.lm-mod-active {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-itemContent {\n overflow: hidden;\n}\n\n.lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled mark {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemIcon {\n margin: 0 4px 0 0;\n position: relative;\n width: 16px;\n top: 2px;\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {\n opacity: 0.6;\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-itemCaption {\n display: none;\n}\n\n.lm-CommandPalette-content {\n background-color: var(--jp-layout-color1);\n}\n\n.lm-CommandPalette-content:empty:after {\n content: 'No results';\n margin: auto;\n margin-top: 20px;\n width: 100px;\n display: block;\n font-size: var(--jp-ui-font-size2);\n font-family: var(--jp-ui-font-family);\n font-weight: lighter;\n}\n\n.lm-CommandPalette-emptyMessage {\n text-align: center;\n margin-top: 24px;\n line-height: 1.32;\n padding: 0px 8px;\n color: var(--jp-content-font-color3);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Dialog {\n position: absolute;\n z-index: 10000;\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n top: 0px;\n left: 0px;\n margin: 0;\n padding: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-dialog-background);\n}\n\n.jp-Dialog-content {\n display: flex;\n flex-direction: column;\n margin-left: auto;\n margin-right: auto;\n background: var(--jp-layout-color1);\n padding: 24px;\n padding-bottom: 12px;\n min-width: 300px;\n min-height: 150px;\n max-width: 1000px;\n max-height: 500px;\n box-sizing: border-box;\n box-shadow: var(--jp-elevation-z20);\n word-wrap: break-word;\n border-radius: var(--jp-border-radius);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color1);\n resize: both;\n}\n\n.jp-Dialog-button {\n overflow: visible;\n}\n\nbutton.jp-Dialog-button:focus {\n outline: 1px solid var(--jp-brand-color1);\n outline-offset: 4px;\n -moz-outline-radius: 0px;\n}\n\nbutton.jp-Dialog-button:focus::-moz-focus-inner {\n border: 0;\n}\n\nbutton.jp-Dialog-close-button {\n padding: 0;\n height: 100%;\n min-width: unset;\n min-height: unset;\n}\n\n.jp-Dialog-header {\n display: flex;\n justify-content: space-between;\n flex: 0 0 auto;\n padding-bottom: 12px;\n font-size: var(--jp-ui-font-size3);\n font-weight: 400;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-body {\n display: flex;\n flex-direction: column;\n flex: 1 1 auto;\n font-size: var(--jp-ui-font-size1);\n background: var(--jp-layout-color1);\n overflow: auto;\n}\n\n.jp-Dialog-footer {\n display: flex;\n flex-direction: row;\n justify-content: flex-end;\n flex: 0 0 auto;\n margin-left: -12px;\n margin-right: -12px;\n padding: 12px;\n}\n\n.jp-Dialog-title {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.jp-Dialog-body > .jp-select-wrapper {\n width: 100%;\n}\n\n.jp-Dialog-body > button {\n padding: 0px 16px;\n}\n\n.jp-Dialog-body > label {\n line-height: 1.4;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-button.jp-mod-styled:not(:last-child) {\n margin-right: 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-HoverBox {\n position: fixed;\n}\n\n.jp-HoverBox.jp-mod-outofview {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-IFrame {\n width: 100%;\n height: 100%;\n}\n\n.jp-IFrame > iframe {\n border: none;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-IFrame {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-IFrame:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n.jp-Input-Boolean-Dialog {\n flex-direction: row-reverse;\n align-items: end;\n width: 100%;\n}\n\n.jp-Input-Boolean-Dialog > label {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MainAreaWidget > :focus {\n outline: none;\n}\n\n\/**\n * google-material-color v1.2.6\n * https:\/\/github.com\/danlevan\/google-material-color\n *\/\n:root {\n --md-red-50: #ffebee;\n --md-red-100: #ffcdd2;\n --md-red-200: #ef9a9a;\n --md-red-300: #e57373;\n --md-red-400: #ef5350;\n --md-red-500: #f44336;\n --md-red-600: #e53935;\n --md-red-700: #d32f2f;\n --md-red-800: #c62828;\n --md-red-900: #b71c1c;\n --md-red-A100: #ff8a80;\n --md-red-A200: #ff5252;\n --md-red-A400: #ff1744;\n --md-red-A700: #d50000;\n\n --md-pink-50: #fce4ec;\n --md-pink-100: #f8bbd0;\n --md-pink-200: #f48fb1;\n --md-pink-300: #f06292;\n --md-pink-400: #ec407a;\n --md-pink-500: #e91e63;\n --md-pink-600: #d81b60;\n --md-pink-700: #c2185b;\n --md-pink-800: #ad1457;\n --md-pink-900: #880e4f;\n --md-pink-A100: #ff80ab;\n --md-pink-A200: #ff4081;\n --md-pink-A400: #f50057;\n --md-pink-A700: #c51162;\n\n --md-purple-50: #f3e5f5;\n --md-purple-100: #e1bee7;\n --md-purple-200: #ce93d8;\n --md-purple-300: #ba68c8;\n --md-purple-400: #ab47bc;\n --md-purple-500: #9c27b0;\n --md-purple-600: #8e24aa;\n --md-purple-700: #7b1fa2;\n --md-purple-800: #6a1b9a;\n --md-purple-900: #4a148c;\n --md-purple-A100: #ea80fc;\n --md-purple-A200: #e040fb;\n --md-purple-A400: #d500f9;\n --md-purple-A700: #aa00ff;\n\n --md-deep-purple-50: #ede7f6;\n --md-deep-purple-100: #d1c4e9;\n --md-deep-purple-200: #b39ddb;\n --md-deep-purple-300: #9575cd;\n --md-deep-purple-400: #7e57c2;\n --md-deep-purple-500: #673ab7;\n --md-deep-purple-600: #5e35b1;\n --md-deep-purple-700: #512da8;\n --md-deep-purple-800: #4527a0;\n --md-deep-purple-900: #311b92;\n --md-deep-purple-A100: #b388ff;\n --md-deep-purple-A200: #7c4dff;\n --md-deep-purple-A400: #651fff;\n --md-deep-purple-A700: #6200ea;\n\n --md-indigo-50: #e8eaf6;\n --md-indigo-100: #c5cae9;\n --md-indigo-200: #9fa8da;\n --md-indigo-300: #7986cb;\n --md-indigo-400: #5c6bc0;\n --md-indigo-500: #3f51b5;\n --md-indigo-600: #3949ab;\n --md-indigo-700: #303f9f;\n --md-indigo-800: #283593;\n --md-indigo-900: #1a237e;\n --md-indigo-A100: #8c9eff;\n --md-indigo-A200: #536dfe;\n --md-indigo-A400: #3d5afe;\n --md-indigo-A700: #304ffe;\n\n --md-blue-50: #e3f2fd;\n --md-blue-100: #bbdefb;\n --md-blue-200: #90caf9;\n --md-blue-300: #64b5f6;\n --md-blue-400: #42a5f5;\n --md-blue-500: #2196f3;\n --md-blue-600: #1e88e5;\n --md-blue-700: #1976d2;\n --md-blue-800: #1565c0;\n --md-blue-900: #0d47a1;\n --md-blue-A100: #82b1ff;\n --md-blue-A200: #448aff;\n --md-blue-A400: #2979ff;\n --md-blue-A700: #2962ff;\n\n --md-light-blue-50: #e1f5fe;\n --md-light-blue-100: #b3e5fc;\n --md-light-blue-200: #81d4fa;\n --md-light-blue-300: #4fc3f7;\n --md-light-blue-400: #29b6f6;\n --md-light-blue-500: #03a9f4;\n --md-light-blue-600: #039be5;\n --md-light-blue-700: #0288d1;\n --md-light-blue-800: #0277bd;\n --md-light-blue-900: #01579b;\n --md-light-blue-A100: #80d8ff;\n --md-light-blue-A200: #40c4ff;\n --md-light-blue-A400: #00b0ff;\n --md-light-blue-A700: #0091ea;\n\n --md-cyan-50: #e0f7fa;\n --md-cyan-100: #b2ebf2;\n --md-cyan-200: #80deea;\n --md-cyan-300: #4dd0e1;\n --md-cyan-400: #26c6da;\n --md-cyan-500: #00bcd4;\n --md-cyan-600: #00acc1;\n --md-cyan-700: #0097a7;\n --md-cyan-800: #00838f;\n --md-cyan-900: #006064;\n --md-cyan-A100: #84ffff;\n --md-cyan-A200: #18ffff;\n --md-cyan-A400: #00e5ff;\n --md-cyan-A700: #00b8d4;\n\n --md-teal-50: #e0f2f1;\n --md-teal-100: #b2dfdb;\n --md-teal-200: #80cbc4;\n --md-teal-300: #4db6ac;\n --md-teal-400: #26a69a;\n --md-teal-500: #009688;\n --md-teal-600: #00897b;\n --md-teal-700: #00796b;\n --md-teal-800: #00695c;\n --md-teal-900: #004d40;\n --md-teal-A100: #a7ffeb;\n --md-teal-A200: #64ffda;\n --md-teal-A400: #1de9b6;\n --md-teal-A700: #00bfa5;\n\n --md-green-50: #e8f5e9;\n --md-green-100: #c8e6c9;\n --md-green-200: #a5d6a7;\n --md-green-300: #81c784;\n --md-green-400: #66bb6a;\n --md-green-500: #4caf50;\n --md-green-600: #43a047;\n --md-green-700: #388e3c;\n --md-green-800: #2e7d32;\n --md-green-900: #1b5e20;\n --md-green-A100: #b9f6ca;\n --md-green-A200: #69f0ae;\n --md-green-A400: #00e676;\n --md-green-A700: #00c853;\n\n --md-light-green-50: #f1f8e9;\n --md-light-green-100: #dcedc8;\n --md-light-green-200: #c5e1a5;\n --md-light-green-300: #aed581;\n --md-light-green-400: #9ccc65;\n --md-light-green-500: #8bc34a;\n --md-light-green-600: #7cb342;\n --md-light-green-700: #689f38;\n --md-light-green-800: #558b2f;\n --md-light-green-900: #33691e;\n --md-light-green-A100: #ccff90;\n --md-light-green-A200: #b2ff59;\n --md-light-green-A400: #76ff03;\n --md-light-green-A700: #64dd17;\n\n --md-lime-50: #f9fbe7;\n --md-lime-100: #f0f4c3;\n --md-lime-200: #e6ee9c;\n --md-lime-300: #dce775;\n --md-lime-400: #d4e157;\n --md-lime-500: #cddc39;\n --md-lime-600: #c0ca33;\n --md-lime-700: #afb42b;\n --md-lime-800: #9e9d24;\n --md-lime-900: #827717;\n --md-lime-A100: #f4ff81;\n --md-lime-A200: #eeff41;\n --md-lime-A400: #c6ff00;\n --md-lime-A700: #aeea00;\n\n --md-yellow-50: #fffde7;\n --md-yellow-100: #fff9c4;\n --md-yellow-200: #fff59d;\n --md-yellow-300: #fff176;\n --md-yellow-400: #ffee58;\n --md-yellow-500: #ffeb3b;\n --md-yellow-600: #fdd835;\n --md-yellow-700: #fbc02d;\n --md-yellow-800: #f9a825;\n --md-yellow-900: #f57f17;\n --md-yellow-A100: #ffff8d;\n --md-yellow-A200: #ffff00;\n --md-yellow-A400: #ffea00;\n --md-yellow-A700: #ffd600;\n\n --md-amber-50: #fff8e1;\n --md-amber-100: #ffecb3;\n --md-amber-200: #ffe082;\n --md-amber-300: #ffd54f;\n --md-amber-400: #ffca28;\n --md-amber-500: #ffc107;\n --md-amber-600: #ffb300;\n --md-amber-700: #ffa000;\n --md-amber-800: #ff8f00;\n --md-amber-900: #ff6f00;\n --md-amber-A100: #ffe57f;\n --md-amber-A200: #ffd740;\n --md-amber-A400: #ffc400;\n --md-amber-A700: #ffab00;\n\n --md-orange-50: #fff3e0;\n --md-orange-100: #ffe0b2;\n --md-orange-200: #ffcc80;\n --md-orange-300: #ffb74d;\n --md-orange-400: #ffa726;\n --md-orange-500: #ff9800;\n --md-orange-600: #fb8c00;\n --md-orange-700: #f57c00;\n --md-orange-800: #ef6c00;\n --md-orange-900: #e65100;\n --md-orange-A100: #ffd180;\n --md-orange-A200: #ffab40;\n --md-orange-A400: #ff9100;\n --md-orange-A700: #ff6d00;\n\n --md-deep-orange-50: #fbe9e7;\n --md-deep-orange-100: #ffccbc;\n --md-deep-orange-200: #ffab91;\n --md-deep-orange-300: #ff8a65;\n --md-deep-orange-400: #ff7043;\n --md-deep-orange-500: #ff5722;\n --md-deep-orange-600: #f4511e;\n --md-deep-orange-700: #e64a19;\n --md-deep-orange-800: #d84315;\n --md-deep-orange-900: #bf360c;\n --md-deep-orange-A100: #ff9e80;\n --md-deep-orange-A200: #ff6e40;\n --md-deep-orange-A400: #ff3d00;\n --md-deep-orange-A700: #dd2c00;\n\n --md-brown-50: #efebe9;\n --md-brown-100: #d7ccc8;\n --md-brown-200: #bcaaa4;\n --md-brown-300: #a1887f;\n --md-brown-400: #8d6e63;\n --md-brown-500: #795548;\n --md-brown-600: #6d4c41;\n --md-brown-700: #5d4037;\n --md-brown-800: #4e342e;\n --md-brown-900: #3e2723;\n\n --md-grey-50: #fafafa;\n --md-grey-100: #f5f5f5;\n --md-grey-200: #eeeeee;\n --md-grey-300: #e0e0e0;\n --md-grey-400: #bdbdbd;\n --md-grey-500: #9e9e9e;\n --md-grey-600: #757575;\n --md-grey-700: #616161;\n --md-grey-800: #424242;\n --md-grey-900: #212121;\n\n --md-blue-grey-50: #eceff1;\n --md-blue-grey-100: #cfd8dc;\n --md-blue-grey-200: #b0bec5;\n --md-blue-grey-300: #90a4ae;\n --md-blue-grey-400: #78909c;\n --md-blue-grey-500: #607d8b;\n --md-blue-grey-600: #546e7a;\n --md-blue-grey-700: #455a64;\n --md-blue-grey-800: #37474f;\n --md-blue-grey-900: #263238;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Spinner {\n position: absolute;\n display: flex;\n justify-content: center;\n align-items: center;\n z-index: 10;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-layout-color0);\n outline: none;\n}\n\n.jp-SpinnerContent {\n font-size: 10px;\n margin: 50px auto;\n text-indent: -9999em;\n width: 3em;\n height: 3em;\n border-radius: 50%;\n background: var(--jp-brand-color3);\n background: linear-gradient(\n to right,\n #f37626 10%,\n rgba(255, 255, 255, 0) 42%\n );\n position: relative;\n animation: load3 1s infinite linear, fadeIn 1s;\n}\n\n.jp-SpinnerContent:before {\n width: 50%;\n height: 50%;\n background: #f37626;\n border-radius: 100% 0 0 0;\n position: absolute;\n top: 0;\n left: 0;\n content: '';\n}\n\n.jp-SpinnerContent:after {\n background: var(--jp-layout-color0);\n width: 75%;\n height: 75%;\n border-radius: 50%;\n content: '';\n margin: auto;\n position: absolute;\n top: 0;\n left: 0;\n bottom: 0;\n right: 0;\n}\n\n@keyframes fadeIn {\n 0% {\n opacity: 0;\n }\n 100% {\n opacity: 1;\n }\n}\n\n@keyframes load3 {\n 0% {\n transform: rotate(0deg);\n }\n 100% {\n transform: rotate(360deg);\n }\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\nbutton.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: none;\n box-sizing: border-box;\n text-align: center;\n line-height: 32px;\n height: 32px;\n padding: 0px 12px;\n letter-spacing: 0.8px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput.jp-mod-styled {\n background: var(--jp-input-background);\n height: 28px;\n box-sizing: border-box;\n border: var(--jp-border-width) solid var(--jp-border-color1);\n padding-left: 7px;\n padding-right: 7px;\n font-size: var(--jp-ui-font-size2);\n color: var(--jp-ui-font-color0);\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput[type='checkbox'].jp-mod-styled {\n appearance: checkbox;\n -webkit-appearance: checkbox;\n -moz-appearance: checkbox;\n height: auto;\n}\n\ninput.jp-mod-styled:focus {\n border: var(--jp-border-width) solid var(--md-blue-500);\n box-shadow: inset 0 0 4px var(--md-blue-300);\n}\n\n.jp-FileDialog-Checkbox {\n margin-top: 35px;\n display: flex;\n flex-direction: row;\n align-items: end;\n width: 100%;\n}\n\n.jp-FileDialog-Checkbox > label {\n flex: 1 1 auto;\n}\n\n.jp-select-wrapper {\n display: flex;\n position: relative;\n flex-direction: column;\n padding: 1px;\n background-color: var(--jp-layout-color1);\n height: 28px;\n box-sizing: border-box;\n margin-bottom: 12px;\n}\n\n.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-input-active-background);\n}\n\nselect.jp-mod-styled:hover {\n background-color: var(--jp-layout-color1);\n cursor: pointer;\n color: var(--jp-ui-font-color0);\n background-color: var(--jp-input-hover-background);\n box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);\n}\n\nselect.jp-mod-styled {\n flex: 1 1 auto;\n height: 32px;\n width: 100%;\n font-size: var(--jp-ui-font-size2);\n background: var(--jp-input-background);\n color: var(--jp-ui-font-color0);\n padding: 0 25px 0 8px;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-toolbar-height: calc(\n 28px + var(--jp-border-width)\n ); \/* leave 28px for content *\/\n}\n\n.jp-Toolbar {\n color: var(--jp-ui-font-color1);\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);\n box-shadow: var(--jp-toolbar-box-shadow);\n background: var(--jp-toolbar-background);\n min-height: var(--jp-toolbar-micro-height);\n padding: 2px;\n z-index: 1;\n overflow-x: auto;\n}\n\n\/* Toolbar items *\/\n\n.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\n.jp-Toolbar-item.jp-Toolbar-kernelStatus {\n display: inline-block;\n width: 32px;\n background-repeat: no-repeat;\n background-position: center;\n background-size: 16px;\n}\n\n.jp-Toolbar > .jp-Toolbar-item {\n flex: 0 0 auto;\n display: flex;\n padding-left: 1px;\n padding-right: 1px;\n font-size: var(--jp-ui-font-size1);\n line-height: var(--jp-private-toolbar-height);\n height: 100%;\n}\n\n\/* Toolbar buttons *\/\n\n\/* This is the div we use to wrap the react component into a Widget *\/\ndiv.jp-ToolbarButton {\n color: transparent;\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px;\n margin: 0px;\n}\n\nbutton.jp-ToolbarButtonComponent {\n background: var(--jp-layout-color1);\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px 6px;\n margin: 0px;\n height: 24px;\n border-radius: var(--jp-border-radius);\n display: flex;\n align-items: center;\n text-align: center;\n font-size: 14px;\n min-width: unset;\n min-height: unset;\n}\n\nbutton.jp-ToolbarButtonComponent:disabled {\n opacity: 0.4;\n}\n\nbutton.jp-ToolbarButtonComponent span {\n padding: 0px;\n flex: 0 0 auto;\n}\n\nbutton.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {\n font-size: var(--jp-ui-font-size1);\n line-height: 100%;\n padding-left: 2px;\n color: var(--jp-ui-font-color1);\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar.jp-Toolbar-micro {\n padding: 0;\n min-height: 0;\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar {\n border: none;\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ body.p-mod-override-cursor *, \/* <\/DEPRECATED> *\/\nbody.lm-mod-override-cursor * {\n cursor: inherit !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-JSONEditor {\n display: flex;\n flex-direction: column;\n width: 100%;\n}\n\n.jp-JSONEditor-host {\n flex: 1 1 auto;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n background: var(--jp-layout-color0);\n min-height: 50px;\n padding: 1px;\n}\n\n.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {\n border-color: red;\n outline-color: red;\n}\n\n.jp-JSONEditor-header {\n display: flex;\n flex: 1 0 auto;\n padding: 0 0 0 12px;\n}\n\n.jp-JSONEditor-header label {\n flex: 0 0 auto;\n}\n\n.jp-JSONEditor-commitButton {\n height: 16px;\n width: 16px;\n background-size: 18px;\n background-repeat: no-repeat;\n background-position: center;\n}\n\n.jp-JSONEditor-host.jp-mod-focused {\n background-color: var(--jp-input-active-background);\n border: 1px solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n.jp-Editor.jp-mod-dropTarget {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n\/* BASICS *\/\n\n.CodeMirror {\n \/* Set height, width, borders, and global font properties here *\/\n font-family: monospace;\n height: 300px;\n color: black;\n direction: ltr;\n}\n\n\/* PADDING *\/\n\n.CodeMirror-lines {\n padding: 4px 0; \/* Vertical padding around content *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n padding: 0 4px; \/* Horizontal padding of content *\/\n}\n\n.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n background-color: white; \/* The little square between H and V scrollbars *\/\n}\n\n\/* GUTTER *\/\n\n.CodeMirror-gutters {\n border-right: 1px solid #ddd;\n background-color: #f7f7f7;\n white-space: nowrap;\n}\n.CodeMirror-linenumbers {}\n.CodeMirror-linenumber {\n padding: 0 3px 0 5px;\n min-width: 20px;\n text-align: right;\n color: #999;\n white-space: nowrap;\n}\n\n.CodeMirror-guttermarker { color: black; }\n.CodeMirror-guttermarker-subtle { color: #999; }\n\n\/* CURSOR *\/\n\n.CodeMirror-cursor {\n border-left: 1px solid black;\n border-right: none;\n width: 0;\n}\n\/* Shown when moving in bi-directional text *\/\n.CodeMirror div.CodeMirror-secondarycursor {\n border-left: 1px solid silver;\n}\n.cm-fat-cursor .CodeMirror-cursor {\n width: auto;\n border: 0 !important;\n background: #7e7;\n}\n.cm-fat-cursor div.CodeMirror-cursors {\n z-index: 1;\n}\n.cm-fat-cursor-mark {\n background-color: rgba(20, 255, 20, 0.5);\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n}\n.cm-animate-fat-cursor {\n width: auto;\n border: 0;\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n background-color: #7e7;\n}\n@-moz-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@-webkit-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n\n\/* Can style cursor different in overwrite (non-insert) mode *\/\n.CodeMirror-overwrite .CodeMirror-cursor {}\n\n.cm-tab { display: inline-block; text-decoration: inherit; }\n\n.CodeMirror-rulers {\n position: absolute;\n left: 0; right: 0; top: -50px; bottom: 0;\n overflow: hidden;\n}\n.CodeMirror-ruler {\n border-left: 1px solid #ccc;\n top: 0; bottom: 0;\n position: absolute;\n}\n\n\/* DEFAULT THEME *\/\n\n.cm-s-default .cm-header {color: blue;}\n.cm-s-default .cm-quote {color: #090;}\n.cm-negative {color: #d44;}\n.cm-positive {color: #292;}\n.cm-header, .cm-strong {font-weight: bold;}\n.cm-em {font-style: italic;}\n.cm-link {text-decoration: underline;}\n.cm-strikethrough {text-decoration: line-through;}\n\n.cm-s-default .cm-keyword {color: #708;}\n.cm-s-default .cm-atom {color: #219;}\n.cm-s-default .cm-number {color: #164;}\n.cm-s-default .cm-def {color: #00f;}\n.cm-s-default .cm-variable,\n.cm-s-default .cm-punctuation,\n.cm-s-default .cm-property,\n.cm-s-default .cm-operator {}\n.cm-s-default .cm-variable-2 {color: #05a;}\n.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}\n.cm-s-default .cm-comment {color: #a50;}\n.cm-s-default .cm-string {color: #a11;}\n.cm-s-default .cm-string-2 {color: #f50;}\n.cm-s-default .cm-meta {color: #555;}\n.cm-s-default .cm-qualifier {color: #555;}\n.cm-s-default .cm-builtin {color: #30a;}\n.cm-s-default .cm-bracket {color: #997;}\n.cm-s-default .cm-tag {color: #170;}\n.cm-s-default .cm-attribute {color: #00c;}\n.cm-s-default .cm-hr {color: #999;}\n.cm-s-default .cm-link {color: #00c;}\n\n.cm-s-default .cm-error {color: #f00;}\n.cm-invalidchar {color: #f00;}\n\n.CodeMirror-composing { border-bottom: 2px solid; }\n\n\/* Default styles for common addons *\/\n\ndiv.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}\ndiv.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}\n.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }\n.CodeMirror-activeline-background {background: #e8f2ff;}\n\n\/* STOP *\/\n\n\/* The rest of this file contains styles related to the mechanics of\n the editor. You probably shouldn't touch them. *\/\n\n.CodeMirror {\n position: relative;\n overflow: hidden;\n background: white;\n}\n\n.CodeMirror-scroll {\n overflow: scroll !important; \/* Things will break if this is overridden *\/\n \/* 50px is the magic margin used to hide the element's real scrollbars *\/\n \/* See overflow: hidden in .CodeMirror *\/\n margin-bottom: -50px; margin-right: -50px;\n padding-bottom: 50px;\n height: 100%;\n outline: none; \/* Prevent dragging from highlighting the element *\/\n position: relative;\n}\n.CodeMirror-sizer {\n position: relative;\n border-right: 50px solid transparent;\n}\n\n\/* The fake, visible scrollbars. Used to force redraw during scrolling\n before actual scrolling happens, thus preventing shaking and\n flickering artifacts. *\/\n.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n position: absolute;\n z-index: 6;\n display: none;\n outline: none;\n}\n.CodeMirror-vscrollbar {\n right: 0; top: 0;\n overflow-x: hidden;\n overflow-y: scroll;\n}\n.CodeMirror-hscrollbar {\n bottom: 0; left: 0;\n overflow-y: hidden;\n overflow-x: scroll;\n}\n.CodeMirror-scrollbar-filler {\n right: 0; bottom: 0;\n}\n.CodeMirror-gutter-filler {\n left: 0; bottom: 0;\n}\n\n.CodeMirror-gutters {\n position: absolute; left: 0; top: 0;\n min-height: 100%;\n z-index: 3;\n}\n.CodeMirror-gutter {\n white-space: normal;\n height: 100%;\n display: inline-block;\n vertical-align: top;\n margin-bottom: -50px;\n}\n.CodeMirror-gutter-wrapper {\n position: absolute;\n z-index: 4;\n background: none !important;\n border: none !important;\n}\n.CodeMirror-gutter-background {\n position: absolute;\n top: 0; bottom: 0;\n z-index: 4;\n}\n.CodeMirror-gutter-elt {\n position: absolute;\n cursor: default;\n z-index: 4;\n}\n.CodeMirror-gutter-wrapper ::selection { background-color: transparent }\n.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }\n\n.CodeMirror-lines {\n cursor: text;\n min-height: 1px; \/* prevents collapsing before first draw *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n \/* Reset some styles that the rest of the page might have set *\/\n -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;\n border-width: 0;\n background: transparent;\n font-family: inherit;\n font-size: inherit;\n margin: 0;\n white-space: pre;\n word-wrap: normal;\n line-height: inherit;\n color: inherit;\n z-index: 2;\n position: relative;\n overflow: visible;\n -webkit-tap-highlight-color: transparent;\n -webkit-font-variant-ligatures: contextual;\n font-variant-ligatures: contextual;\n}\n.CodeMirror-wrap pre.CodeMirror-line,\n.CodeMirror-wrap pre.CodeMirror-line-like {\n word-wrap: break-word;\n white-space: pre-wrap;\n word-break: normal;\n}\n\n.CodeMirror-linebackground {\n position: absolute;\n left: 0; right: 0; top: 0; bottom: 0;\n z-index: 0;\n}\n\n.CodeMirror-linewidget {\n position: relative;\n z-index: 2;\n padding: 0.1px; \/* Force widget margins to stay inside of the container *\/\n}\n\n.CodeMirror-widget {}\n\n.CodeMirror-rtl pre { direction: rtl; }\n\n.CodeMirror-code {\n outline: none;\n}\n\n\/* Force content-box sizing for the elements where we expect it *\/\n.CodeMirror-scroll,\n.CodeMirror-sizer,\n.CodeMirror-gutter,\n.CodeMirror-gutters,\n.CodeMirror-linenumber {\n -moz-box-sizing: content-box;\n box-sizing: content-box;\n}\n\n.CodeMirror-measure {\n position: absolute;\n width: 100%;\n height: 0;\n overflow: hidden;\n visibility: hidden;\n}\n\n.CodeMirror-cursor {\n position: absolute;\n pointer-events: none;\n}\n.CodeMirror-measure pre { position: static; }\n\ndiv.CodeMirror-cursors {\n visibility: hidden;\n position: relative;\n z-index: 3;\n}\ndiv.CodeMirror-dragcursors {\n visibility: visible;\n}\n\n.CodeMirror-focused div.CodeMirror-cursors {\n visibility: visible;\n}\n\n.CodeMirror-selected { background: #d9d9d9; }\n.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }\n.CodeMirror-crosshair { cursor: crosshair; }\n.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }\n.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }\n\n.cm-searching {\n background-color: #ffa;\n background-color: rgba(255, 255, 0, .4);\n}\n\n\/* Used to force a border model for a node *\/\n.cm-force-border { padding-right: .1px; }\n\n@media print {\n \/* Hide the cursor when printing *\/\n .CodeMirror div.CodeMirror-cursors {\n visibility: hidden;\n }\n}\n\n\/* See issue #2901 *\/\n.cm-tab-wrap-hack:after { content: ''; }\n\n\/* Help users use markselection to safely style text background *\/\nspan.CodeMirror-selectedtext { background: none; }\n\n.CodeMirror-dialog {\n position: absolute;\n left: 0; right: 0;\n background: inherit;\n z-index: 15;\n padding: .1em .8em;\n overflow: hidden;\n color: inherit;\n}\n\n.CodeMirror-dialog-top {\n border-bottom: 1px solid #eee;\n top: 0;\n}\n\n.CodeMirror-dialog-bottom {\n border-top: 1px solid #eee;\n bottom: 0;\n}\n\n.CodeMirror-dialog input {\n border: none;\n outline: none;\n background: transparent;\n width: 20em;\n color: inherit;\n font-family: monospace;\n}\n\n.CodeMirror-dialog button {\n font-size: 70%;\n}\n\n.CodeMirror-foldmarker {\n color: blue;\n text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;\n font-family: arial;\n line-height: .3;\n cursor: pointer;\n}\n.CodeMirror-foldgutter {\n width: .7em;\n}\n.CodeMirror-foldgutter-open,\n.CodeMirror-foldgutter-folded {\n cursor: pointer;\n}\n.CodeMirror-foldgutter-open:after {\n content: \"\\25BE\";\n}\n.CodeMirror-foldgutter-folded:after {\n content: \"\\25B8\";\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.CodeMirror {\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n border: 0;\n border-radius: 0;\n height: auto;\n \/* Changed to auto to autogrow *\/\n}\n\n.CodeMirror pre {\n padding: 0 var(--jp-code-padding);\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* This causes https:\/\/github.com\/jupyter\/jupyterlab\/issues\/522 *\/\n\/* May not cause it not because we changed it! *\/\n.CodeMirror-lines {\n padding: var(--jp-code-padding) 0;\n}\n\n.CodeMirror-linenumber {\n padding: 0 8px;\n}\n\n.jp-CodeMirrorEditor {\n cursor: text;\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n\n\/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height *\/\n@media screen and (min-width: 2138px) and (max-width: 4319px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width1) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n\/* When zoomed out less than 33% *\/\n@media screen and (min-width: 4320px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width2) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {\n display: none;\n}\n\n.CodeMirror-gutters {\n border-right: 1px solid var(--jp-border-color2);\n background-color: var(--jp-layout-color0);\n}\n\n.jp-CollaboratorCursor {\n border-left: 5px solid transparent;\n border-right: 5px solid transparent;\n border-top: none;\n border-bottom: 3px solid;\n background-clip: content-box;\n margin-left: -5px;\n margin-right: -5px;\n}\n\n.CodeMirror-selectedtext.cm-searching {\n background-color: var(--jp-search-selected-match-background-color) !important;\n color: var(--jp-search-selected-match-color) !important;\n}\n\n.cm-searching {\n background-color: var(\n --jp-search-unselected-match-background-color\n ) !important;\n color: var(--jp-search-unselected-match-color) !important;\n}\n\n.CodeMirror-focused .CodeMirror-selected {\n background-color: var(--jp-editor-selected-focused-background);\n}\n\n.CodeMirror-selected {\n background-color: var(--jp-editor-selected-background);\n}\n\n.jp-CollaboratorCursor-hover {\n position: absolute;\n z-index: 1;\n transform: translateX(-50%);\n color: white;\n border-radius: 3px;\n padding-left: 4px;\n padding-right: 4px;\n padding-top: 1px;\n padding-bottom: 1px;\n text-align: center;\n font-size: var(--jp-ui-font-size1);\n white-space: nowrap;\n}\n\n.jp-CodeMirror-ruler {\n border-left: 1px dashed var(--jp-border-color2);\n}\n\n\/**\n * Here is our jupyter theme for CodeMirror syntax highlighting\n * This is used in our marked.js syntax highlighting and CodeMirror itself\n * The string \"jupyter\" is set in ..\/codemirror\/widget.DEFAULT_CODEMIRROR_THEME\n * This came from the classic notebook, which came form highlight.js\/GitHub\n *\/\n\n\/**\n * CodeMirror themes are handling the background\/color in this way. This works\n * fine for CodeMirror editors outside the notebook, but the notebook styles\n * these things differently.\n *\/\n.CodeMirror.cm-s-jupyter {\n background: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* In the notebook, we want this styling to be handled by its container *\/\n.jp-CodeConsole .CodeMirror.cm-s-jupyter,\n.jp-Notebook .CodeMirror.cm-s-jupyter {\n background: transparent;\n}\n\n.cm-s-jupyter .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n.cm-s-jupyter span.cm-keyword {\n color: var(--jp-mirror-editor-keyword-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-atom {\n color: var(--jp-mirror-editor-atom-color);\n}\n.cm-s-jupyter span.cm-number {\n color: var(--jp-mirror-editor-number-color);\n}\n.cm-s-jupyter span.cm-def {\n color: var(--jp-mirror-editor-def-color);\n}\n.cm-s-jupyter span.cm-variable {\n color: var(--jp-mirror-editor-variable-color);\n}\n.cm-s-jupyter span.cm-variable-2 {\n color: var(--jp-mirror-editor-variable-2-color);\n}\n.cm-s-jupyter span.cm-variable-3 {\n color: var(--jp-mirror-editor-variable-3-color);\n}\n.cm-s-jupyter span.cm-punctuation {\n color: var(--jp-mirror-editor-punctuation-color);\n}\n.cm-s-jupyter span.cm-property {\n color: var(--jp-mirror-editor-property-color);\n}\n.cm-s-jupyter span.cm-operator {\n color: var(--jp-mirror-editor-operator-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-comment {\n color: var(--jp-mirror-editor-comment-color);\n font-style: italic;\n}\n.cm-s-jupyter span.cm-string {\n color: var(--jp-mirror-editor-string-color);\n}\n.cm-s-jupyter span.cm-string-2 {\n color: var(--jp-mirror-editor-string-2-color);\n}\n.cm-s-jupyter span.cm-meta {\n color: var(--jp-mirror-editor-meta-color);\n}\n.cm-s-jupyter span.cm-qualifier {\n color: var(--jp-mirror-editor-qualifier-color);\n}\n.cm-s-jupyter span.cm-builtin {\n color: var(--jp-mirror-editor-builtin-color);\n}\n.cm-s-jupyter span.cm-bracket {\n color: var(--jp-mirror-editor-bracket-color);\n}\n.cm-s-jupyter span.cm-tag {\n color: var(--jp-mirror-editor-tag-color);\n}\n.cm-s-jupyter span.cm-attribute {\n color: var(--jp-mirror-editor-attribute-color);\n}\n.cm-s-jupyter span.cm-header {\n color: var(--jp-mirror-editor-header-color);\n}\n.cm-s-jupyter span.cm-quote {\n color: var(--jp-mirror-editor-quote-color);\n}\n.cm-s-jupyter span.cm-link {\n color: var(--jp-mirror-editor-link-color);\n}\n.cm-s-jupyter span.cm-error {\n color: var(--jp-mirror-editor-error-color);\n}\n.cm-s-jupyter span.cm-hr {\n color: #999;\n}\n\n.cm-s-jupyter span.cm-tab {\n background: url(data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH\/ZOdnZOcM\/sgk\/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j\/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);\n background-position: right;\n background-repeat: no-repeat;\n}\n\n.cm-s-jupyter .CodeMirror-activeline-background,\n.cm-s-jupyter .CodeMirror-gutter {\n background-color: var(--jp-layout-color2);\n}\n\n\/* Styles for shared cursors (remote cursor locations and selected ranges) *\/\n.jp-CodeMirrorEditor .remote-caret {\n position: relative;\n border-left: 2px solid black;\n margin-left: -1px;\n margin-right: -1px;\n box-sizing: border-box;\n}\n\n.jp-CodeMirrorEditor .remote-caret > div {\n white-space: nowrap;\n position: absolute;\n top: -1.15em;\n padding-bottom: 0.05em;\n left: -2px;\n font-size: 0.95em;\n background-color: rgb(250, 129, 0);\n font-family: var(--jp-ui-font-family);\n font-weight: bold;\n line-height: normal;\n user-select: none;\n color: white;\n padding-left: 2px;\n padding-right: 2px;\n z-index: 3;\n transition: opacity 0.3s ease-in-out;\n}\n\n.jp-CodeMirrorEditor .remote-caret.hide-name > div {\n transition-delay: 0.7s;\n opacity: 0;\n}\n\n.jp-CodeMirrorEditor .remote-caret:hover > div {\n opacity: 1;\n transition-delay: 0s;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| RenderedText\n|----------------------------------------------------------------------------*\/\n\n:root {\n \/* This is the padding value to fill the gaps between lines containing spans with background color. *\/\n --jp-private-code-span-padding: calc(\n (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) \/ 2\n );\n}\n\n.jp-RenderedText {\n text-align: left;\n padding-left: var(--jp-code-padding);\n line-height: var(--jp-code-line-height);\n font-family: var(--jp-code-font-family);\n}\n\n.jp-RenderedText pre,\n.jp-RenderedJavaScript pre,\n.jp-RenderedHTMLCommon pre {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-code-font-size);\n border: none;\n margin: 0px;\n padding: 0px;\n}\n\n.jp-RenderedText pre a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* console foregrounds and backgrounds *\/\n.jp-RenderedText pre .ansi-black-fg {\n color: #3e424d;\n}\n.jp-RenderedText pre .ansi-red-fg {\n color: #e75c58;\n}\n.jp-RenderedText pre .ansi-green-fg {\n color: #00a250;\n}\n.jp-RenderedText pre .ansi-yellow-fg {\n color: #ddb62b;\n}\n.jp-RenderedText pre .ansi-blue-fg {\n color: #208ffb;\n}\n.jp-RenderedText pre .ansi-magenta-fg {\n color: #d160c4;\n}\n.jp-RenderedText pre .ansi-cyan-fg {\n color: #60c6c8;\n}\n.jp-RenderedText pre .ansi-white-fg {\n color: #c5c1b4;\n}\n\n.jp-RenderedText pre .ansi-black-bg {\n background-color: #3e424d;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-bg {\n background-color: #e75c58;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-bg {\n background-color: #00a250;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-bg {\n background-color: #ddb62b;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-bg {\n background-color: #208ffb;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-bg {\n background-color: #d160c4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-bg {\n background-color: #60c6c8;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-bg {\n background-color: #c5c1b4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-black-intense-fg {\n color: #282c36;\n}\n.jp-RenderedText pre .ansi-red-intense-fg {\n color: #b22b31;\n}\n.jp-RenderedText pre .ansi-green-intense-fg {\n color: #007427;\n}\n.jp-RenderedText pre .ansi-yellow-intense-fg {\n color: #b27d12;\n}\n.jp-RenderedText pre .ansi-blue-intense-fg {\n color: #0065ca;\n}\n.jp-RenderedText pre .ansi-magenta-intense-fg {\n color: #a03196;\n}\n.jp-RenderedText pre .ansi-cyan-intense-fg {\n color: #258f8f;\n}\n.jp-RenderedText pre .ansi-white-intense-fg {\n color: #a1a6b2;\n}\n\n.jp-RenderedText pre .ansi-black-intense-bg {\n background-color: #282c36;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-intense-bg {\n background-color: #b22b31;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-intense-bg {\n background-color: #007427;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-intense-bg {\n background-color: #b27d12;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-intense-bg {\n background-color: #0065ca;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-intense-bg {\n background-color: #a03196;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-intense-bg {\n background-color: #258f8f;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-intense-bg {\n background-color: #a1a6b2;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-default-inverse-fg {\n color: var(--jp-ui-inverse-font-color0);\n}\n.jp-RenderedText pre .ansi-default-inverse-bg {\n background-color: var(--jp-inverse-layout-color0);\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-bold {\n font-weight: bold;\n}\n.jp-RenderedText pre .ansi-underline {\n text-decoration: underline;\n}\n\n.jp-RenderedText[data-mime-type='application\/vnd.jupyter.stderr'] {\n background: var(--jp-rendermime-error-background);\n padding-top: var(--jp-code-padding);\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedLatex\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedLatex {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n}\n\n\/* Left-justify outputs.*\/\n.jp-OutputArea-output.jp-RenderedLatex {\n padding: var(--jp-code-padding);\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedHTML\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedHTMLCommon {\n color: var(--jp-content-font-color1);\n font-family: var(--jp-content-font-family);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n \/* Give a bit more R padding on Markdown text to keep line lengths reasonable *\/\n padding-right: 20px;\n}\n\n.jp-RenderedHTMLCommon em {\n font-style: italic;\n}\n\n.jp-RenderedHTMLCommon strong {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon u {\n text-decoration: underline;\n}\n\n.jp-RenderedHTMLCommon a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* Headings *\/\n\n.jp-RenderedHTMLCommon h1,\n.jp-RenderedHTMLCommon h2,\n.jp-RenderedHTMLCommon h3,\n.jp-RenderedHTMLCommon h4,\n.jp-RenderedHTMLCommon h5,\n.jp-RenderedHTMLCommon h6 {\n line-height: var(--jp-content-heading-line-height);\n font-weight: var(--jp-content-heading-font-weight);\n font-style: normal;\n margin: var(--jp-content-heading-margin-top) 0\n var(--jp-content-heading-margin-bottom) 0;\n}\n\n.jp-RenderedHTMLCommon h1:first-child,\n.jp-RenderedHTMLCommon h2:first-child,\n.jp-RenderedHTMLCommon h3:first-child,\n.jp-RenderedHTMLCommon h4:first-child,\n.jp-RenderedHTMLCommon h5:first-child,\n.jp-RenderedHTMLCommon h6:first-child {\n margin-top: calc(0.5 * var(--jp-content-heading-margin-top));\n}\n\n.jp-RenderedHTMLCommon h1:last-child,\n.jp-RenderedHTMLCommon h2:last-child,\n.jp-RenderedHTMLCommon h3:last-child,\n.jp-RenderedHTMLCommon h4:last-child,\n.jp-RenderedHTMLCommon h5:last-child,\n.jp-RenderedHTMLCommon h6:last-child {\n margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));\n}\n\n.jp-RenderedHTMLCommon h1 {\n font-size: var(--jp-content-font-size5);\n}\n\n.jp-RenderedHTMLCommon h2 {\n font-size: var(--jp-content-font-size4);\n}\n\n.jp-RenderedHTMLCommon h3 {\n font-size: var(--jp-content-font-size3);\n}\n\n.jp-RenderedHTMLCommon h4 {\n font-size: var(--jp-content-font-size2);\n}\n\n.jp-RenderedHTMLCommon h5 {\n font-size: var(--jp-content-font-size1);\n}\n\n.jp-RenderedHTMLCommon h6 {\n font-size: var(--jp-content-font-size0);\n}\n\n\/* Lists *\/\n\n.jp-RenderedHTMLCommon ul:not(.list-inline),\n.jp-RenderedHTMLCommon ol:not(.list-inline) {\n padding-left: 2em;\n}\n\n.jp-RenderedHTMLCommon ul {\n list-style: disc;\n}\n\n.jp-RenderedHTMLCommon ul ul {\n list-style: square;\n}\n\n.jp-RenderedHTMLCommon ul ul ul {\n list-style: circle;\n}\n\n.jp-RenderedHTMLCommon ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol ol {\n list-style: upper-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol {\n list-style: lower-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol {\n list-style: lower-roman;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol,\n.jp-RenderedHTMLCommon ul {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon ul ul,\n.jp-RenderedHTMLCommon ul ol,\n.jp-RenderedHTMLCommon ol ul,\n.jp-RenderedHTMLCommon ol ol {\n margin-bottom: 0em;\n}\n\n.jp-RenderedHTMLCommon hr {\n color: var(--jp-border-color2);\n background-color: var(--jp-border-color1);\n margin-top: 1em;\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon > pre {\n margin: 1.5em 2em;\n}\n\n.jp-RenderedHTMLCommon pre,\n.jp-RenderedHTMLCommon code {\n border: 0;\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n line-height: var(--jp-code-line-height);\n padding: 0;\n white-space: pre-wrap;\n}\n\n.jp-RenderedHTMLCommon :not(pre) > code {\n background-color: var(--jp-layout-color2);\n padding: 1px 5px;\n}\n\n\/* Tables *\/\n\n.jp-RenderedHTMLCommon table {\n border-collapse: collapse;\n border-spacing: 0;\n border: none;\n color: var(--jp-ui-font-color1);\n font-size: 12px;\n table-layout: fixed;\n margin-left: auto;\n margin-right: auto;\n}\n\n.jp-RenderedHTMLCommon thead {\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n vertical-align: bottom;\n}\n\n.jp-RenderedHTMLCommon td,\n.jp-RenderedHTMLCommon th,\n.jp-RenderedHTMLCommon tr {\n vertical-align: middle;\n padding: 0.5em 0.5em;\n line-height: normal;\n white-space: normal;\n max-width: none;\n border: none;\n}\n\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {\n max-width: none;\n}\n\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {\n text-align: right;\n}\n\n.jp-RenderedHTMLCommon th {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {\n background: var(--jp-layout-color0);\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(even) {\n background: var(--jp-rendermime-table-row-background);\n}\n\n.jp-RenderedHTMLCommon tbody tr:hover {\n background: var(--jp-rendermime-table-row-hover-background);\n}\n\n.jp-RenderedHTMLCommon table {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon p {\n text-align: left;\n margin: 0px;\n}\n\n.jp-RenderedHTMLCommon p {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon img {\n -moz-force-broken-image-icon: 1;\n}\n\n\/* Restrict to direct children as other images could be nested in other content. *\/\n.jp-RenderedHTMLCommon > img {\n display: block;\n margin-left: 0;\n margin-right: 0;\n margin-bottom: 1em;\n}\n\n\/* Change color behind transparent images if they need it... *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n\/* ...or leave it untouched if they don't *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {\n}\n\n.jp-RenderedHTMLCommon img,\n.jp-RenderedImage img,\n.jp-RenderedHTMLCommon svg,\n.jp-RenderedSVG svg {\n max-width: 100%;\n height: auto;\n}\n\n.jp-RenderedHTMLCommon img.jp-mod-unconfined,\n.jp-RenderedImage img.jp-mod-unconfined,\n.jp-RenderedHTMLCommon svg.jp-mod-unconfined,\n.jp-RenderedSVG svg.jp-mod-unconfined {\n max-width: none;\n}\n\n.jp-RenderedHTMLCommon .alert {\n padding: var(--jp-notebook-padding);\n border: var(--jp-border-width) solid transparent;\n border-radius: var(--jp-border-radius);\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon .alert-info {\n color: var(--jp-info-color0);\n background-color: var(--jp-info-color3);\n border-color: var(--jp-info-color2);\n}\n.jp-RenderedHTMLCommon .alert-info hr {\n border-color: var(--jp-info-color3);\n}\n.jp-RenderedHTMLCommon .alert-info > p:last-child,\n.jp-RenderedHTMLCommon .alert-info > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-warning {\n color: var(--jp-warn-color0);\n background-color: var(--jp-warn-color3);\n border-color: var(--jp-warn-color2);\n}\n.jp-RenderedHTMLCommon .alert-warning hr {\n border-color: var(--jp-warn-color3);\n}\n.jp-RenderedHTMLCommon .alert-warning > p:last-child,\n.jp-RenderedHTMLCommon .alert-warning > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-success {\n color: var(--jp-success-color0);\n background-color: var(--jp-success-color3);\n border-color: var(--jp-success-color2);\n}\n.jp-RenderedHTMLCommon .alert-success hr {\n border-color: var(--jp-success-color3);\n}\n.jp-RenderedHTMLCommon .alert-success > p:last-child,\n.jp-RenderedHTMLCommon .alert-success > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-danger {\n color: var(--jp-error-color0);\n background-color: var(--jp-error-color3);\n border-color: var(--jp-error-color2);\n}\n.jp-RenderedHTMLCommon .alert-danger hr {\n border-color: var(--jp-error-color3);\n}\n.jp-RenderedHTMLCommon .alert-danger > p:last-child,\n.jp-RenderedHTMLCommon .alert-danger > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon blockquote {\n margin: 1em 2em;\n padding: 0 1em;\n border-left: 5px solid var(--jp-border-color2);\n}\n\na.jp-InternalAnchorLink {\n visibility: hidden;\n margin-left: 8px;\n color: var(--md-blue-800);\n}\n\nh1:hover .jp-InternalAnchorLink,\nh2:hover .jp-InternalAnchorLink,\nh3:hover .jp-InternalAnchorLink,\nh4:hover .jp-InternalAnchorLink,\nh5:hover .jp-InternalAnchorLink,\nh6:hover .jp-InternalAnchorLink {\n visibility: visible;\n}\n\n.jp-RenderedHTMLCommon kbd {\n background-color: var(--jp-rendermime-table-row-background);\n border: 1px solid var(--jp-border-color0);\n border-bottom-color: var(--jp-border-color2);\n border-radius: 3px;\n box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);\n display: inline-block;\n font-size: 0.8em;\n line-height: 1em;\n padding: 0.2em 0.5em;\n}\n\n\/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.\n * At the bottom of cells this is a bit too much as there is also spacing\n * between cells. Going all the way to 0 gets too tight between markdown and\n * code cells.\n *\/\n.jp-RenderedHTMLCommon > *:last-child {\n margin-bottom: 0.5em;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MimeDocument {\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-filebrowser-button-height: 28px;\n --jp-private-filebrowser-button-width: 48px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser {\n display: flex;\n flex-direction: column;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n border-bottom: none;\n height: auto;\n margin: var(--jp-toolbar-header-margin);\n box-shadow: none;\n}\n\n.jp-BreadCrumbs {\n flex: 0 0 auto;\n margin: 8px 12px 8px 12px;\n}\n\n.jp-BreadCrumbs-item {\n margin: 0px 2px;\n padding: 0px 2px;\n border-radius: var(--jp-border-radius);\n cursor: pointer;\n}\n\n.jp-BreadCrumbs-item:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-BreadCrumbs-item:first-child {\n margin-left: 0px;\n}\n\n.jp-BreadCrumbs-item.jp-mod-dropTarget {\n background-color: var(--jp-brand-color2);\n opacity: 0.7;\n}\n\n\/*-----------------------------------------------------------------------------\n| Buttons\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n padding: 0px;\n margin: 8px 12px 0px 12px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n justify-content: flex-start;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {\n flex: 0 0 auto;\n padding-left: 0px;\n padding-right: 2px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {\n width: 40px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent {\n width: 72px;\n background: var(--jp-brand-color1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent:focus-visible {\n background-color: var(--jp-brand-color0);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent\n .jp-icon3 {\n fill: white;\n}\n\n\/*-----------------------------------------------------------------------------\n| Other styles\n|----------------------------------------------------------------------------*\/\n\n.jp-FileDialog.jp-mod-conflict input {\n color: var(--jp-error-color1);\n}\n\n.jp-FileDialog .jp-new-name-title {\n margin-top: 12px;\n}\n\n.jp-LastModified-hidden {\n display: none;\n}\n\n.jp-FileBrowser-filterBox {\n padding: 0px;\n flex: 0 0 auto;\n margin: 8px 12px 0px 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| DirListing\n|----------------------------------------------------------------------------*\/\n\n.jp-DirListing {\n flex: 1 1 auto;\n display: flex;\n flex-direction: column;\n outline: 0;\n}\n\n.jp-DirListing:focus-visible {\n border: 1px solid var(--jp-brand-color1);\n}\n\n.jp-DirListing-header {\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n overflow: hidden;\n border-top: var(--jp-border-width) solid var(--jp-border-color2);\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n box-shadow: var(--jp-toolbar-box-shadow);\n z-index: 2;\n}\n\n.jp-DirListing-headerItem {\n padding: 4px 12px 2px 12px;\n font-weight: 500;\n}\n\n.jp-DirListing-headerItem:hover {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-headerItem.jp-id-name {\n flex: 1 0 84px;\n}\n\n.jp-DirListing-headerItem.jp-id-modified {\n flex: 0 0 112px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n}\n\n.jp-id-narrow {\n display: none;\n flex: 0 0 5px;\n padding: 4px 4px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n color: var(--jp-border-color2);\n}\n\n.jp-DirListing-narrow .jp-id-narrow {\n display: block;\n}\n\n.jp-DirListing-narrow .jp-id-modified,\n.jp-DirListing-narrow .jp-DirListing-itemModified {\n display: none;\n}\n\n.jp-DirListing-headerItem.jp-mod-selected {\n font-weight: 600;\n}\n\n\/* increase specificity to override bundled default *\/\n.jp-DirListing-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-DirListing-content mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n\/* Style the directory listing content when a user drops a file to upload *\/\n.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {\n outline: 5px dashed rgba(128, 128, 128, 0.5);\n outline-offset: -10px;\n cursor: copy;\n}\n\n.jp-DirListing-item {\n display: flex;\n flex-direction: row;\n padding: 4px 12px;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n.jp-DirListing-item[data-is-dot] {\n opacity: 75%;\n}\n\n.jp-DirListing-item.jp-mod-selected {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.jp-DirListing-item.jp-mod-dropTarget {\n background: var(--jp-brand-color3);\n}\n\n.jp-DirListing-item:hover:not(.jp-mod-selected) {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-itemIcon {\n flex: 0 0 20px;\n margin-right: 4px;\n}\n\n.jp-DirListing-itemText {\n flex: 1 0 64px;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n user-select: none;\n}\n\n.jp-DirListing-itemModified {\n flex: 0 0 125px;\n text-align: right;\n}\n\n.jp-DirListing-editor {\n flex: 1 0 64px;\n outline: none;\n border: none;\n}\n\n.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {\n color: var(--jp-success-color1);\n content: '\\25CF';\n font-size: 8px;\n position: absolute;\n left: -8px;\n}\n\n.jp-DirListing-item.jp-mod-running.jp-mod-selected\n .jp-DirListing-itemIcon:before {\n color: var(--jp-ui-inverse-font-color1);\n}\n\n.jp-DirListing-item.lm-mod-drag-image,\n.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {\n font-size: var(--jp-ui-font-size1);\n padding-left: 4px;\n margin-left: 4px;\n width: 160px;\n background-color: var(--jp-ui-inverse-font-color2);\n box-shadow: var(--jp-elevation-z2);\n border-radius: 0px;\n color: var(--jp-ui-font-color1);\n transform: translateX(-40%) translateY(-58%);\n}\n\n.jp-DirListing-deadSpace {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-Document {\n min-width: 120px;\n min-height: 120px;\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n}\n\n\/*-----------------------------------------------------------------------------\n| Main OutputArea\n| OutputArea has a list of Outputs\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea {\n overflow-y: auto;\n}\n\n.jp-OutputArea-child {\n display: flex;\n flex-direction: row;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child {\n flex-direction: column;\n}\n\n.jp-OutputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-outprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n.jp-OutputArea-output {\n height: auto;\n overflow: auto;\n user-select: text;\n -moz-user-select: text;\n -webkit-user-select: text;\n -ms-user-select: text;\n}\n\n.jp-OutputArea-child .jp-OutputArea-output {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n margin-left: var(--jp-notebook-padding);\n}\n\n\/**\n * Isolated output.\n *\/\n.jp-OutputArea-output.jp-mod-isolated {\n width: 100%;\n display: block;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n\/* pre *\/\n\n.jp-OutputArea-output pre {\n border: none;\n margin: 0px;\n padding: 0px;\n overflow-x: auto;\n overflow-y: auto;\n word-break: break-all;\n word-wrap: break-word;\n white-space: pre-wrap;\n}\n\n\/* tables *\/\n\n.jp-OutputArea-output.jp-RenderedHTMLCommon table {\n margin-left: 0;\n margin-right: 0;\n}\n\n\/* description lists *\/\n\n.jp-OutputArea-output dl,\n.jp-OutputArea-output dt,\n.jp-OutputArea-output dd {\n display: block;\n}\n\n.jp-OutputArea-output dl {\n width: 100%;\n overflow: hidden;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dt {\n font-weight: bold;\n float: left;\n width: 20%;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dd {\n float: left;\n width: 80%;\n padding: 0;\n margin: 0;\n}\n\n\/* Hide the gutter in case of\n * - nested output areas (e.g. in the case of output widgets)\n * - mirrored output areas\n *\/\n.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| executeResult is added to any Output-result for the display of the object\n| returned by a cell\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n margin-left: 0px;\n flex: 1 1 auto;\n}\n\n\/* Text output with the Out[] prompt needs a top padding to match the\n * alignment of the Out[] prompt itself.\n *\/\n.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {\n padding-top: var(--jp-code-padding);\n border-top: var(--jp-border-width) solid transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| The Stdin output\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-stdin {\n line-height: var(--jp-code-line-height);\n padding-top: var(--jp-code-padding);\n display: flex;\n}\n\n.jp-Stdin-prompt {\n color: var(--jp-content-font-color0);\n padding-right: var(--jp-code-padding);\n vertical-align: baseline;\n flex: 0 0 auto;\n}\n\n.jp-Stdin-input {\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n color: inherit;\n background-color: inherit;\n width: 42%;\n min-width: 200px;\n \/* make sure input baseline aligns with prompt *\/\n vertical-align: baseline;\n \/* padding + margin = 0.5em between prompt and cursor *\/\n padding: 0em 0.25em;\n margin: 0em 0.25em;\n flex: 0 0 70%;\n}\n\n.jp-Stdin-input:focus {\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Output Area View\n|----------------------------------------------------------------------------*\/\n\n.jp-LinkedOutputView .jp-OutputArea {\n height: 100%;\n display: block;\n}\n\n.jp-LinkedOutputView .jp-OutputArea-output:only-child {\n height: 100%;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapser {\n flex: 0 0 var(--jp-cell-collapser-width);\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n border-radius: var(--jp-border-radius);\n opacity: 1;\n}\n\n.jp-Collapser-child {\n display: block;\n width: 100%;\n box-sizing: border-box;\n \/* height: 100% doesn't work because the height of its parent is computed from content *\/\n position: absolute;\n top: 0px;\n bottom: 0px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Header\/Footer\n|----------------------------------------------------------------------------*\/\n\n\/* Hidden by zero height by default *\/\n.jp-CellHeader,\n.jp-CellFooter {\n height: 0px;\n width: 100%;\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Input\n|----------------------------------------------------------------------------*\/\n\n\/* All input areas *\/\n.jp-InputArea {\n display: flex;\n flex-direction: row;\n overflow: hidden;\n}\n\nbody[data-format='mobile'] .jp-InputArea {\n flex-direction: column;\n}\n\n.jp-InputArea-editor {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n \/* This is the non-active, default styling *\/\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n border-radius: 0px;\n background: var(--jp-cell-editor-background);\n}\n\nbody[data-format='mobile'] .jp-InputArea-editor {\n margin-left: var(--jp-notebook-padding);\n}\n\n.jp-InputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-inprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n opacity: var(--jp-cell-prompt-opacity);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-InputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Placeholder {\n display: flex;\n flex-direction: row;\n flex: 1 1 auto;\n}\n\n.jp-Placeholder-prompt {\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content {\n flex: 1 1 auto;\n border: none;\n background: transparent;\n height: 20px;\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon {\n width: 32px;\n height: 16px;\n border: 1px solid transparent;\n border-radius: var(--jp-border-radius);\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon:hover {\n border: 1px solid var(--jp-border-color1);\n box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);\n background-color: var(--jp-layout-color0);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-cell-scrolling-output-offset: 5px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell {\n padding: var(--jp-cell-padding);\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Common input\/output\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-inputWrapper,\n.jp-Cell-outputWrapper {\n display: flex;\n flex-direction: row;\n padding: 0px;\n margin: 0px;\n \/* Added to reveal the box-shadow on the input and output collapsers. *\/\n overflow: visible;\n}\n\n\/* Only input\/output areas inside cells *\/\n.jp-Cell-inputArea,\n.jp-Cell-outputArea {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Collapser\n|----------------------------------------------------------------------------*\/\n\n\/* Make the output collapser disappear when there is not output, but do so\n * in a manner that leaves it in the layout and preserves its width.\n *\/\n.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {\n border: none !important;\n background: transparent !important;\n}\n\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {\n min-height: var(--jp-cell-collapser-min-height);\n}\n\n\/*-----------------------------------------------------------------------------\n| Output\n|----------------------------------------------------------------------------*\/\n\n\/* Put a space between input and output when there IS output *\/\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {\n margin-top: 5px;\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {\n overflow-y: auto;\n max-height: 200px;\n box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);\n margin-left: var(--jp-private-cell-scrolling-output-offset);\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n flex: 0 0\n calc(\n var(--jp-cell-prompt-width) -\n var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n\/*-----------------------------------------------------------------------------\n| CodeCell\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| MarkdownCell\n|----------------------------------------------------------------------------*\/\n\n.jp-MarkdownOutput {\n flex: 1 1 auto;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: var(--jp-code-padding);\n}\n\n.jp-MarkdownOutput.jp-RenderedHTMLCommon {\n overflow: auto;\n}\n\n.jp-showHiddenCellsButton {\n margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));\n margin-top: var(--jp-code-padding);\n border: 1px solid var(--jp-border-color2);\n background-color: var(--jp-border-color3) !important;\n color: var(--jp-content-font-color0) !important;\n}\n\n.jp-showHiddenCellsButton:hover {\n background-color: var(--jp-border-color2) !important;\n}\n\n.jp-collapseHeadingButton {\n display: none;\n}\n\n.jp-MarkdownCell:hover .jp-collapseHeadingButton {\n display: flex;\n min-height: var(--jp-cell-collapser-min-height);\n position: absolute;\n right: 0;\n top: 0;\n bottom: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel-toolbar {\n padding: 2px;\n}\n\n.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {\n border: none;\n box-shadow: none;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown select {\n height: 24px;\n font-size: var(--jp-ui-font-size1);\n line-height: 14px;\n border-radius: 0;\n display: block;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown span {\n top: 5px !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-notebook-dragImage-width: 304px;\n --jp-private-notebook-dragImage-height: 36px;\n --jp-private-notebook-selected-color: var(--md-blue-400);\n --jp-private-notebook-active-color: var(--md-green-400);\n}\n\n\/*-----------------------------------------------------------------------------\n| Imports\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Notebook\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel {\n display: block;\n height: 100%;\n}\n\n.jp-NotebookPanel.jp-Document {\n min-width: 240px;\n min-height: 120px;\n}\n\n.jp-Notebook {\n padding: var(--jp-notebook-padding);\n outline: none;\n overflow: auto;\n background: var(--jp-layout-color0);\n}\n\n.jp-Notebook.jp-mod-scrollPastEnd::after {\n display: block;\n content: '';\n min-height: var(--jp-notebook-scroll-padding);\n}\n\n.jp-MainAreaWidget-ContainStrict .jp-Notebook * {\n contain: strict;\n}\n\n.jp-Notebook-render * {\n contain: none !important;\n}\n\n.jp-Notebook .jp-Cell {\n overflow: visible;\n}\n\n.jp-Notebook .jp-Cell .jp-InputPrompt {\n cursor: move;\n float: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook state related styling\n|\n| The notebook and cells each have states, here are the possibilities:\n|\n| - Notebook\n| - Command\n| - Edit\n| - Cell\n| - None\n| - Active (only one can be active)\n| - Selected (the cells actions are applied to)\n| - Multiselected (when multiple selected, the cursor)\n| - No outputs\n|----------------------------------------------------------------------------*\/\n\n\/* Command or edit modes *\/\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n\/* cell is active *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {\n background: var(--jp-brand-color1);\n}\n\n\/* cell is dirty *\/\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {\n color: var(--jp-warn-color1);\n}\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {\n color: var(--jp-warn-color1);\n content: '\u2022';\n}\n\n.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {\n background: var(--jp-warn-color1);\n}\n\n\/* collapser is hovered *\/\n.jp-Notebook .jp-Cell .jp-Collapser:hover {\n box-shadow: var(--jp-elevation-z2);\n background: var(--jp-brand-color1);\n opacity: var(--jp-cell-collapser-not-active-hover-opacity);\n}\n\n\/* cell is active and collapser is hovered *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {\n background: var(--jp-brand-color0);\n opacity: 1;\n}\n\n\/* Command mode *\/\n\n.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {\n background: var(--jp-notebook-multiselected-color);\n}\n\n.jp-Notebook.jp-mod-commandMode\n .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {\n background: transparent;\n}\n\n\/* Edit mode *\/\n\n.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {\n border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-cell-editor-active-background);\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook drag and drop\n|----------------------------------------------------------------------------*\/\n\n.jp-Notebook-cell.jp-mod-dropSource {\n opacity: 0.5;\n}\n\n.jp-Notebook-cell.jp-mod-dropTarget,\n.jp-Notebook.jp-mod-commandMode\n .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {\n border-top-color: var(--jp-private-notebook-selected-color);\n border-top-style: solid;\n border-top-width: 2px;\n}\n\n.jp-dragImage {\n display: block;\n flex-direction: row;\n width: var(--jp-private-notebook-dragImage-width);\n height: var(--jp-private-notebook-dragImage-height);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background);\n overflow: visible;\n}\n\n.jp-dragImage-singlePrompt {\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n.jp-dragImage .jp-dragImage-content {\n flex: 1 1 auto;\n z-index: 2;\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n line-height: var(--jp-code-line-height);\n padding: var(--jp-code-padding);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background-color);\n color: var(--jp-content-font-color3);\n text-align: left;\n margin: 4px 4px 4px 0px;\n}\n\n.jp-dragImage .jp-dragImage-prompt {\n flex: 0 0 auto;\n min-width: 36px;\n color: var(--jp-cell-inprompt-font-color);\n padding: var(--jp-code-padding);\n padding-left: 12px;\n font-family: var(--jp-cell-prompt-font-family);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: 1.9;\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n}\n\n.jp-dragImage-multipleBack {\n z-index: -1;\n position: absolute;\n height: 32px;\n width: 300px;\n top: 8px;\n left: 8px;\n background: var(--jp-layout-color2);\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell toolbar\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookTools {\n display: block;\n min-width: var(--jp-sidebar-min-width);\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n overflow: auto;\n}\n\n.jp-NotebookTools-tool {\n padding: 0px 12px 0 12px;\n}\n\n.jp-ActiveCellTool {\n padding: 12px;\n background-color: var(--jp-layout-color1);\n border-top: none !important;\n}\n\n.jp-ActiveCellTool .jp-InputArea-prompt {\n flex: 0 0 auto;\n padding-left: 0px;\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor {\n flex: 1 1 auto;\n background: var(--jp-cell-editor-background);\n border-color: var(--jp-cell-editor-border-color);\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {\n background: transparent;\n}\n\n.jp-MetadataEditorTool {\n flex-direction: column;\n padding: 12px 0px 12px 0px;\n}\n\n.jp-RankedPanel > :not(:first-child) {\n margin-top: 12px;\n}\n\n.jp-KeySelector select.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: var(--jp-border-width) solid var(--jp-border-color1);\n}\n\n.jp-KeySelector label,\n.jp-MetadataEditorTool label {\n line-height: 1.4;\n}\n\n.jp-NotebookTools .jp-select-wrapper {\n margin-top: 4px;\n margin-bottom: 0px;\n}\n\n.jp-NotebookTools .jp-Collapse {\n margin-top: 16px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Presentation Mode (.jp-mod-presentationMode)\n|----------------------------------------------------------------------------*\/\n\n.jp-mod-presentationMode .jp-Notebook {\n --jp-content-font-size1: var(--jp-content-presentation-font-size1);\n --jp-code-font-size: var(--jp-code-presentation-font-size);\n}\n\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {\n flex: 0 0 110px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-Placeholder {\n padding-left: 55px;\n}\n\n.jp-Cell-Placeholder-wrapper {\n background: #fff;\n border: 1px solid;\n border-color: #e5e6e9 #dfe0e4 #d0d1d5;\n border-radius: 4px;\n -webkit-border-radius: 4px;\n margin: 10px 15px;\n}\n\n.jp-Cell-Placeholder-wrapper-inner {\n padding: 15px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body {\n background-repeat: repeat;\n background-size: 50% auto;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n background: #f6f7f8;\n background-image: -webkit-linear-gradient(\n left,\n #f6f7f8 0%,\n #edeef1 20%,\n #f6f7f8 40%,\n #f6f7f8 100%\n );\n background-repeat: no-repeat;\n background-size: 800px 104px;\n height: 104px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n position: absolute;\n right: 15px;\n left: 15px;\n top: 15px;\n}\n\ndiv.jp-Cell-Placeholder-h1 {\n top: 20px;\n height: 20px;\n left: 15px;\n width: 150px;\n}\n\ndiv.jp-Cell-Placeholder-h2 {\n left: 15px;\n top: 50px;\n height: 10px;\n width: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-1,\ndiv.jp-Cell-Placeholder-content-2,\ndiv.jp-Cell-Placeholder-content-3 {\n left: 15px;\n right: 15px;\n height: 10px;\n}\n\ndiv.jp-Cell-Placeholder-content-1 {\n top: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-2 {\n top: 120px;\n}\n\ndiv.jp-Cell-Placeholder-content-3 {\n top: 140px;\n}\n\n<\/style>\n\n <style type=\"text\/css\">\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*\/\n\n:root {\n \/* Elevation\n *\n * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:\n *\n * https:\/\/github.com\/material-components\/material-components-web\n * https:\/\/material-components-web.appspot.com\/elevation.html\n *\/\n\n --jp-shadow-base-lightness: 0;\n --jp-shadow-umbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.2\n );\n --jp-shadow-penumbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.14\n );\n --jp-shadow-ambient-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.12\n );\n --jp-elevation-z0: none;\n --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),\n 0px 1px 1px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 3px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),\n 0px 2px 2px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 5px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),\n 0px 4px 5px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 10px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),\n 0px 6px 10px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 18px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),\n 0px 8px 10px 1px var(--jp-shadow-penumbra-color),\n 0px 3px 14px 2px var(--jp-shadow-ambient-color);\n --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),\n 0px 12px 17px 2px var(--jp-shadow-penumbra-color),\n 0px 5px 22px 4px var(--jp-shadow-ambient-color);\n --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),\n 0px 16px 24px 2px var(--jp-shadow-penumbra-color),\n 0px 6px 30px 5px var(--jp-shadow-ambient-color);\n --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),\n 0px 20px 31px 3px var(--jp-shadow-penumbra-color),\n 0px 8px 38px 7px var(--jp-shadow-ambient-color);\n --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),\n 0px 24px 38px 3px var(--jp-shadow-penumbra-color),\n 0px 9px 46px 8px var(--jp-shadow-ambient-color);\n\n \/* Borders\n *\n * The following variables, specify the visual styling of borders in JupyterLab.\n *\/\n\n --jp-border-width: 1px;\n --jp-border-color0: var(--md-grey-400);\n --jp-border-color1: var(--md-grey-400);\n --jp-border-color2: var(--md-grey-300);\n --jp-border-color3: var(--md-grey-200);\n --jp-border-radius: 2px;\n\n \/* UI Fonts\n *\n * The UI font CSS variables are used for the typography all of the JupyterLab\n * user interface elements that are not directly user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-ui-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-ui-font-scale-factor: 1.2;\n --jp-ui-font-size0: 0.83333em;\n --jp-ui-font-size1: 13px; \/* Base font size *\/\n --jp-ui-font-size2: 1.2em;\n --jp-ui-font-size3: 1.44em;\n\n --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,\n Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';\n\n \/*\n * Use these font colors against the corresponding main layout colors.\n * In a light theme, these go from dark to light.\n *\/\n\n \/* Defaults use Material Design specification *\/\n --jp-ui-font-color0: rgba(0, 0, 0, 1);\n --jp-ui-font-color1: rgba(0, 0, 0, 0.87);\n --jp-ui-font-color2: rgba(0, 0, 0, 0.54);\n --jp-ui-font-color3: rgba(0, 0, 0, 0.38);\n\n \/*\n * Use these against the brand\/accent\/warn\/error colors.\n * These will typically go from light to darker, in both a dark and light theme.\n *\/\n\n --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);\n --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);\n\n \/* Content Fonts\n *\n * Content font variables are used for typography of user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-content-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-content-line-height: 1.6;\n --jp-content-font-scale-factor: 1.2;\n --jp-content-font-size0: 0.83333em;\n --jp-content-font-size1: 14px; \/* Base font size *\/\n --jp-content-font-size2: 1.2em;\n --jp-content-font-size3: 1.44em;\n --jp-content-font-size4: 1.728em;\n --jp-content-font-size5: 2.0736em;\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-content-presentation-font-size1: 17px;\n\n --jp-content-heading-line-height: 1;\n --jp-content-heading-margin-top: 1.2em;\n --jp-content-heading-margin-bottom: 0.8em;\n --jp-content-heading-font-weight: 500;\n\n \/* Defaults use Material Design specification *\/\n --jp-content-font-color0: rgba(0, 0, 0, 1);\n --jp-content-font-color1: rgba(0, 0, 0, 0.87);\n --jp-content-font-color2: rgba(0, 0, 0, 0.54);\n --jp-content-font-color3: rgba(0, 0, 0, 0.38);\n\n --jp-content-link-color: var(--md-blue-700);\n\n --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',\n Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',\n 'Segoe UI Symbol';\n\n \/*\n * Code Fonts\n *\n * Code font variables are used for typography of code and other monospaces content.\n *\/\n\n --jp-code-font-size: 13px;\n --jp-code-line-height: 1.3077; \/* 17px for 13px base *\/\n --jp-code-padding: 5px; \/* 5px for 13px base, codemirror highlighting needs integer px value *\/\n --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;\n --jp-code-font-family: var(--jp-code-font-family-default);\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-code-presentation-font-size: 16px;\n\n \/* may need to tweak cursor width if you change font size *\/\n --jp-code-cursor-width0: 1.4px;\n --jp-code-cursor-width1: 2px;\n --jp-code-cursor-width2: 4px;\n\n \/* Layout\n *\n * The following are the main layout colors use in JupyterLab. In a light\n * theme these would go from light to dark.\n *\/\n\n --jp-layout-color0: white;\n --jp-layout-color1: white;\n --jp-layout-color2: var(--md-grey-200);\n --jp-layout-color3: var(--md-grey-400);\n --jp-layout-color4: var(--md-grey-600);\n\n \/* Inverse Layout\n *\n * The following are the inverse layout colors use in JupyterLab. In a light\n * theme these would go from dark to light.\n *\/\n\n --jp-inverse-layout-color0: #111111;\n --jp-inverse-layout-color1: var(--md-grey-900);\n --jp-inverse-layout-color2: var(--md-grey-800);\n --jp-inverse-layout-color3: var(--md-grey-700);\n --jp-inverse-layout-color4: var(--md-grey-600);\n\n \/* Brand\/accent *\/\n\n --jp-brand-color0: var(--md-blue-900);\n --jp-brand-color1: var(--md-blue-700);\n --jp-brand-color2: var(--md-blue-300);\n --jp-brand-color3: var(--md-blue-100);\n --jp-brand-color4: var(--md-blue-50);\n\n --jp-accent-color0: var(--md-green-900);\n --jp-accent-color1: var(--md-green-700);\n --jp-accent-color2: var(--md-green-300);\n --jp-accent-color3: var(--md-green-100);\n\n \/* State colors (warn, error, success, info) *\/\n\n --jp-warn-color0: var(--md-orange-900);\n --jp-warn-color1: var(--md-orange-700);\n --jp-warn-color2: var(--md-orange-300);\n --jp-warn-color3: var(--md-orange-100);\n\n --jp-error-color0: var(--md-red-900);\n --jp-error-color1: var(--md-red-700);\n --jp-error-color2: var(--md-red-300);\n --jp-error-color3: var(--md-red-100);\n\n --jp-success-color0: var(--md-green-900);\n --jp-success-color1: var(--md-green-700);\n --jp-success-color2: var(--md-green-300);\n --jp-success-color3: var(--md-green-100);\n\n --jp-info-color0: var(--md-cyan-900);\n --jp-info-color1: var(--md-cyan-700);\n --jp-info-color2: var(--md-cyan-300);\n --jp-info-color3: var(--md-cyan-100);\n\n \/* Cell specific styles *\/\n\n --jp-cell-padding: 5px;\n\n --jp-cell-collapser-width: 8px;\n --jp-cell-collapser-min-height: 20px;\n --jp-cell-collapser-not-active-hover-opacity: 0.6;\n\n --jp-cell-editor-background: var(--md-grey-100);\n --jp-cell-editor-border-color: var(--md-grey-300);\n --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-cell-editor-active-background: var(--jp-layout-color0);\n --jp-cell-editor-active-border-color: var(--jp-brand-color1);\n\n --jp-cell-prompt-width: 64px;\n --jp-cell-prompt-font-family: var(--jp-code-font-family-default);\n --jp-cell-prompt-letter-spacing: 0px;\n --jp-cell-prompt-opacity: 1;\n --jp-cell-prompt-not-active-opacity: 0.5;\n --jp-cell-prompt-not-active-font-color: var(--md-grey-700);\n \/* A custom blend of MD grey and blue 600\n * See https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:1E88E5:5:hex *\/\n --jp-cell-inprompt-font-color: #307fc1;\n \/* A custom blend of MD grey and orange 600\n * https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:F4511E:5:hex *\/\n --jp-cell-outprompt-font-color: #bf5b3d;\n\n \/* Notebook specific styles *\/\n\n --jp-notebook-padding: 10px;\n --jp-notebook-select-background: var(--jp-layout-color1);\n --jp-notebook-multiselected-color: var(--md-blue-50);\n\n \/* The scroll padding is calculated to fill enough space at the bottom of the\n notebook to show one single-line cell (with appropriate padding) at the top\n when the notebook is scrolled all the way to the bottom. We also subtract one\n pixel so that no scrollbar appears if we have just one single-line cell in the\n notebook. This padding is to enable a 'scroll past end' feature in a notebook.\n *\/\n --jp-notebook-scroll-padding: calc(\n 100% - var(--jp-code-font-size) * var(--jp-code-line-height) -\n var(--jp-code-padding) - var(--jp-cell-padding) - 1px\n );\n\n \/* Rendermime styles *\/\n\n --jp-rendermime-error-background: #fdd;\n --jp-rendermime-table-row-background: var(--md-grey-100);\n --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);\n\n \/* Dialog specific styles *\/\n\n --jp-dialog-background: rgba(0, 0, 0, 0.25);\n\n \/* Console specific styles *\/\n\n --jp-console-padding: 10px;\n\n \/* Toolbar specific styles *\/\n\n --jp-toolbar-border-color: var(--jp-border-color1);\n --jp-toolbar-micro-height: 8px;\n --jp-toolbar-background: var(--jp-layout-color1);\n --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);\n --jp-toolbar-header-margin: 4px 4px 0px 4px;\n --jp-toolbar-active-background: var(--md-grey-300);\n\n \/* Statusbar specific styles *\/\n\n --jp-statusbar-height: 24px;\n\n \/* Input field styles *\/\n\n --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-input-active-background: var(--jp-layout-color1);\n --jp-input-hover-background: var(--jp-layout-color1);\n --jp-input-background: var(--md-grey-100);\n --jp-input-border-color: var(--jp-border-color1);\n --jp-input-active-border-color: var(--jp-brand-color1);\n --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);\n\n \/* General editor styles *\/\n\n --jp-editor-selected-background: #d9d9d9;\n --jp-editor-selected-focused-background: #d7d4f0;\n --jp-editor-cursor-color: var(--jp-ui-font-color0);\n\n \/* Code mirror specific styles *\/\n\n --jp-mirror-editor-keyword-color: #008000;\n --jp-mirror-editor-atom-color: #88f;\n --jp-mirror-editor-number-color: #080;\n --jp-mirror-editor-def-color: #00f;\n --jp-mirror-editor-variable-color: var(--md-grey-900);\n --jp-mirror-editor-variable-2-color: #05a;\n --jp-mirror-editor-variable-3-color: #085;\n --jp-mirror-editor-punctuation-color: #05a;\n --jp-mirror-editor-property-color: #05a;\n --jp-mirror-editor-operator-color: #aa22ff;\n --jp-mirror-editor-comment-color: #408080;\n --jp-mirror-editor-string-color: #ba2121;\n --jp-mirror-editor-string-2-color: #708;\n --jp-mirror-editor-meta-color: #aa22ff;\n --jp-mirror-editor-qualifier-color: #555;\n --jp-mirror-editor-builtin-color: #008000;\n --jp-mirror-editor-bracket-color: #997;\n --jp-mirror-editor-tag-color: #170;\n --jp-mirror-editor-attribute-color: #00c;\n --jp-mirror-editor-header-color: blue;\n --jp-mirror-editor-quote-color: #090;\n --jp-mirror-editor-link-color: #00c;\n --jp-mirror-editor-error-color: #f00;\n --jp-mirror-editor-hr-color: #999;\n\n \/* Vega extension styles *\/\n\n --jp-vega-background: white;\n\n \/* Sidebar-related styles *\/\n\n --jp-sidebar-min-width: 250px;\n\n \/* Search-related styles *\/\n\n --jp-search-toggle-off-opacity: 0.5;\n --jp-search-toggle-hover-opacity: 0.8;\n --jp-search-toggle-on-opacity: 1;\n --jp-search-selected-match-background-color: rgb(245, 200, 0);\n --jp-search-selected-match-color: black;\n --jp-search-unselected-match-background-color: var(\n --jp-inverse-layout-color0\n );\n --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);\n\n \/* Icon colors that work well with light or dark backgrounds *\/\n --jp-icon-contrast-color0: var(--md-purple-600);\n --jp-icon-contrast-color1: var(--md-green-600);\n --jp-icon-contrast-color2: var(--md-pink-600);\n --jp-icon-contrast-color3: var(--md-blue-600);\n}\n<\/style>\n\n<style type=\"text\/css\">\n\/* Force rendering true colors when outputing to pdf *\/\n* {\n -webkit-print-color-adjust: exact;\n}\n\n\/* Misc *\/\na.anchor-link {\n display: none;\n}\n\n.highlight {\n margin: 0.4em;\n}\n\n\/* Input area styling *\/\n.jp-InputArea {\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n overflow: hidden;\n}\n\n.CodeMirror pre {\n margin: 0;\n padding: 0;\n}\n\n\/* Using table instead of flexbox so that we can use break-inside property *\/\n\/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS *\/\n\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n min-width: calc(\n var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n.jp-OutputArea-child {\n display: table;\n width: 100%;\n}\n\n.jp-OutputPrompt {\n display: table-cell;\n vertical-align: top;\n min-width: var(--jp-cell-prompt-width);\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n display: table-row;\n}\n\n.jp-OutputArea-output {\n display: table-cell;\n width: 100%;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n display: table-row;\n}\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n width: 100%;\n}\n\n\/* Hiding the collapser by default *\/\n.jp-Collapser {\n display: none;\n}\n\n@media print {\n .jp-Cell-inputWrapper,\n .jp-Cell-outputWrapper {\n display: block;\n }\n\n .jp-OutputArea-child {\n break-inside: avoid-page;\n }\n}\n<\/style>\n\n\n <script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/latest.js?config=TeX-AMS_CHTML-full,Safe\"> <\/script>\n \n <script type=\"text\/x-mathjax-config\">\n init_mathjax = function() {\n if (window.MathJax) {\n \/\/ MathJax loaded\n MathJax.Hub.Config({\n TeX: {\n equationNumbers: {\n autoNumber: \"AMS\",\n useLabelIds: true\n }\n },\n tex2jax: {\n inlineMath: [ ['$','$'], [\"\\\$\",\"\\\$\"] ],\n displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ],\n processEscapes: true,\n processEnvironments: true\n },\n displayAlign: 'center',\n CommonHTML: {\n linebreaks: { \n automatic: true \n }\n }\n });\n \n MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]);\n }\n }\n init_mathjax();\n <\/script>\n <\/head>\n<body class=\"jp-Notebook\" data-jp-theme-light=\"true\" data-jp-theme-name=\"JupyterLab Light\">\n\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Farhad-Piri\">Farhad Piri<a class=\"anchor-link\" href=\"#Farhad-Piri\">¶<\/a><\/h1><h2 id=\"Crucial-Data-preprocessings-before-any-algorithms\">Crucial Data preprocessings before any algorithms<a class=\"anchor-link\" href=\"#Crucial-Data-preprocessings-before-any-algorithms\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [1]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"ch\">#!pip install zipcodes<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [2]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"ch\">#!pip install basemap<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [3]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sns<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">zipcodes<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">zcode<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">train_test_split<\/span> <span class=\"p\">,<\/span> <span class=\"n\">GridSearchCV<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">metrics<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.linear_model<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">,<\/span> <span class=\"n\">LinearRegression<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.metrics<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">classification_report<\/span><span class=\"p\">,<\/span> <span class=\"n\">confusion_matrix<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.neighbors<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">KNeighborsClassifier<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.naive_bayes<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">ComplementNB<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">warnings<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">filterwarnings<\/span>\n<span class=\"n\">filterwarnings<\/span><span class=\"p\">(<\/span><span class=\"s2\">"ignore"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [4]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Bank_Personal_Loan_Modelling.csv'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">Data<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[4]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>ID<\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Personal Loan<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>1<\/td>\n <td>25<\/td>\n <td>1<\/td>\n <td>49<\/td>\n <td>91107<\/td>\n <td>4<\/td>\n <td>1\/60<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>2<\/td>\n <td>45<\/td>\n <td>19<\/td>\n <td>34<\/td>\n <td>90089<\/td>\n <td>3<\/td>\n <td>1\/50<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>3<\/td>\n <td>39<\/td>\n <td>15<\/td>\n <td>11<\/td>\n <td>94720<\/td>\n <td>1<\/td>\n <td>1\/00<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>4<\/td>\n <td>35<\/td>\n <td>9<\/td>\n <td>100<\/td>\n <td>94112<\/td>\n <td>1<\/td>\n <td>2\/70<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>5<\/td>\n <td>35<\/td>\n <td>8<\/td>\n <td>45<\/td>\n <td>91330<\/td>\n <td>4<\/td>\n <td>1\/00<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <\/tr>\n <tr>\n <th>...<\/th>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <\/tr>\n <tr>\n <th>4995<\/th>\n <td>4996<\/td>\n <td>29<\/td>\n <td>3<\/td>\n <td>40<\/td>\n <td>92697<\/td>\n <td>1<\/td>\n <td>1\/90<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4996<\/th>\n <td>4997<\/td>\n <td>30<\/td>\n <td>4<\/td>\n <td>15<\/td>\n <td>92037<\/td>\n <td>4<\/td>\n <td>0\/40<\/td>\n <td>1<\/td>\n <td>85<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4997<\/th>\n <td>4998<\/td>\n <td>63<\/td>\n <td>39<\/td>\n <td>24<\/td>\n <td>93023<\/td>\n <td>2<\/td>\n <td>0\/30<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4998<\/th>\n <td>4999<\/td>\n <td>65<\/td>\n <td>40<\/td>\n <td>49<\/td>\n <td>90034<\/td>\n <td>3<\/td>\n <td>0\/50<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4999<\/th>\n <td>5000<\/td>\n <td>28<\/td>\n <td>4<\/td>\n <td>83<\/td>\n <td>92612<\/td>\n <td>3<\/td>\n <td>0\/80<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5000 rows \u00d7 14 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [5]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">(<\/span><span class=\"n\">include<\/span><span class=\"o\">=<\/span><span class=\"s1\">'all'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[5]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>ID<\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Personal Loan<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>count<\/th>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.00000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <\/tr>\n <tr>\n <th>unique<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>108<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>top<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>0\/30<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>freq<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>241<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>mean<\/th>\n <td>2500.500000<\/td>\n <td>45.338400<\/td>\n <td>20.104600<\/td>\n <td>73.774200<\/td>\n <td>93152.503000<\/td>\n <td>2.396400<\/td>\n <td>NaN<\/td>\n <td>1.881000<\/td>\n <td>56.498800<\/td>\n <td>0.096000<\/td>\n <td>0.104400<\/td>\n <td>0.06040<\/td>\n <td>0.596800<\/td>\n <td>0.294000<\/td>\n <\/tr>\n <tr>\n <th>std<\/th>\n <td>1443.520003<\/td>\n <td>11.463166<\/td>\n <td>11.467954<\/td>\n <td>46.033729<\/td>\n <td>2121.852197<\/td>\n <td>1.147663<\/td>\n <td>NaN<\/td>\n <td>0.839869<\/td>\n <td>101.713802<\/td>\n <td>0.294621<\/td>\n <td>0.305809<\/td>\n <td>0.23825<\/td>\n <td>0.490589<\/td>\n <td>0.455637<\/td>\n <\/tr>\n <tr>\n <th>min<\/th>\n <td>1.000000<\/td>\n <td>23.000000<\/td>\n <td>-3.000000<\/td>\n <td>8.000000<\/td>\n <td>9307.000000<\/td>\n <td>1.000000<\/td>\n <td>NaN<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>25%<\/th>\n <td>1250.750000<\/td>\n <td>35.000000<\/td>\n <td>10.000000<\/td>\n <td>39.000000<\/td>\n <td>91911.000000<\/td>\n <td>1.000000<\/td>\n <td>NaN<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>50%<\/th>\n <td>2500.500000<\/td>\n <td>45.000000<\/td>\n <td>20.000000<\/td>\n <td>64.000000<\/td>\n <td>93437.000000<\/td>\n <td>2.000000<\/td>\n <td>NaN<\/td>\n <td>2.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>75%<\/th>\n <td>3750.250000<\/td>\n <td>55.000000<\/td>\n <td>30.000000<\/td>\n <td>98.000000<\/td>\n <td>94608.000000<\/td>\n <td>3.000000<\/td>\n <td>NaN<\/td>\n <td>3.000000<\/td>\n <td>101.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <tr>\n <th>max<\/th>\n <td>5000.000000<\/td>\n <td>67.000000<\/td>\n <td>43.000000<\/td>\n <td>224.000000<\/td>\n <td>96651.000000<\/td>\n <td>4.000000<\/td>\n <td>NaN<\/td>\n <td>3.000000<\/td>\n <td>635.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [6]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">info<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre><class 'pandas.core.frame.DataFrame'>\nRangeIndex: 5000 entries, 0 to 4999\nData columns (total 14 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 ID 5000 non-null int64 \n 1 Age 5000 non-null int64 \n 2 Experience 5000 non-null int64 \n 3 Income 5000 non-null int64 \n 4 ZIP Code 5000 non-null int64 \n 5 Family 5000 non-null int64 \n 6 CCAvg 5000 non-null object\n 7 Education 5000 non-null int64 \n 8 Mortgage 5000 non-null int64 \n 9 Personal Loan 5000 non-null int64 \n 10 Securities Account 5000 non-null int64 \n 11 CD Account 5000 non-null int64 \n 12 Online 5000 non-null int64 \n 13 CreditCard 5000 non-null int64 \ndtypes: int64(13), object(1)\nmemory usage: 547.0+ KB\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [7]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># Substitute "\/" with "." and convert the result to a float value.<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s2\">"CCAvg"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s2\">"CCAvg"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s2\">"\/"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">"."<\/span><span class=\"p\">,<\/span><span class=\"n\">regex<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">astype<\/span><span class=\"p\">(<\/span><span class=\"s2\">"float"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [8]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">info<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre><class 'pandas.core.frame.DataFrame'>\nRangeIndex: 5000 entries, 0 to 4999\nData columns (total 14 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 ID 5000 non-null int64 \n 1 Age 5000 non-null int64 \n 2 Experience 5000 non-null int64 \n 3 Income 5000 non-null int64 \n 4 ZIP Code 5000 non-null int64 \n 5 Family 5000 non-null int64 \n 6 CCAvg 5000 non-null float64\n 7 Education 5000 non-null int64 \n 8 Mortgage 5000 non-null int64 \n 9 Personal Loan 5000 non-null int64 \n 10 Securities Account 5000 non-null int64 \n 11 CD Account 5000 non-null int64 \n 12 Online 5000 non-null int64 \n 13 CreditCard 5000 non-null int64 \ndtypes: float64(1), int64(13)\nmemory usage: 547.0 KB\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [9]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#To avoid negative values in Experience, we will apply the absolute value function.<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Experience'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">abs<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Experience'<\/span><span class=\"p\">])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [10]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">(<\/span><span class=\"n\">include<\/span><span class=\"o\">=<\/span><span class=\"s2\">"all"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[10]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>ID<\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Personal Loan<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>count<\/th>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.00000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <\/tr>\n <tr>\n <th>mean<\/th>\n <td>2500.500000<\/td>\n <td>45.338400<\/td>\n <td>20.134600<\/td>\n <td>73.774200<\/td>\n <td>93152.503000<\/td>\n <td>2.396400<\/td>\n <td>1.937938<\/td>\n <td>1.881000<\/td>\n <td>56.498800<\/td>\n <td>0.096000<\/td>\n <td>0.104400<\/td>\n <td>0.06040<\/td>\n <td>0.596800<\/td>\n <td>0.294000<\/td>\n <\/tr>\n <tr>\n <th>std<\/th>\n <td>1443.520003<\/td>\n <td>11.463166<\/td>\n <td>11.415189<\/td>\n <td>46.033729<\/td>\n <td>2121.852197<\/td>\n <td>1.147663<\/td>\n <td>1.747659<\/td>\n <td>0.839869<\/td>\n <td>101.713802<\/td>\n <td>0.294621<\/td>\n <td>0.305809<\/td>\n <td>0.23825<\/td>\n <td>0.490589<\/td>\n <td>0.455637<\/td>\n <\/tr>\n <tr>\n <th>min<\/th>\n <td>1.000000<\/td>\n <td>23.000000<\/td>\n <td>0.000000<\/td>\n <td>8.000000<\/td>\n <td>9307.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>25%<\/th>\n <td>1250.750000<\/td>\n <td>35.000000<\/td>\n <td>10.000000<\/td>\n <td>39.000000<\/td>\n <td>91911.000000<\/td>\n <td>1.000000<\/td>\n <td>0.700000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>50%<\/th>\n <td>2500.500000<\/td>\n <td>45.000000<\/td>\n <td>20.000000<\/td>\n <td>64.000000<\/td>\n <td>93437.000000<\/td>\n <td>2.000000<\/td>\n <td>1.500000<\/td>\n <td>2.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>75%<\/th>\n <td>3750.250000<\/td>\n <td>55.000000<\/td>\n <td>30.000000<\/td>\n <td>98.000000<\/td>\n <td>94608.000000<\/td>\n <td>3.000000<\/td>\n <td>2.500000<\/td>\n <td>3.000000<\/td>\n <td>101.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <tr>\n <th>max<\/th>\n <td>5000.000000<\/td>\n <td>67.000000<\/td>\n <td>43.000000<\/td>\n <td>224.000000<\/td>\n <td>96651.000000<\/td>\n <td>4.000000<\/td>\n <td>10.000000<\/td>\n <td>3.000000<\/td>\n <td>635.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [11]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># Removing the ID column (as it's unnecessary) and rearranging the target column to be the last.<\/span>\n<span class=\"n\">df_raw<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s2\">"Personal Loan"<\/span><span class=\"p\">,<\/span><span class=\"s2\">"ID"<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_raw<\/span><span class=\"p\">[<\/span><span class=\"s2\">"Personal Loan"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s2\">"Personal Loan"<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">df_raw<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[11]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>25<\/td>\n <td>1<\/td>\n <td>49<\/td>\n <td>91107<\/td>\n <td>4<\/td>\n <td>1.6<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>45<\/td>\n <td>19<\/td>\n <td>34<\/td>\n <td>90089<\/td>\n <td>3<\/td>\n <td>1.5<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>39<\/td>\n <td>15<\/td>\n <td>11<\/td>\n <td>94720<\/td>\n <td>1<\/td>\n <td>1.0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>35<\/td>\n <td>9<\/td>\n <td>100<\/td>\n <td>94112<\/td>\n <td>1<\/td>\n <td>2.7<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>35<\/td>\n <td>8<\/td>\n <td>45<\/td>\n <td>91330<\/td>\n <td>4<\/td>\n <td>1.0<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [12]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># Convert CCAvg to annual<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_raw<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">12<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">]<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[12]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0 19.2\n1 18.0\n2 12.0\n3 32.4\n4 12.0\n ... \n4995 22.8\n4996 4.8\n4997 3.6\n4998 6.0\n4999 9.6\nName: CCAvg, Length: 5000, dtype: float64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [13]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">nunique<\/span><span class=\"p\">()<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[13]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>467<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Check-missing-values\">Check missing values<a class=\"anchor-link\" href=\"#Check-missing-values\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [15]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[15]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Age 0\nExperience 0\nIncome 0\nZIP Code 0\nFamily 0\nCCAvg 0\nEducation 0\nMortgage 0\nSecurities Account 0\nCD Account 0\nOnline 0\nCreditCard 0\nPersonal Loan 0\ndtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>no missing values<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Noise\">Noise<a class=\"anchor-link\" href=\"#Noise\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Categorical<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [19]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Categorical<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Family'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Education'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Securities Account'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'CD Account'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Online'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'CreditCard'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">i<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n<span class=\"k\">while<\/span> <span class=\"n\">i<\/span><span class=\"o\"><<\/span><span class=\"mi\">8<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Categorical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"k\">if<\/span> <span class=\"n\">i<\/span><span class=\"o\">==<\/span><span class=\"mi\">7<\/span><span class=\"p\">:<\/span>\n <span class=\"k\">break<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Categorical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Categorical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n\n <span class=\"n\">i<\/span><span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Numerical<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [21]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Numerical<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Experience'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Mortgage'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Income'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">i<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n<span class=\"k\">while<\/span> <span class=\"n\">i<\/span><span class=\"o\"><<\/span><span class=\"mi\">6<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Numerical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"k\">if<\/span> <span class=\"n\">i<\/span><span class=\"o\">==<\/span><span class=\"mi\">5<\/span><span class=\"p\">:<\/span>\n <span class=\"k\">break<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span> \n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Numerical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<div 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src=\"data:image\/png;base64,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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>Data ranges are okay<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Zip Codes<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [24]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">],<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">annotate<\/span><span class=\"p\">(<\/span><span class=\"s1\">'maybe noise'<\/span><span class=\"p\">,<\/span> <span class=\"n\">xy<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">9307<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">),<\/span> <span class=\"n\">xytext<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">13000<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.25<\/span><span class=\"p\">),<\/span> <span class=\"n\">arrowprops<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">dict<\/span><span class=\"p\">(<\/span><span class=\"n\">facecolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">shrink<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.05<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [25]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Noise_Zip<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\"><<\/span><span class=\"mi\">20000<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">Noise_Zip<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[25]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>384<\/th>\n <td>51<\/td>\n <td>25<\/td>\n <td>21<\/td>\n <td>9307<\/td>\n <td>4<\/td>\n <td>7.2<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [26]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">index<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">384<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [27]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">list_zipcode<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [28]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">county<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">lat<\/span><span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"n\">long<\/span><span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">list_zipcode<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">my_city_county<\/span> <span class=\"o\">=<\/span> <span class=\"n\">zcode<\/span><span class=\"o\">.<\/span><span class=\"n\">matching<\/span><span class=\"p\">(<\/span><span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">))<\/span>\n <span class=\"k\">if<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">my_city_county<\/span><span class=\"p\">)<\/span><span class=\"o\">==<\/span><span class=\"mi\">1<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">County<\/span> <span class=\"o\">=<\/span> <span class=\"n\">my_city_county<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s1\">'county'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">Lat<\/span> <span class=\"o\">=<\/span> <span class=\"n\">my_city_county<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s1\">'lat'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">Long<\/span> <span class=\"o\">=<\/span> <span class=\"n\">my_city_county<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s1\">'long'<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">County<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"Notfound"<\/span>\n <span class=\"n\">Lat<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">NaN<\/span>\n <span class=\"n\">Long<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">NaN<\/span>\n <span class=\"n\">county<\/span><span class=\"o\">.<\/span><span class=\"n\">insert<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">County<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">lat<\/span><span class=\"o\">.<\/span><span class=\"n\">insert<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">Lat<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">long<\/span><span class=\"o\">.<\/span><span class=\"n\">insert<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">Long<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">county<\/span><span class=\"o\">.<\/span><span class=\"n\">reverse<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">lat<\/span><span class=\"o\">.<\/span><span class=\"n\">reverse<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">long<\/span><span class=\"o\">.<\/span><span class=\"n\">reverse<\/span><span class=\"p\">()<\/span>\n\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">county<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">=<\/span><span class=\"n\">lat<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">long<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [29]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">zcode<\/span><span class=\"o\">.<\/span><span class=\"n\">matching<\/span><span class=\"p\">(<\/span><span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"mi\">92612<\/span><span class=\"p\">)))<\/span>\n<span class=\"n\">df<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>[{'zip_code': '92612', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Irvine', 'acceptable_cities': [], 'unacceptable_cities': [], 'state': 'CA', 'county': 'Orange County', 'timezone': 'America\/Los_Angeles', 'area_codes': ['714', '949'], 'world_region': 'NA', 'country': 'US', 'lat': '33.6615', 'long': '-117.8217'}]\n<\/pre>\n<\/div>\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[29]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <th>Place<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>25<\/td>\n <td>1<\/td>\n <td>49<\/td>\n <td>91107<\/td>\n <td>4<\/td>\n <td>19.2<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.1620<\/td>\n <td>-118.0894<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>45<\/td>\n <td>19<\/td>\n <td>34<\/td>\n <td>90089<\/td>\n <td>3<\/td>\n <td>18.0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.0218<\/td>\n <td>-118.2883<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>39<\/td>\n <td>15<\/td>\n <td>11<\/td>\n <td>94720<\/td>\n <td>1<\/td>\n <td>12.0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Alameda County<\/td>\n <td>37.8746<\/td>\n <td>-122.2547<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>35<\/td>\n <td>9<\/td>\n <td>100<\/td>\n <td>94112<\/td>\n <td>1<\/td>\n <td>32.4<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>San Francisco County<\/td>\n <td>37.7217<\/td>\n <td>-122.4446<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>35<\/td>\n <td>8<\/td>\n <td>45<\/td>\n <td>91330<\/td>\n <td>4<\/td>\n <td>12.0<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.2429<\/td>\n <td>-118.5273<\/td>\n <\/tr>\n <tr>\n <th>...<\/th>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <\/tr>\n <tr>\n <th>4995<\/th>\n <td>29<\/td>\n <td>3<\/td>\n <td>40<\/td>\n <td>92697<\/td>\n <td>1<\/td>\n <td>22.8<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Orange County<\/td>\n <td>33.6473<\/td>\n <td>-117.8409<\/td>\n <\/tr>\n <tr>\n <th>4996<\/th>\n <td>30<\/td>\n <td>4<\/td>\n <td>15<\/td>\n <td>92037<\/td>\n <td>4<\/td>\n <td>4.8<\/td>\n <td>1<\/td>\n <td>85<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>San Diego County<\/td>\n <td>32.8668<\/td>\n <td>-117.2482<\/td>\n <\/tr>\n <tr>\n <th>4997<\/th>\n <td>63<\/td>\n <td>39<\/td>\n <td>24<\/td>\n <td>93023<\/td>\n <td>2<\/td>\n <td>3.6<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Ventura County<\/td>\n <td>34.5210<\/td>\n <td>-119.2477<\/td>\n <\/tr>\n <tr>\n <th>4998<\/th>\n <td>65<\/td>\n <td>40<\/td>\n <td>49<\/td>\n <td>90034<\/td>\n <td>3<\/td>\n <td>6.0<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.0293<\/td>\n <td>-118.3994<\/td>\n <\/tr>\n <tr>\n <th>4999<\/th>\n <td>28<\/td>\n <td>4<\/td>\n <td>83<\/td>\n <td>92612<\/td>\n <td>3<\/td>\n <td>9.6<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>Orange County<\/td>\n <td>33.6615<\/td>\n <td>-117.8217<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>4999 rows \u00d7 16 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>926 is Irvine, California, columns are added as expected<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [31]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">astype<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">:<\/span><span class=\"nb\">float<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Longitude'<\/span><span class=\"p\">:<\/span><span class=\"nb\">float<\/span><span class=\"p\">})<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [32]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">(<\/span><span class=\"n\">include<\/span><span class=\"o\">=<\/span><span class=\"s1\">'all'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[32]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <th>Place<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>count<\/th>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999<\/td>\n <td>4966.000000<\/td>\n <td>4966.000000<\/td>\n <\/tr>\n <tr>\n <th>unique<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>39<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>top<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>Los Angeles County<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>freq<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>1095<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>mean<\/th>\n <td>45.337267<\/td>\n <td>20.133627<\/td>\n <td>73.784757<\/td>\n <td>93169.275455<\/td>\n <td>2.396079<\/td>\n <td>23.258468<\/td>\n <td>1.880776<\/td>\n <td>56.510102<\/td>\n <td>0.104421<\/td>\n <td>0.060412<\/td>\n <td>0.596719<\/td>\n <td>0.293859<\/td>\n <td>0.096019<\/td>\n <td>NaN<\/td>\n <td>35.792110<\/td>\n <td>-120.037847<\/td>\n <\/tr>\n <tr>\n <th>std<\/th>\n <td>11.464033<\/td>\n <td>11.416124<\/td>\n <td>46.032281<\/td>\n <td>1759.630610<\/td>\n <td>1.147554<\/td>\n <td>20.972776<\/td>\n <td>0.839804<\/td>\n <td>101.720837<\/td>\n <td>0.305836<\/td>\n <td>0.238273<\/td>\n <td>0.490605<\/td>\n <td>0.455574<\/td>\n <td>0.294647<\/td>\n <td>NaN<\/td>\n <td>2.098821<\/td>\n <td>2.092821<\/td>\n <\/tr>\n <tr>\n <th>min<\/th>\n <td>23.000000<\/td>\n <td>0.000000<\/td>\n <td>8.000000<\/td>\n <td>90005.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>32.554700<\/td>\n <td>-124.099400<\/td>\n <\/tr>\n <tr>\n <th>25%<\/th>\n <td>35.000000<\/td>\n <td>10.000000<\/td>\n <td>39.000000<\/td>\n <td>91911.000000<\/td>\n <td>1.000000<\/td>\n <td>8.400000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>34.003300<\/td>\n <td>-122.148500<\/td>\n <\/tr>\n <tr>\n <th>50%<\/th>\n <td>45.000000<\/td>\n <td>20.000000<\/td>\n <td>64.000000<\/td>\n <td>93437.000000<\/td>\n <td>2.000000<\/td>\n <td>18.000000<\/td>\n <td>2.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>35.373600<\/td>\n <td>-120.042400<\/td>\n <\/tr>\n <tr>\n <th>75%<\/th>\n <td>55.000000<\/td>\n <td>30.000000<\/td>\n <td>98.000000<\/td>\n <td>94608.000000<\/td>\n <td>3.000000<\/td>\n <td>30.000000<\/td>\n <td>3.000000<\/td>\n <td>101.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>37.748700<\/td>\n <td>-118.089400<\/td>\n <\/tr>\n <tr>\n <th>max<\/th>\n <td>67.000000<\/td>\n <td>43.000000<\/td>\n <td>224.000000<\/td>\n <td>96651.000000<\/td>\n <td>4.000000<\/td>\n <td>120.000000<\/td>\n <td>3.000000<\/td>\n <td>635.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>NaN<\/td>\n <td>41.758900<\/td>\n <td>-115.630500<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Lat-=-4966-values\">Lat = 4966 values<a class=\"anchor-link\" href=\"#Lat-=-4966-values\">¶<\/a><\/h1><h1 id=\"Long-=-4966-Values\">Long = 4966 Values<a class=\"anchor-link\" href=\"#Long-=-4966-Values\">¶<\/a><\/h1><h1 id=\"the-difference-says-that-there-are-33-missing-values\">the difference says that there are 33 missing values<a class=\"anchor-link\" href=\"#the-difference-says-that-there-are-33-missing-values\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [34]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"s1\">'NotFound'<\/span><span class=\"p\">][<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[34]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Series([], Name: count, dtype: int64)<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [35]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">unique<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[35]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>array(['Los Angeles County', 'Alameda County', 'San Francisco County',\n 'San Diego County', 'Monterey County', 'Ventura County',\n 'Santa Barbara County', 'Marin County', 'Santa Clara County',\n 'Santa Cruz County', 'San Mateo County', 'Humboldt County',\n 'Contra Costa County', 'Orange County', 'Sacramento County',\n 'Yolo County', 'Placer County', 'San Bernardino County',\n 'San Luis Obispo County', 'Riverside County', 'Kern County',\n 'Notfound', 'Fresno County', 'Sonoma County', 'El Dorado County',\n 'San Benito County', 'Butte County', 'Solano County',\n 'Mendocino County', 'San Joaquin County', 'Imperial County',\n 'Siskiyou County', 'Merced County', 'Trinity County',\n 'Stanislaus County', 'Shasta County', 'Tuolumne County',\n 'Napa County', 'Lake County'], dtype=object)<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [36]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">highlight_cols<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">color<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'red'<\/span>\n <span class=\"k\">return<\/span> <span class=\"s1\">'background-color: <\/span><span class=\"si\">%s<\/span><span class=\"s1\">'<\/span> <span class=\"o\">%<\/span> <span class=\"n\">color<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"5-digit-United-States-postal-code-%2392717,-Irvine,-CA\">5-digit United States postal code #92717, Irvine, CA<a class=\"anchor-link\" href=\"#5-digit-United-States-postal-code-%2392717,-Irvine,-CA\">¶<\/a><\/h1><h1 id=\"ZIP-:-92717\">ZIP : 92717<a class=\"anchor-link\" href=\"#ZIP-:-92717\">¶<\/a><\/h1><h1 id=\"Place-Name:-Irvine\">Place Name: Irvine<a class=\"anchor-link\" href=\"#Place-Name:-Irvine\">¶<\/a><\/h1><h1 id=\"State:-California\">State: California<a class=\"anchor-link\" href=\"#State:-California\">¶<\/a><\/h1><h1 id=\"State-Abbreviation:-CA\">State Abbreviation: CA<a class=\"anchor-link\" href=\"#State-Abbreviation:-CA\">¶<\/a><\/h1><h1 id=\"Coordinates:-33-38-46.32-N,-117-50-23.28-W\">Coordinates: 33 38 46.32 N, 117 50 23.28 W<a class=\"anchor-link\" href=\"#Coordinates:-33-38-46.32-N,-117-50-23.28-W\">¶<\/a><\/h1><h1 id=\"Latitude:-33.6462-Longitude:--117.8398\">Latitude: 33.6462 Longitude: -117.8398<a class=\"anchor-link\" href=\"#Latitude:-33.6462-Longitude:--117.8398\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [38]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Z_92717<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">92717<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Z_92717<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Irvine'<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">33.6462<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mf\">117.8398<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">92717<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">applymap<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_cols<\/span><span class=\"p\">,<\/span> <span class=\"n\">subset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">IndexSlice<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[38]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_96d76_row0_col12, #T_96d76_row1_col12, #T_96d76_row2_col12, #T_96d76_row3_col12, #T_96d76_row4_col12, #T_96d76_row5_col12, #T_96d76_row6_col12, #T_96d76_row7_col12, #T_96d76_row8_col12, #T_96d76_row9_col12, #T_96d76_row10_col12, #T_96d76_row11_col12, #T_96d76_row12_col12, #T_96d76_row13_col12, #T_96d76_row14_col12, #T_96d76_row15_col12, #T_96d76_row16_col12, #T_96d76_row17_col12, #T_96d76_row18_col12, #T_96d76_row19_col12, #T_96d76_row20_col12, #T_96d76_row21_col12 {\n background-color: red;\n}\n<\/style>\n<table id=\"T_96d76\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_96d76_level0_col0\" class=\"col_heading level0 col0\" >Age<\/th>\n <th id=\"T_96d76_level0_col1\" class=\"col_heading level0 col1\" >Experience<\/th>\n <th id=\"T_96d76_level0_col2\" class=\"col_heading level0 col2\" >Income<\/th>\n <th id=\"T_96d76_level0_col3\" class=\"col_heading level0 col3\" >ZIP Code<\/th>\n <th id=\"T_96d76_level0_col4\" class=\"col_heading level0 col4\" >Family<\/th>\n <th id=\"T_96d76_level0_col5\" class=\"col_heading level0 col5\" >CCAvg<\/th>\n <th id=\"T_96d76_level0_col6\" class=\"col_heading level0 col6\" >Education<\/th>\n <th id=\"T_96d76_level0_col7\" class=\"col_heading level0 col7\" >Mortgage<\/th>\n <th id=\"T_96d76_level0_col8\" class=\"col_heading level0 col8\" >Securities Account<\/th>\n <th id=\"T_96d76_level0_col9\" class=\"col_heading level0 col9\" >CD Account<\/th>\n <th id=\"T_96d76_level0_col10\" class=\"col_heading level0 col10\" >Online<\/th>\n <th id=\"T_96d76_level0_col11\" class=\"col_heading level0 col11\" >CreditCard<\/th>\n <th id=\"T_96d76_level0_col12\" class=\"col_heading level0 col12\" >Personal Loan<\/th>\n <th id=\"T_96d76_level0_col13\" class=\"col_heading level0 col13\" >Place<\/th>\n <th id=\"T_96d76_level0_col14\" class=\"col_heading level0 col14\" >Latitude<\/th>\n <th id=\"T_96d76_level0_col15\" class=\"col_heading level0 col15\" >Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_96d76_level0_row0\" class=\"row_heading level0 row0\" >106<\/th>\n <td id=\"T_96d76_row0_col0\" class=\"data row0 col0\" >43<\/td>\n <td id=\"T_96d76_row0_col1\" class=\"data row0 col1\" >17<\/td>\n <td id=\"T_96d76_row0_col2\" class=\"data row0 col2\" >69<\/td>\n <td id=\"T_96d76_row0_col3\" class=\"data row0 col3\" >92717<\/td>\n <td id=\"T_96d76_row0_col4\" class=\"data row0 col4\" >4<\/td>\n <td id=\"T_96d76_row0_col5\" class=\"data row0 col5\" >34.800000<\/td>\n <td id=\"T_96d76_row0_col6\" class=\"data row0 col6\" >1<\/td>\n <td id=\"T_96d76_row0_col7\" class=\"data row0 col7\" >0<\/td>\n <td id=\"T_96d76_row0_col8\" class=\"data row0 col8\" >0<\/td>\n <td id=\"T_96d76_row0_col9\" class=\"data row0 col9\" >0<\/td>\n <td id=\"T_96d76_row0_col10\" class=\"data row0 col10\" >1<\/td>\n <td id=\"T_96d76_row0_col11\" class=\"data row0 col11\" >1<\/td>\n <td id=\"T_96d76_row0_col12\" class=\"data row0 col12\" >0<\/td>\n <td id=\"T_96d76_row0_col13\" class=\"data row0 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row0_col14\" class=\"data row0 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row0_col15\" class=\"data row0 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row1\" class=\"row_heading level0 row1\" >172<\/th>\n <td id=\"T_96d76_row1_col0\" class=\"data row1 col0\" >38<\/td>\n <td id=\"T_96d76_row1_col1\" class=\"data row1 col1\" >13<\/td>\n <td id=\"T_96d76_row1_col2\" class=\"data row1 col2\" >171<\/td>\n <td id=\"T_96d76_row1_col3\" class=\"data row1 col3\" >92717<\/td>\n <td id=\"T_96d76_row1_col4\" class=\"data row1 col4\" >2<\/td>\n <td id=\"T_96d76_row1_col5\" class=\"data row1 col5\" >93.600000<\/td>\n <td id=\"T_96d76_row1_col6\" class=\"data row1 col6\" >1<\/td>\n <td id=\"T_96d76_row1_col7\" class=\"data row1 col7\" >0<\/td>\n <td id=\"T_96d76_row1_col8\" class=\"data row1 col8\" >0<\/td>\n <td id=\"T_96d76_row1_col9\" class=\"data row1 col9\" >0<\/td>\n <td id=\"T_96d76_row1_col10\" class=\"data row1 col10\" >1<\/td>\n <td id=\"T_96d76_row1_col11\" class=\"data row1 col11\" >0<\/td>\n <td id=\"T_96d76_row1_col12\" class=\"data row1 col12\" >0<\/td>\n <td id=\"T_96d76_row1_col13\" class=\"data row1 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row1_col14\" class=\"data row1 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row1_col15\" class=\"data row1 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row2\" class=\"row_heading level0 row2\" >184<\/th>\n <td id=\"T_96d76_row2_col0\" class=\"data row2 col0\" >52<\/td>\n <td id=\"T_96d76_row2_col1\" class=\"data row2 col1\" >26<\/td>\n <td id=\"T_96d76_row2_col2\" class=\"data row2 col2\" >63<\/td>\n <td id=\"T_96d76_row2_col3\" class=\"data row2 col3\" >92717<\/td>\n <td id=\"T_96d76_row2_col4\" class=\"data row2 col4\" >2<\/td>\n <td id=\"T_96d76_row2_col5\" class=\"data row2 col5\" >18.000000<\/td>\n <td id=\"T_96d76_row2_col6\" class=\"data row2 col6\" >2<\/td>\n <td id=\"T_96d76_row2_col7\" class=\"data row2 col7\" >0<\/td>\n <td id=\"T_96d76_row2_col8\" class=\"data row2 col8\" >1<\/td>\n <td id=\"T_96d76_row2_col9\" class=\"data row2 col9\" >0<\/td>\n <td id=\"T_96d76_row2_col10\" class=\"data row2 col10\" >1<\/td>\n <td id=\"T_96d76_row2_col11\" class=\"data row2 col11\" >0<\/td>\n <td id=\"T_96d76_row2_col12\" class=\"data row2 col12\" >0<\/td>\n <td id=\"T_96d76_row2_col13\" class=\"data row2 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row2_col14\" class=\"data row2 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row2_col15\" class=\"data row2 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row3\" class=\"row_heading level0 row3\" >321<\/th>\n <td id=\"T_96d76_row3_col0\" class=\"data row3 col0\" >44<\/td>\n <td id=\"T_96d76_row3_col1\" class=\"data row3 col1\" >20<\/td>\n <td id=\"T_96d76_row3_col2\" class=\"data row3 col2\" >101<\/td>\n <td id=\"T_96d76_row3_col3\" class=\"data row3 col3\" >92717<\/td>\n <td id=\"T_96d76_row3_col4\" class=\"data row3 col4\" >3<\/td>\n <td id=\"T_96d76_row3_col5\" class=\"data row3 col5\" >52.800000<\/td>\n <td id=\"T_96d76_row3_col6\" class=\"data row3 col6\" >2<\/td>\n <td id=\"T_96d76_row3_col7\" class=\"data row3 col7\" >82<\/td>\n <td id=\"T_96d76_row3_col8\" class=\"data row3 col8\" >0<\/td>\n <td id=\"T_96d76_row3_col9\" class=\"data row3 col9\" >0<\/td>\n <td id=\"T_96d76_row3_col10\" class=\"data row3 col10\" >0<\/td>\n <td id=\"T_96d76_row3_col11\" class=\"data row3 col11\" >0<\/td>\n <td id=\"T_96d76_row3_col12\" class=\"data row3 col12\" >1<\/td>\n <td id=\"T_96d76_row3_col13\" class=\"data row3 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row3_col14\" class=\"data row3 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row3_col15\" class=\"data row3 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row4\" class=\"row_heading level0 row4\" >366<\/th>\n <td id=\"T_96d76_row4_col0\" class=\"data row4 col0\" >50<\/td>\n <td id=\"T_96d76_row4_col1\" class=\"data row4 col1\" >24<\/td>\n <td id=\"T_96d76_row4_col2\" class=\"data row4 col2\" >35<\/td>\n <td id=\"T_96d76_row4_col3\" class=\"data row4 col3\" >92717<\/td>\n <td id=\"T_96d76_row4_col4\" class=\"data row4 col4\" >1<\/td>\n <td id=\"T_96d76_row4_col5\" class=\"data row4 col5\" >3.600000<\/td>\n <td id=\"T_96d76_row4_col6\" class=\"data row4 col6\" >3<\/td>\n <td id=\"T_96d76_row4_col7\" class=\"data row4 col7\" >0<\/td>\n <td id=\"T_96d76_row4_col8\" class=\"data row4 col8\" >0<\/td>\n <td id=\"T_96d76_row4_col9\" class=\"data row4 col9\" >0<\/td>\n <td id=\"T_96d76_row4_col10\" class=\"data row4 col10\" >1<\/td>\n <td id=\"T_96d76_row4_col11\" class=\"data row4 col11\" >0<\/td>\n <td id=\"T_96d76_row4_col12\" class=\"data row4 col12\" >0<\/td>\n <td id=\"T_96d76_row4_col13\" class=\"data row4 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row4_col14\" class=\"data row4 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row4_col15\" class=\"data row4 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row5\" class=\"row_heading level0 row5\" >476<\/th>\n <td id=\"T_96d76_row5_col0\" class=\"data row5 col0\" >60<\/td>\n <td id=\"T_96d76_row5_col1\" class=\"data row5 col1\" >34<\/td>\n <td id=\"T_96d76_row5_col2\" class=\"data row5 col2\" >53<\/td>\n <td id=\"T_96d76_row5_col3\" class=\"data row5 col3\" >92717<\/td>\n <td id=\"T_96d76_row5_col4\" class=\"data row5 col4\" >1<\/td>\n <td id=\"T_96d76_row5_col5\" class=\"data row5 col5\" >9.600000<\/td>\n <td id=\"T_96d76_row5_col6\" class=\"data row5 col6\" >2<\/td>\n <td id=\"T_96d76_row5_col7\" class=\"data row5 col7\" >0<\/td>\n <td id=\"T_96d76_row5_col8\" class=\"data row5 col8\" >1<\/td>\n <td id=\"T_96d76_row5_col9\" class=\"data row5 col9\" >0<\/td>\n <td id=\"T_96d76_row5_col10\" class=\"data row5 col10\" >0<\/td>\n <td id=\"T_96d76_row5_col11\" class=\"data row5 col11\" >1<\/td>\n <td id=\"T_96d76_row5_col12\" class=\"data row5 col12\" >0<\/td>\n <td id=\"T_96d76_row5_col13\" class=\"data row5 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row5_col14\" class=\"data row5 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row5_col15\" class=\"data row5 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row6\" class=\"row_heading level0 row6\" >695<\/th>\n <td id=\"T_96d76_row6_col0\" class=\"data row6 col0\" >29<\/td>\n <td id=\"T_96d76_row6_col1\" class=\"data row6 col1\" >4<\/td>\n <td id=\"T_96d76_row6_col2\" class=\"data row6 col2\" >115<\/td>\n <td id=\"T_96d76_row6_col3\" class=\"data row6 col3\" >92717<\/td>\n <td id=\"T_96d76_row6_col4\" class=\"data row6 col4\" >1<\/td>\n <td id=\"T_96d76_row6_col5\" class=\"data row6 col5\" >22.800000<\/td>\n <td id=\"T_96d76_row6_col6\" class=\"data row6 col6\" >1<\/td>\n <td id=\"T_96d76_row6_col7\" class=\"data row6 col7\" >0<\/td>\n <td id=\"T_96d76_row6_col8\" class=\"data row6 col8\" >0<\/td>\n <td id=\"T_96d76_row6_col9\" class=\"data row6 col9\" >0<\/td>\n <td id=\"T_96d76_row6_col10\" class=\"data row6 col10\" >0<\/td>\n <td id=\"T_96d76_row6_col11\" class=\"data row6 col11\" >0<\/td>\n <td id=\"T_96d76_row6_col12\" class=\"data row6 col12\" >0<\/td>\n <td id=\"T_96d76_row6_col13\" class=\"data row6 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row6_col14\" class=\"data row6 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row6_col15\" class=\"data row6 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row7\" class=\"row_heading level0 row7\" >721<\/th>\n <td id=\"T_96d76_row7_col0\" class=\"data row7 col0\" >49<\/td>\n <td id=\"T_96d76_row7_col1\" class=\"data row7 col1\" >24<\/td>\n <td id=\"T_96d76_row7_col2\" class=\"data row7 col2\" >39<\/td>\n <td id=\"T_96d76_row7_col3\" class=\"data row7 col3\" >92717<\/td>\n <td id=\"T_96d76_row7_col4\" class=\"data row7 col4\" >1<\/td>\n <td id=\"T_96d76_row7_col5\" class=\"data row7 col5\" >16.800000<\/td>\n <td id=\"T_96d76_row7_col6\" class=\"data row7 col6\" >3<\/td>\n <td id=\"T_96d76_row7_col7\" class=\"data row7 col7\" >0<\/td>\n <td id=\"T_96d76_row7_col8\" class=\"data row7 col8\" >0<\/td>\n <td id=\"T_96d76_row7_col9\" class=\"data row7 col9\" >0<\/td>\n <td id=\"T_96d76_row7_col10\" class=\"data row7 col10\" >1<\/td>\n <td id=\"T_96d76_row7_col11\" class=\"data row7 col11\" >0<\/td>\n <td id=\"T_96d76_row7_col12\" class=\"data row7 col12\" >0<\/td>\n <td id=\"T_96d76_row7_col13\" class=\"data row7 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row7_col14\" class=\"data row7 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row7_col15\" class=\"data row7 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row8\" class=\"row_heading level0 row8\" >1099<\/th>\n <td id=\"T_96d76_row8_col0\" class=\"data row8 col0\" >30<\/td>\n <td id=\"T_96d76_row8_col1\" class=\"data row8 col1\" >6<\/td>\n <td id=\"T_96d76_row8_col2\" class=\"data row8 col2\" >52<\/td>\n <td id=\"T_96d76_row8_col3\" class=\"data row8 col3\" >92717<\/td>\n <td id=\"T_96d76_row8_col4\" class=\"data row8 col4\" >3<\/td>\n <td id=\"T_96d76_row8_col5\" class=\"data row8 col5\" >8.400000<\/td>\n <td id=\"T_96d76_row8_col6\" class=\"data row8 col6\" >2<\/td>\n <td id=\"T_96d76_row8_col7\" class=\"data row8 col7\" >0<\/td>\n <td id=\"T_96d76_row8_col8\" class=\"data row8 col8\" >0<\/td>\n <td id=\"T_96d76_row8_col9\" class=\"data row8 col9\" >0<\/td>\n <td id=\"T_96d76_row8_col10\" class=\"data row8 col10\" >1<\/td>\n <td id=\"T_96d76_row8_col11\" class=\"data row8 col11\" >0<\/td>\n <td id=\"T_96d76_row8_col12\" class=\"data row8 col12\" >0<\/td>\n <td id=\"T_96d76_row8_col13\" class=\"data row8 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row8_col14\" class=\"data row8 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row8_col15\" class=\"data row8 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row9\" class=\"row_heading level0 row9\" >1189<\/th>\n <td id=\"T_96d76_row9_col0\" class=\"data row9 col0\" >42<\/td>\n <td id=\"T_96d76_row9_col1\" class=\"data row9 col1\" >17<\/td>\n <td id=\"T_96d76_row9_col2\" class=\"data row9 col2\" >115<\/td>\n <td id=\"T_96d76_row9_col3\" class=\"data row9 col3\" >92717<\/td>\n <td id=\"T_96d76_row9_col4\" class=\"data row9 col4\" >2<\/td>\n <td id=\"T_96d76_row9_col5\" class=\"data row9 col5\" >4.800000<\/td>\n <td id=\"T_96d76_row9_col6\" class=\"data row9 col6\" >1<\/td>\n <td id=\"T_96d76_row9_col7\" class=\"data row9 col7\" >0<\/td>\n <td id=\"T_96d76_row9_col8\" class=\"data row9 col8\" >0<\/td>\n <td id=\"T_96d76_row9_col9\" class=\"data row9 col9\" >0<\/td>\n <td id=\"T_96d76_row9_col10\" class=\"data row9 col10\" >1<\/td>\n <td id=\"T_96d76_row9_col11\" class=\"data row9 col11\" >0<\/td>\n <td id=\"T_96d76_row9_col12\" class=\"data row9 col12\" >0<\/td>\n <td id=\"T_96d76_row9_col13\" class=\"data row9 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row9_col14\" class=\"data row9 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row9_col15\" class=\"data row9 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row10\" class=\"row_heading level0 row10\" >1483<\/th>\n <td id=\"T_96d76_row10_col0\" class=\"data row10 col0\" >58<\/td>\n <td id=\"T_96d76_row10_col1\" class=\"data row10 col1\" >32<\/td>\n <td id=\"T_96d76_row10_col2\" class=\"data row10 col2\" >63<\/td>\n <td id=\"T_96d76_row10_col3\" class=\"data row10 col3\" >92717<\/td>\n <td id=\"T_96d76_row10_col4\" class=\"data row10 col4\" >1<\/td>\n <td id=\"T_96d76_row10_col5\" class=\"data row10 col5\" >19.200000<\/td>\n <td id=\"T_96d76_row10_col6\" class=\"data row10 col6\" >1<\/td>\n <td id=\"T_96d76_row10_col7\" class=\"data row10 col7\" >0<\/td>\n <td id=\"T_96d76_row10_col8\" class=\"data row10 col8\" >1<\/td>\n <td id=\"T_96d76_row10_col9\" class=\"data row10 col9\" >0<\/td>\n <td id=\"T_96d76_row10_col10\" class=\"data row10 col10\" >1<\/td>\n <td id=\"T_96d76_row10_col11\" class=\"data row10 col11\" >0<\/td>\n <td id=\"T_96d76_row10_col12\" class=\"data row10 col12\" >0<\/td>\n <td id=\"T_96d76_row10_col13\" class=\"data row10 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row10_col14\" class=\"data row10 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row10_col15\" class=\"data row10 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row11\" class=\"row_heading level0 row11\" >1752<\/th>\n <td id=\"T_96d76_row11_col0\" class=\"data row11 col0\" >33<\/td>\n <td id=\"T_96d76_row11_col1\" class=\"data row11 col1\" >8<\/td>\n <td id=\"T_96d76_row11_col2\" class=\"data row11 col2\" >155<\/td>\n <td id=\"T_96d76_row11_col3\" class=\"data row11 col3\" >92717<\/td>\n <td id=\"T_96d76_row11_col4\" class=\"data row11 col4\" >1<\/td>\n <td id=\"T_96d76_row11_col5\" class=\"data row11 col5\" >88.800000<\/td>\n <td id=\"T_96d76_row11_col6\" class=\"data row11 col6\" >3<\/td>\n <td id=\"T_96d76_row11_col7\" class=\"data row11 col7\" >0<\/td>\n <td id=\"T_96d76_row11_col8\" class=\"data row11 col8\" >0<\/td>\n <td id=\"T_96d76_row11_col9\" class=\"data row11 col9\" >0<\/td>\n <td id=\"T_96d76_row11_col10\" class=\"data row11 col10\" >0<\/td>\n <td id=\"T_96d76_row11_col11\" class=\"data row11 col11\" >0<\/td>\n <td id=\"T_96d76_row11_col12\" class=\"data row11 col12\" >1<\/td>\n <td id=\"T_96d76_row11_col13\" class=\"data row11 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row11_col14\" class=\"data row11 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row11_col15\" class=\"data row11 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row12\" class=\"row_heading level0 row12\" >1844<\/th>\n <td id=\"T_96d76_row12_col0\" class=\"data row12 col0\" >65<\/td>\n <td id=\"T_96d76_row12_col1\" class=\"data row12 col1\" >40<\/td>\n <td id=\"T_96d76_row12_col2\" class=\"data row12 col2\" >21<\/td>\n <td id=\"T_96d76_row12_col3\" class=\"data row12 col3\" >92717<\/td>\n <td id=\"T_96d76_row12_col4\" class=\"data row12 col4\" >3<\/td>\n <td id=\"T_96d76_row12_col5\" class=\"data row12 col5\" >1.200000<\/td>\n <td id=\"T_96d76_row12_col6\" class=\"data row12 col6\" >3<\/td>\n <td id=\"T_96d76_row12_col7\" class=\"data row12 col7\" >0<\/td>\n <td id=\"T_96d76_row12_col8\" class=\"data row12 col8\" >0<\/td>\n <td id=\"T_96d76_row12_col9\" class=\"data row12 col9\" >0<\/td>\n <td id=\"T_96d76_row12_col10\" class=\"data row12 col10\" >0<\/td>\n <td id=\"T_96d76_row12_col11\" class=\"data row12 col11\" >1<\/td>\n <td id=\"T_96d76_row12_col12\" class=\"data row12 col12\" >0<\/td>\n <td id=\"T_96d76_row12_col13\" class=\"data row12 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row12_col14\" class=\"data row12 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row12_col15\" class=\"data row12 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row13\" class=\"row_heading level0 row13\" >2049<\/th>\n <td id=\"T_96d76_row13_col0\" class=\"data row13 col0\" >43<\/td>\n <td id=\"T_96d76_row13_col1\" class=\"data row13 col1\" >18<\/td>\n <td id=\"T_96d76_row13_col2\" class=\"data row13 col2\" >94<\/td>\n <td id=\"T_96d76_row13_col3\" class=\"data row13 col3\" >92717<\/td>\n <td id=\"T_96d76_row13_col4\" class=\"data row13 col4\" >4<\/td>\n <td id=\"T_96d76_row13_col5\" class=\"data row13 col5\" >13.200000<\/td>\n <td id=\"T_96d76_row13_col6\" class=\"data row13 col6\" >2<\/td>\n <td id=\"T_96d76_row13_col7\" class=\"data row13 col7\" >0<\/td>\n <td id=\"T_96d76_row13_col8\" class=\"data row13 col8\" >0<\/td>\n <td id=\"T_96d76_row13_col9\" class=\"data row13 col9\" >0<\/td>\n <td id=\"T_96d76_row13_col10\" class=\"data row13 col10\" >1<\/td>\n <td id=\"T_96d76_row13_col11\" class=\"data row13 col11\" >0<\/td>\n <td id=\"T_96d76_row13_col12\" class=\"data row13 col12\" >0<\/td>\n <td id=\"T_96d76_row13_col13\" class=\"data row13 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row13_col14\" class=\"data row13 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row13_col15\" class=\"data row13 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row14\" class=\"row_heading level0 row14\" >2211<\/th>\n <td id=\"T_96d76_row14_col0\" class=\"data row14 col0\" >39<\/td>\n <td id=\"T_96d76_row14_col1\" class=\"data row14 col1\" >14<\/td>\n <td id=\"T_96d76_row14_col2\" class=\"data row14 col2\" >31<\/td>\n <td id=\"T_96d76_row14_col3\" class=\"data row14 col3\" >92717<\/td>\n <td id=\"T_96d76_row14_col4\" class=\"data row14 col4\" >2<\/td>\n <td id=\"T_96d76_row14_col5\" class=\"data row14 col5\" >16.800000<\/td>\n <td id=\"T_96d76_row14_col6\" class=\"data row14 col6\" >2<\/td>\n <td id=\"T_96d76_row14_col7\" class=\"data row14 col7\" >94<\/td>\n <td id=\"T_96d76_row14_col8\" class=\"data row14 col8\" >0<\/td>\n <td id=\"T_96d76_row14_col9\" class=\"data row14 col9\" >0<\/td>\n <td id=\"T_96d76_row14_col10\" class=\"data row14 col10\" >1<\/td>\n <td id=\"T_96d76_row14_col11\" class=\"data row14 col11\" >1<\/td>\n <td id=\"T_96d76_row14_col12\" class=\"data row14 col12\" >0<\/td>\n <td id=\"T_96d76_row14_col13\" class=\"data row14 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row14_col14\" class=\"data row14 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row14_col15\" class=\"data row14 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row15\" class=\"row_heading level0 row15\" >2428<\/th>\n <td id=\"T_96d76_row15_col0\" class=\"data row15 col0\" >39<\/td>\n <td id=\"T_96d76_row15_col1\" class=\"data row15 col1\" >12<\/td>\n <td id=\"T_96d76_row15_col2\" class=\"data row15 col2\" >108<\/td>\n <td id=\"T_96d76_row15_col3\" class=\"data row15 col3\" >92717<\/td>\n <td id=\"T_96d76_row15_col4\" class=\"data row15 col4\" >4<\/td>\n <td id=\"T_96d76_row15_col5\" class=\"data row15 col5\" >44.040000<\/td>\n <td id=\"T_96d76_row15_col6\" class=\"data row15 col6\" >2<\/td>\n <td id=\"T_96d76_row15_col7\" class=\"data row15 col7\" >301<\/td>\n <td id=\"T_96d76_row15_col8\" class=\"data row15 col8\" >0<\/td>\n <td id=\"T_96d76_row15_col9\" class=\"data row15 col9\" >0<\/td>\n <td id=\"T_96d76_row15_col10\" class=\"data row15 col10\" >0<\/td>\n <td id=\"T_96d76_row15_col11\" class=\"data row15 col11\" >1<\/td>\n <td id=\"T_96d76_row15_col12\" class=\"data row15 col12\" >1<\/td>\n <td id=\"T_96d76_row15_col13\" class=\"data row15 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row15_col14\" class=\"data row15 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row15_col15\" class=\"data row15 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row16\" class=\"row_heading level0 row16\" >2486<\/th>\n <td id=\"T_96d76_row16_col0\" class=\"data row16 col0\" >61<\/td>\n <td id=\"T_96d76_row16_col1\" class=\"data row16 col1\" >36<\/td>\n <td id=\"T_96d76_row16_col2\" class=\"data row16 col2\" >130<\/td>\n <td id=\"T_96d76_row16_col3\" class=\"data row16 col3\" >92717<\/td>\n <td id=\"T_96d76_row16_col4\" class=\"data row16 col4\" >1<\/td>\n <td id=\"T_96d76_row16_col5\" class=\"data row16 col5\" >15.600000<\/td>\n <td id=\"T_96d76_row16_col6\" class=\"data row16 col6\" >1<\/td>\n <td id=\"T_96d76_row16_col7\" class=\"data row16 col7\" >257<\/td>\n <td id=\"T_96d76_row16_col8\" class=\"data row16 col8\" >0<\/td>\n <td id=\"T_96d76_row16_col9\" class=\"data row16 col9\" >0<\/td>\n <td id=\"T_96d76_row16_col10\" class=\"data row16 col10\" >0<\/td>\n <td id=\"T_96d76_row16_col11\" class=\"data row16 col11\" >0<\/td>\n <td id=\"T_96d76_row16_col12\" class=\"data row16 col12\" >0<\/td>\n <td id=\"T_96d76_row16_col13\" class=\"data row16 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row16_col14\" class=\"data row16 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row16_col15\" class=\"data row16 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row17\" class=\"row_heading level0 row17\" >2957<\/th>\n <td id=\"T_96d76_row17_col0\" class=\"data row17 col0\" >61<\/td>\n <td id=\"T_96d76_row17_col1\" class=\"data row17 col1\" >36<\/td>\n <td id=\"T_96d76_row17_col2\" class=\"data row17 col2\" >53<\/td>\n <td id=\"T_96d76_row17_col3\" class=\"data row17 col3\" >92717<\/td>\n <td id=\"T_96d76_row17_col4\" class=\"data row17 col4\" >3<\/td>\n <td id=\"T_96d76_row17_col5\" class=\"data row17 col5\" >6.000000<\/td>\n <td id=\"T_96d76_row17_col6\" class=\"data row17 col6\" >2<\/td>\n <td id=\"T_96d76_row17_col7\" class=\"data row17 col7\" >0<\/td>\n <td id=\"T_96d76_row17_col8\" class=\"data row17 col8\" >0<\/td>\n <td id=\"T_96d76_row17_col9\" class=\"data row17 col9\" >0<\/td>\n <td id=\"T_96d76_row17_col10\" class=\"data row17 col10\" >1<\/td>\n <td id=\"T_96d76_row17_col11\" class=\"data row17 col11\" >0<\/td>\n <td id=\"T_96d76_row17_col12\" class=\"data row17 col12\" >0<\/td>\n <td id=\"T_96d76_row17_col13\" class=\"data row17 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row17_col14\" class=\"data row17 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row17_col15\" class=\"data row17 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row18\" class=\"row_heading level0 row18\" >4090<\/th>\n <td id=\"T_96d76_row18_col0\" class=\"data row18 col0\" >42<\/td>\n <td id=\"T_96d76_row18_col1\" class=\"data row18 col1\" >18<\/td>\n <td id=\"T_96d76_row18_col2\" class=\"data row18 col2\" >49<\/td>\n <td id=\"T_96d76_row18_col3\" class=\"data row18 col3\" >92717<\/td>\n <td id=\"T_96d76_row18_col4\" class=\"data row18 col4\" >3<\/td>\n <td id=\"T_96d76_row18_col5\" class=\"data row18 col5\" >25.200000<\/td>\n <td id=\"T_96d76_row18_col6\" class=\"data row18 col6\" >3<\/td>\n <td id=\"T_96d76_row18_col7\" class=\"data row18 col7\" >0<\/td>\n <td id=\"T_96d76_row18_col8\" class=\"data row18 col8\" >1<\/td>\n <td id=\"T_96d76_row18_col9\" class=\"data row18 col9\" >0<\/td>\n <td id=\"T_96d76_row18_col10\" class=\"data row18 col10\" >1<\/td>\n <td id=\"T_96d76_row18_col11\" class=\"data row18 col11\" >0<\/td>\n <td id=\"T_96d76_row18_col12\" class=\"data row18 col12\" >0<\/td>\n <td id=\"T_96d76_row18_col13\" class=\"data row18 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row18_col14\" class=\"data row18 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row18_col15\" class=\"data row18 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row19\" class=\"row_heading level0 row19\" >4276<\/th>\n <td id=\"T_96d76_row19_col0\" class=\"data row19 col0\" >50<\/td>\n <td id=\"T_96d76_row19_col1\" class=\"data row19 col1\" >24<\/td>\n <td id=\"T_96d76_row19_col2\" class=\"data row19 col2\" >155<\/td>\n <td id=\"T_96d76_row19_col3\" class=\"data row19 col3\" >92717<\/td>\n <td id=\"T_96d76_row19_col4\" class=\"data row19 col4\" >1<\/td>\n <td id=\"T_96d76_row19_col5\" class=\"data row19 col5\" >87.600000<\/td>\n <td id=\"T_96d76_row19_col6\" class=\"data row19 col6\" >1<\/td>\n <td id=\"T_96d76_row19_col7\" class=\"data row19 col7\" >0<\/td>\n <td id=\"T_96d76_row19_col8\" class=\"data row19 col8\" >0<\/td>\n <td id=\"T_96d76_row19_col9\" class=\"data row19 col9\" >0<\/td>\n <td id=\"T_96d76_row19_col10\" class=\"data row19 col10\" >1<\/td>\n <td id=\"T_96d76_row19_col11\" class=\"data row19 col11\" >1<\/td>\n <td id=\"T_96d76_row19_col12\" class=\"data row19 col12\" >0<\/td>\n <td id=\"T_96d76_row19_col13\" class=\"data row19 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row19_col14\" class=\"data row19 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row19_col15\" class=\"data row19 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row20\" class=\"row_heading level0 row20\" >4321<\/th>\n <td id=\"T_96d76_row20_col0\" class=\"data row20 col0\" >27<\/td>\n <td id=\"T_96d76_row20_col1\" class=\"data row20 col1\" >0<\/td>\n <td id=\"T_96d76_row20_col2\" class=\"data row20 col2\" >34<\/td>\n <td id=\"T_96d76_row20_col3\" class=\"data row20 col3\" >92717<\/td>\n <td id=\"T_96d76_row20_col4\" class=\"data row20 col4\" >1<\/td>\n <td id=\"T_96d76_row20_col5\" class=\"data row20 col5\" >24.000000<\/td>\n <td id=\"T_96d76_row20_col6\" class=\"data row20 col6\" >2<\/td>\n <td id=\"T_96d76_row20_col7\" class=\"data row20 col7\" >112<\/td>\n <td id=\"T_96d76_row20_col8\" class=\"data row20 col8\" >0<\/td>\n <td id=\"T_96d76_row20_col9\" class=\"data row20 col9\" >0<\/td>\n <td id=\"T_96d76_row20_col10\" class=\"data row20 col10\" >0<\/td>\n <td id=\"T_96d76_row20_col11\" class=\"data row20 col11\" >1<\/td>\n <td id=\"T_96d76_row20_col12\" class=\"data row20 col12\" >0<\/td>\n <td id=\"T_96d76_row20_col13\" class=\"data row20 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row20_col14\" class=\"data row20 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row20_col15\" class=\"data row20 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row21\" class=\"row_heading level0 row21\" >4384<\/th>\n <td id=\"T_96d76_row21_col0\" class=\"data row21 col0\" >45<\/td>\n <td id=\"T_96d76_row21_col1\" class=\"data row21 col1\" >20<\/td>\n <td id=\"T_96d76_row21_col2\" class=\"data row21 col2\" >61<\/td>\n <td id=\"T_96d76_row21_col3\" class=\"data row21 col3\" >92717<\/td>\n <td id=\"T_96d76_row21_col4\" class=\"data row21 col4\" >3<\/td>\n <td id=\"T_96d76_row21_col5\" class=\"data row21 col5\" >32.400000<\/td>\n <td id=\"T_96d76_row21_col6\" class=\"data row21 col6\" >2<\/td>\n <td id=\"T_96d76_row21_col7\" class=\"data row21 col7\" >0<\/td>\n <td id=\"T_96d76_row21_col8\" class=\"data row21 col8\" >0<\/td>\n <td id=\"T_96d76_row21_col9\" class=\"data row21 col9\" >0<\/td>\n <td id=\"T_96d76_row21_col10\" class=\"data row21 col10\" >0<\/td>\n <td id=\"T_96d76_row21_col11\" class=\"data row21 col11\" >1<\/td>\n <td id=\"T_96d76_row21_col12\" class=\"data row21 col12\" >0<\/td>\n <td id=\"T_96d76_row21_col13\" class=\"data row21 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row21_col14\" class=\"data row21 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row21_col15\" class=\"data row21 col15\" >-117.839800<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [39]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Z_96651<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">96651<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Z_96651<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Rudno nad Hronom'<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">48.4242<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">18.7071<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">96651<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">applymap<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_cols<\/span><span class=\"p\">,<\/span> <span class=\"n\">subset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">IndexSlice<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[39]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_c80b0_row0_col12, #T_c80b0_row1_col12, #T_c80b0_row2_col12, #T_c80b0_row3_col12, #T_c80b0_row4_col12, #T_c80b0_row5_col12 {\n background-color: red;\n}\n<\/style>\n<table id=\"T_c80b0\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_c80b0_level0_col0\" class=\"col_heading level0 col0\" >Age<\/th>\n <th id=\"T_c80b0_level0_col1\" class=\"col_heading level0 col1\" >Experience<\/th>\n <th id=\"T_c80b0_level0_col2\" class=\"col_heading level0 col2\" >Income<\/th>\n <th id=\"T_c80b0_level0_col3\" class=\"col_heading level0 col3\" >ZIP Code<\/th>\n <th id=\"T_c80b0_level0_col4\" class=\"col_heading level0 col4\" >Family<\/th>\n <th id=\"T_c80b0_level0_col5\" class=\"col_heading level0 col5\" >CCAvg<\/th>\n <th id=\"T_c80b0_level0_col6\" class=\"col_heading level0 col6\" >Education<\/th>\n <th id=\"T_c80b0_level0_col7\" class=\"col_heading level0 col7\" >Mortgage<\/th>\n <th id=\"T_c80b0_level0_col8\" class=\"col_heading level0 col8\" >Securities Account<\/th>\n <th id=\"T_c80b0_level0_col9\" class=\"col_heading level0 col9\" >CD Account<\/th>\n <th id=\"T_c80b0_level0_col10\" class=\"col_heading level0 col10\" >Online<\/th>\n <th id=\"T_c80b0_level0_col11\" class=\"col_heading level0 col11\" >CreditCard<\/th>\n <th id=\"T_c80b0_level0_col12\" class=\"col_heading level0 col12\" >Personal Loan<\/th>\n <th id=\"T_c80b0_level0_col13\" class=\"col_heading level0 col13\" >Place<\/th>\n <th id=\"T_c80b0_level0_col14\" class=\"col_heading level0 col14\" >Latitude<\/th>\n <th id=\"T_c80b0_level0_col15\" class=\"col_heading level0 col15\" >Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_c80b0_level0_row0\" class=\"row_heading level0 row0\" >630<\/th>\n <td id=\"T_c80b0_row0_col0\" class=\"data row0 col0\" >32<\/td>\n <td id=\"T_c80b0_row0_col1\" class=\"data row0 col1\" >7<\/td>\n <td id=\"T_c80b0_row0_col2\" class=\"data row0 col2\" >35<\/td>\n <td id=\"T_c80b0_row0_col3\" class=\"data row0 col3\" >96651<\/td>\n <td id=\"T_c80b0_row0_col4\" class=\"data row0 col4\" >3<\/td>\n <td id=\"T_c80b0_row0_col5\" class=\"data row0 col5\" >15.600000<\/td>\n <td id=\"T_c80b0_row0_col6\" class=\"data row0 col6\" >1<\/td>\n <td id=\"T_c80b0_row0_col7\" class=\"data row0 col7\" >108<\/td>\n <td id=\"T_c80b0_row0_col8\" class=\"data row0 col8\" >0<\/td>\n <td id=\"T_c80b0_row0_col9\" class=\"data row0 col9\" >0<\/td>\n <td id=\"T_c80b0_row0_col10\" class=\"data row0 col10\" >0<\/td>\n <td id=\"T_c80b0_row0_col11\" class=\"data row0 col11\" >1<\/td>\n <td id=\"T_c80b0_row0_col12\" class=\"data row0 col12\" >0<\/td>\n <td id=\"T_c80b0_row0_col13\" class=\"data row0 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row0_col14\" class=\"data row0 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row0_col15\" class=\"data row0 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row1\" class=\"row_heading level0 row1\" >672<\/th>\n <td id=\"T_c80b0_row1_col0\" class=\"data row1 col0\" >51<\/td>\n <td id=\"T_c80b0_row1_col1\" class=\"data row1 col1\" >27<\/td>\n <td id=\"T_c80b0_row1_col2\" class=\"data row1 col2\" >23<\/td>\n <td id=\"T_c80b0_row1_col3\" class=\"data row1 col3\" >96651<\/td>\n <td id=\"T_c80b0_row1_col4\" class=\"data row1 col4\" >1<\/td>\n <td id=\"T_c80b0_row1_col5\" class=\"data row1 col5\" >2.400000<\/td>\n <td id=\"T_c80b0_row1_col6\" class=\"data row1 col6\" >1<\/td>\n <td id=\"T_c80b0_row1_col7\" class=\"data row1 col7\" >0<\/td>\n <td id=\"T_c80b0_row1_col8\" class=\"data row1 col8\" >0<\/td>\n <td id=\"T_c80b0_row1_col9\" class=\"data row1 col9\" >0<\/td>\n <td id=\"T_c80b0_row1_col10\" class=\"data row1 col10\" >1<\/td>\n <td id=\"T_c80b0_row1_col11\" class=\"data row1 col11\" >0<\/td>\n <td id=\"T_c80b0_row1_col12\" class=\"data row1 col12\" >0<\/td>\n <td id=\"T_c80b0_row1_col13\" class=\"data row1 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row1_col14\" class=\"data row1 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row1_col15\" class=\"data row1 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row2\" class=\"row_heading level0 row2\" >1426<\/th>\n <td id=\"T_c80b0_row2_col0\" class=\"data row2 col0\" >37<\/td>\n <td id=\"T_c80b0_row2_col1\" class=\"data row2 col1\" >11<\/td>\n <td id=\"T_c80b0_row2_col2\" class=\"data row2 col2\" >60<\/td>\n <td id=\"T_c80b0_row2_col3\" class=\"data row2 col3\" >96651<\/td>\n <td id=\"T_c80b0_row2_col4\" class=\"data row2 col4\" >3<\/td>\n <td id=\"T_c80b0_row2_col5\" class=\"data row2 col5\" >6.000000<\/td>\n <td id=\"T_c80b0_row2_col6\" class=\"data row2 col6\" >3<\/td>\n <td id=\"T_c80b0_row2_col7\" class=\"data row2 col7\" >0<\/td>\n <td id=\"T_c80b0_row2_col8\" class=\"data row2 col8\" >0<\/td>\n <td id=\"T_c80b0_row2_col9\" class=\"data row2 col9\" >0<\/td>\n <td id=\"T_c80b0_row2_col10\" class=\"data row2 col10\" >1<\/td>\n <td id=\"T_c80b0_row2_col11\" class=\"data row2 col11\" >0<\/td>\n <td id=\"T_c80b0_row2_col12\" class=\"data row2 col12\" >0<\/td>\n <td id=\"T_c80b0_row2_col13\" class=\"data row2 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row2_col14\" class=\"data row2 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row2_col15\" class=\"data row2 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row3\" class=\"row_heading level0 row3\" >1653<\/th>\n <td id=\"T_c80b0_row3_col0\" class=\"data row3 col0\" >26<\/td>\n <td id=\"T_c80b0_row3_col1\" class=\"data row3 col1\" >1<\/td>\n <td id=\"T_c80b0_row3_col2\" class=\"data row3 col2\" >24<\/td>\n <td id=\"T_c80b0_row3_col3\" class=\"data row3 col3\" >96651<\/td>\n <td id=\"T_c80b0_row3_col4\" class=\"data row3 col4\" >2<\/td>\n <td id=\"T_c80b0_row3_col5\" class=\"data row3 col5\" >10.800000<\/td>\n <td id=\"T_c80b0_row3_col6\" class=\"data row3 col6\" >3<\/td>\n <td id=\"T_c80b0_row3_col7\" class=\"data row3 col7\" >123<\/td>\n <td id=\"T_c80b0_row3_col8\" class=\"data row3 col8\" >0<\/td>\n <td id=\"T_c80b0_row3_col9\" class=\"data row3 col9\" >0<\/td>\n <td id=\"T_c80b0_row3_col10\" class=\"data row3 col10\" >0<\/td>\n <td id=\"T_c80b0_row3_col11\" class=\"data row3 col11\" >1<\/td>\n <td id=\"T_c80b0_row3_col12\" class=\"data row3 col12\" >0<\/td>\n <td id=\"T_c80b0_row3_col13\" class=\"data row3 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row3_col14\" class=\"data row3 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row3_col15\" class=\"data row3 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row4\" class=\"row_heading level0 row4\" >2731<\/th>\n <td id=\"T_c80b0_row4_col0\" class=\"data row4 col0\" >29<\/td>\n <td id=\"T_c80b0_row4_col1\" class=\"data row4 col1\" >5<\/td>\n <td id=\"T_c80b0_row4_col2\" class=\"data row4 col2\" >28<\/td>\n <td id=\"T_c80b0_row4_col3\" class=\"data row4 col3\" >96651<\/td>\n <td id=\"T_c80b0_row4_col4\" class=\"data row4 col4\" >1<\/td>\n <td id=\"T_c80b0_row4_col5\" class=\"data row4 col5\" >2.400000<\/td>\n <td id=\"T_c80b0_row4_col6\" class=\"data row4 col6\" >3<\/td>\n <td id=\"T_c80b0_row4_col7\" class=\"data row4 col7\" >0<\/td>\n <td id=\"T_c80b0_row4_col8\" class=\"data row4 col8\" >0<\/td>\n <td id=\"T_c80b0_row4_col9\" class=\"data row4 col9\" >0<\/td>\n <td id=\"T_c80b0_row4_col10\" class=\"data row4 col10\" >1<\/td>\n <td id=\"T_c80b0_row4_col11\" class=\"data row4 col11\" >0<\/td>\n <td id=\"T_c80b0_row4_col12\" class=\"data row4 col12\" >0<\/td>\n <td id=\"T_c80b0_row4_col13\" class=\"data row4 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row4_col14\" class=\"data row4 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row4_col15\" class=\"data row4 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row5\" class=\"row_heading level0 row5\" >3525<\/th>\n <td id=\"T_c80b0_row5_col0\" class=\"data row5 col0\" >59<\/td>\n <td id=\"T_c80b0_row5_col1\" class=\"data row5 col1\" >34<\/td>\n <td id=\"T_c80b0_row5_col2\" class=\"data row5 col2\" >13<\/td>\n <td id=\"T_c80b0_row5_col3\" class=\"data row5 col3\" >96651<\/td>\n <td id=\"T_c80b0_row5_col4\" class=\"data row5 col4\" >4<\/td>\n <td id=\"T_c80b0_row5_col5\" class=\"data row5 col5\" >10.800000<\/td>\n <td id=\"T_c80b0_row5_col6\" class=\"data row5 col6\" >2<\/td>\n <td id=\"T_c80b0_row5_col7\" class=\"data row5 col7\" >0<\/td>\n <td id=\"T_c80b0_row5_col8\" class=\"data row5 col8\" >0<\/td>\n <td id=\"T_c80b0_row5_col9\" class=\"data row5 col9\" >0<\/td>\n <td id=\"T_c80b0_row5_col10\" class=\"data row5 col10\" >0<\/td>\n <td id=\"T_c80b0_row5_col11\" class=\"data row5 col11\" >0<\/td>\n <td id=\"T_c80b0_row5_col12\" class=\"data row5 col12\" >0<\/td>\n <td id=\"T_c80b0_row5_col13\" class=\"data row5 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row5_col14\" class=\"data row5 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row5_col15\" class=\"data row5 col15\" >18.707100<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [40]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df_for_mapping<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'Rudno nad Hronom'<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [41]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#img = plt.imread('map.jpg')<\/span>\n\n<span class=\"n\">target_0<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">target_1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">1<\/span><span class=\"p\">]<\/span>\n\n<span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">axs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"c1\">#axs.imshow(img, extent = [-126, -114, 32, 43], alpha = 0.7)<\/span>\n\n<span class=\"n\">axs<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">target_0<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">target_0<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">c<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'cyan'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Loan 0'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">axs<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">target_1<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">target_1<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">c<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'r'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Loan 1'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Longitude & Latitude'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"n\">backgroundcolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">c<\/span><span class=\"o\">=<\/span><span class=\"s1\">'white'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'best'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[41]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><matplotlib.legend.Legend at 0x7f88ecc24a90><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [42]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Location'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"n\">backgroundcolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'white'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">rotation<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">90<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">15<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'count'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [43]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Location'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"n\">backgroundcolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'white'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">rotation<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">90<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">15<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'count'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [44]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">heatmap<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">corr<\/span><span class=\"p\">(<\/span><span class=\"n\">numeric_only<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">),<\/span> <span class=\"n\">cmap<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'RdBu_r'<\/span><span class=\"p\">,<\/span> <span class=\"n\">cbar<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">annot<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidths<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [45]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">corr<\/span><span class=\"p\">(<\/span><span class=\"n\">numeric_only<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[45]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>Age<\/th>\n <td>1.000000<\/td>\n <td>0.993991<\/td>\n <td>-0.055164<\/td>\n <td>-0.030526<\/td>\n <td>-0.046566<\/td>\n <td>-0.051941<\/td>\n <td>0.041211<\/td>\n <td>-0.012484<\/td>\n <td>-0.000403<\/td>\n <td>0.008068<\/td>\n <td>0.013622<\/td>\n <td>0.007530<\/td>\n <td>-0.007694<\/td>\n <td>-0.027757<\/td>\n <td>-0.009929<\/td>\n <\/tr>\n <tr>\n <th>Experience<\/th>\n <td>0.993991<\/td>\n <td>1.000000<\/td>\n <td>-0.046785<\/td>\n <td>-0.030833<\/td>\n <td>-0.051981<\/td>\n <td>-0.049676<\/td>\n <td>0.013808<\/td>\n <td>-0.011050<\/td>\n <td>-0.000960<\/td>\n <td>0.009757<\/td>\n <td>0.013982<\/td>\n <td>0.008721<\/td>\n <td>-0.008276<\/td>\n <td>-0.028234<\/td>\n <td>-0.008615<\/td>\n <\/tr>\n <tr>\n <th>Income<\/th>\n <td>-0.055164<\/td>\n <td>-0.046785<\/td>\n <td>1.000000<\/td>\n <td>-0.030725<\/td>\n <td>-0.157232<\/td>\n <td>0.645931<\/td>\n <td>-0.187277<\/td>\n <td>0.206712<\/td>\n <td>-0.002695<\/td>\n <td>0.169703<\/td>\n <td>0.014397<\/td>\n <td>-0.002030<\/td>\n <td>0.502459<\/td>\n <td>-0.031680<\/td>\n <td>-0.023029<\/td>\n <\/tr>\n <tr>\n <th>ZIP Code<\/th>\n <td>-0.030526<\/td>\n <td>-0.030833<\/td>\n <td>-0.030725<\/td>\n <td>1.000000<\/td>\n <td>0.027532<\/td>\n <td>-0.012197<\/td>\n <td>-0.008254<\/td>\n <td>0.003608<\/td>\n <td>0.002418<\/td>\n <td>0.021669<\/td>\n <td>0.028328<\/td>\n <td>0.024055<\/td>\n <td>-0.002977<\/td>\n <td>0.856855<\/td>\n <td>-0.261323<\/td>\n <\/tr>\n <tr>\n <th>Family<\/th>\n <td>-0.046566<\/td>\n <td>-0.051981<\/td>\n <td>-0.157232<\/td>\n <td>0.027532<\/td>\n <td>1.000000<\/td>\n <td>-0.109088<\/td>\n <td>0.064581<\/td>\n <td>-0.020294<\/td>\n <td>0.020094<\/td>\n <td>0.014184<\/td>\n <td>0.010127<\/td>\n <td>0.011160<\/td>\n <td>0.061471<\/td>\n <td>0.026448<\/td>\n <td>-0.012197<\/td>\n <\/tr>\n <tr>\n <th>CCAvg<\/th>\n <td>-0.051941<\/td>\n <td>-0.049676<\/td>\n <td>0.645931<\/td>\n <td>-0.012197<\/td>\n <td>-0.109088<\/td>\n <td>1.000000<\/td>\n <td>-0.135952<\/td>\n <td>0.109829<\/td>\n <td>0.015035<\/td>\n <td>0.136504<\/td>\n <td>-0.003486<\/td>\n <td>-0.006454<\/td>\n <td>0.366864<\/td>\n <td>-0.019101<\/td>\n <td>-0.020693<\/td>\n <\/tr>\n <tr>\n <th>Education<\/th>\n <td>0.041211<\/td>\n <td>0.013808<\/td>\n <td>-0.187277<\/td>\n <td>-0.008254<\/td>\n <td>0.064581<\/td>\n <td>-0.135952<\/td>\n <td>1.000000<\/td>\n <td>-0.033186<\/td>\n <td>-0.010723<\/td>\n <td>0.014004<\/td>\n <td>-0.015227<\/td>\n <td>-0.011432<\/td>\n <td>0.136834<\/td>\n <td>-0.013418<\/td>\n <td>0.015991<\/td>\n <\/tr>\n <tr>\n <th>Mortgage<\/th>\n <td>-0.012484<\/td>\n <td>-0.011050<\/td>\n <td>0.206712<\/td>\n <td>0.003608<\/td>\n <td>-0.020294<\/td>\n <td>0.109829<\/td>\n <td>-0.033186<\/td>\n <td>1.000000<\/td>\n <td>-0.005449<\/td>\n <td>0.089286<\/td>\n <td>-0.005904<\/td>\n <td>-0.007061<\/td>\n <td>0.142065<\/td>\n <td>-0.003181<\/td>\n <td>-0.004485<\/td>\n <\/tr>\n <tr>\n <th>Securities Account<\/th>\n <td>-0.000403<\/td>\n <td>-0.000960<\/td>\n <td>-0.002695<\/td>\n <td>0.002418<\/td>\n <td>0.020094<\/td>\n <td>0.015035<\/td>\n <td>-0.010723<\/td>\n <td>-0.005449<\/td>\n <td>1.000000<\/td>\n <td>0.317023<\/td>\n <td>0.012685<\/td>\n <td>-0.014926<\/td>\n <td>0.021932<\/td>\n <td>-0.004530<\/td>\n <td>-0.012094<\/td>\n <\/tr>\n <tr>\n <th>CD Account<\/th>\n <td>0.008068<\/td>\n <td>0.009757<\/td>\n <td>0.169703<\/td>\n <td>0.021669<\/td>\n <td>0.014184<\/td>\n <td>0.136504<\/td>\n <td>0.014004<\/td>\n <td>0.089286<\/td>\n <td>0.317023<\/td>\n <td>1.000000<\/td>\n <td>0.175935<\/td>\n <td>0.278792<\/td>\n <td>0.316344<\/td>\n <td>0.023647<\/td>\n <td>-0.020580<\/td>\n <\/tr>\n <tr>\n <th>Online<\/th>\n <td>0.013622<\/td>\n <td>0.013982<\/td>\n <td>0.014397<\/td>\n <td>0.028328<\/td>\n <td>0.010127<\/td>\n <td>-0.003486<\/td>\n <td>-0.015227<\/td>\n <td>-0.005904<\/td>\n <td>0.012685<\/td>\n <td>0.175935<\/td>\n <td>1.000000<\/td>\n <td>0.003956<\/td>\n <td>0.006332<\/td>\n <td>0.028896<\/td>\n <td>-0.014014<\/td>\n <\/tr>\n <tr>\n <th>CreditCard<\/th>\n <td>0.007530<\/td>\n <td>0.008721<\/td>\n <td>-0.002030<\/td>\n <td>0.024055<\/td>\n <td>0.011160<\/td>\n <td>-0.006454<\/td>\n <td>-0.011432<\/td>\n <td>-0.007061<\/td>\n <td>-0.014926<\/td>\n <td>0.278792<\/td>\n <td>0.003956<\/td>\n <td>1.000000<\/td>\n <td>0.002903<\/td>\n <td>0.015377<\/td>\n <td>-0.005542<\/td>\n <\/tr>\n <tr>\n <th>Personal Loan<\/th>\n <td>-0.007694<\/td>\n <td>-0.008276<\/td>\n <td>0.502459<\/td>\n <td>-0.002977<\/td>\n <td>0.061471<\/td>\n <td>0.366864<\/td>\n <td>0.136834<\/td>\n <td>0.142065<\/td>\n <td>0.021932<\/td>\n <td>0.316344<\/td>\n <td>0.006332<\/td>\n <td>0.002903<\/td>\n <td>1.000000<\/td>\n <td>-0.008494<\/td>\n <td>-0.010898<\/td>\n <\/tr>\n <tr>\n <th>Latitude<\/th>\n <td>-0.027757<\/td>\n <td>-0.028234<\/td>\n <td>-0.031680<\/td>\n <td>0.856855<\/td>\n <td>0.026448<\/td>\n <td>-0.019101<\/td>\n <td>-0.013418<\/td>\n <td>-0.003181<\/td>\n <td>-0.004530<\/td>\n <td>0.023647<\/td>\n <td>0.028896<\/td>\n <td>0.015377<\/td>\n <td>-0.008494<\/td>\n <td>1.000000<\/td>\n <td>-0.183501<\/td>\n <\/tr>\n <tr>\n <th>Longitude<\/th>\n <td>-0.009929<\/td>\n <td>-0.008615<\/td>\n <td>-0.023029<\/td>\n <td>-0.261323<\/td>\n <td>-0.012197<\/td>\n <td>-0.020693<\/td>\n <td>0.015991<\/td>\n <td>-0.004485<\/td>\n <td>-0.012094<\/td>\n <td>-0.020580<\/td>\n <td>-0.014014<\/td>\n <td>-0.005542<\/td>\n <td>-0.010898<\/td>\n <td>-0.183501<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [46]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">kdeplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Income'<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">hue<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"n\">shade<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">fill<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">common_norm<\/span> <span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">palette<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'crest'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidth<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Income-Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Income'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span> <span class=\"p\">(<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">yticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span><span class=\"o\">=<\/span><span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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3dd1c093yu8LoR8yYSfUk6SywsQ\/OOw6SFsv3OF0oGehZRcItlNKR0Tbc\/Ml3AMQHFTsOYyKPX\/yW7VemAK9ZGERAV5wpKr2I\/CDxW6oly2q+2CSW4FeJgj6gGDJl+o9qvYA51CxB9hEqGdWoiCPEC\/YUn3\/kgW3BH75xe1QT0pc3dd7pH9IdR9BH1KxAj2vw7xYsdV8EkEf4HdU7wHwGyr2HEbFnr8Q6tkXH+wQ4iFZhR9hXzh5EeplI1FlH2FffvNTdV4uCPoAf7Iq96TwVu9RtQc4g4o9ICSCFOoR5iGVZL8fElX3EfbBafGVfVT15a+gB3oWKvoAfzqldOBHaar3AHiNij2HUbHnH36p1gtKoBcbyhDkwZRE1X2EfcHh92q9TFDRF35hCfQyRdAHeC\/Mc\/eo2gPMM50TEew5jGDPHwj1MkOYBy8Q9gVDGEK9ZOLDPoK+YMq3QC8Zgj7AG4R7ADJFKy4QUH4O9Qj04KX433Obe7qHtPES9MFJ8e278a27EmGfnxHoDZasdXdV+y4vjmPb4urJXh8ByAhLNQB4hYo9h1Gx5z0\/VOv5MdQjzEOQxFf1EfS5K8zVepmgfdefCPSG2rh9b8rHa0uHSZJmji1z4TT2rek+ZOQ6hINwUxgr96jYA8yiFTdgCPa8Rag3FIEewoCgzz35HuolQtDnLQK95AGeFdxlKyhBX65MBYQYitA0McI9AKnQigsEiJ9CPQI9hEn872E28MJN8a27Eu27brACvXwM8xIFebmGeIls2dc76NdhC\/oWlBd7fYRQWtN9KKMW73wM\/2jLBeAmKvYcRsWed7yu1vNjqEegh3zBQg4zqNbLXaKqPomwL1v5Wp3ndJCXi7CFfXBPsorJfAj8wla5R9UeYAatuAFDsOcdL4M9v4R6BHrAAIK+7BHqmUfYl7l8DPTiwzyvg7x0CPpgRz6FfWEK9wj2ADMI9gKGYM8bfqjW8zLUo+3Weeu2tBi71pkz64xdC5kh6EuPYM8dhH2D5VugF7QwLxWCPtgVH\/aFKeQj3AMQi2AvYAj23OeHUE\/yrlqPKr3M2QnnTiufZuwcr3Rvz+l1BILmEPQNRqjnvXwK\/GLDPCn8gV5smBfkIC8dgj7YFRv0hSHkC0u4R7AH2MfyDMDHvAz1CPQGyyS0MxnO2ZHrOTL5HAn\/MhP\/383mnu4hCznyOeiD+xIt6Og90p9wSYcUzMAvn6rzwlSZl6mwL+SA82KXnsQu6QhqyGct1AAA06jYcxgVe+7K17l6+RrqpQu2\/BLceSVdJSChX+byqaKPar3gCVJ1H9V5sBD0IRdhqOJ7te8YVXtAnqNiD\/AxQj3nJAvx8j28SyXV1+aV7u1Jv6YEfkMl+u8rvqJPCm\/YB39LVN0nyVfVfflUnScR6GUitqKPkA+ZCksV38rOvsCHewD8g4o9h1Gx5x6vq\/XcDvXCHOglCpwI8NyRrMqPsC8zQa\/so1ov\/Nys7iPMQ64I+pCNIFbxhWHeHlV7QO6o2AN8xmrBdVPYQr34II8QzzuJvvbJqvsI+4bKtLLPEqTQD+GQ6ey+XIO+fGu1lQj0nEA1H7JhVfGt6T4UreLze8DHvD0AJlGx5zAq9tzhVbWeF3P1whDqEeQFX6LKPoK+7CWq8IvnVvhHtR5ixVf2pQr68jHMkwj0vEDIh0xYFXx+D\/eCXrVHxR6QO9M5EcGewwj23OFlsEeolxnCvPCLD\/sI+szIJPzLRrKgkGAPycSHfK29EY0eWRj9db4EeRYCPX8g5EMqQWnPJdwD8hOtuIBPuN2CG8RQLzbMI8gLv\/jvcXyYS9CXG9P\/zSdqDe7VDEl9Gb1+yphg\/vCB3HXtGx73kWMqiPTG\/Hq0i6fxDoGev9Cui1Ti23P9Gu7RkgvABII9BJ6XSzPcqtYLUqhHmAdL7Pc\/0Zw+gj5vJPpzpOVQScav37k\/dQBI8Bd8r+weWoE3adSRuI8MVGn0HulX98ED0Y+Wl4Qz5LNCPQI9f7JCPgI+xLMCPr\/P3mNLLgA7aMV1GK24zvMi2HOzBTcIoR5ttsgWbbv+0XJovLFr7ek\/mPDjhH3+lCjAkxKFeJmJb9kNQ8hHoBdchHyI5+fZe6\/2HQtssEc7LpA9ZuwFDMGes7wK9SR3qvX8HupRnQdTCPq8YzLYSyZR4EfY555kAZ6Ue4iXTmzIF8SAj0AvPAj4EItwzzyCPSB7zNgDfCDfQz0CPZiWqm2XkM85boR6kjShaHCr757+g4Naegn57EsV3knOBXjJlBWe\/EEvSK26zNFLrGXbbkeuWzdjoiPXjcUsPsRaUF7s67l7tOQCyAXBHpAFtxdm+C3Uy\/dAr6m12esjSJIaamd5fQRHEfKFX3zQFz+3j6BvKL8Fd9mwQr7YeXx+C\/jyMdDLJqybPcmZipzNhgLDTANCZvFBGjx3z0\/hXlAXaTze0U\/VHuAxWnEdRiuuc8I8W6+pq8O3oV5YA71MQrszple5cJL0XuwcutU0XhjDP9p1zXKrWi9bsW27+RbwedEy6wW\/temGve02WYDnVFjnhc2v9ad\/UgJW6LywbrrJ4yBA1nQf8lW4ZwV7QavaI9gDssOMvYAh2HOO28GeW7P1\/NaCG7ZAL1WA55fgzq5UwV9YAj9CPvv8GuzFCnPIZ3pxRRB5HfCFsUovUYgXpgDPCd170z8nWwSFweK3uXtBnLVHsAdkhxl7gIfyKdQLQ9ttshAvLAFeMqk+v0RfkyCGfbTr5gerZTcMM\/kSBXn5FOIl4lWLbpgCvfggjxAve+X\/+nmq2tDf8Rq7erW6pdPItTJFkGiPNXcPAIKKij2HUbHnjDBX6\/kp1AtaoJcotAp7iGdCogq\/IIZ90uBKPgK+5IJQrZdMkKr44sO8fA\/y0nGjgi8MbbeEec4yFfC5qbGr19brCQYH+Kktl6o9INyo2AM8kg+hXtCq9AjyzEj0NYv\/2gYl6Iv9fUsVXzglquLzU8BHmJc7Jyv4gl6lFxvmEeQ5q31\/b+DCvUUVZbZe35imwjCfgj+\/LdQAgExQsecwKvac4WbFnhvVen5owQ1KlV584ESQ5474qr6gBH0S8\/gSCXLFXjw\/VPAR5jnDVAVfUKv0CPO8F7SAzynJKgLDGPj5Zd5eEJdoULEHZI7lGQFDsGeeF224Ya\/W83OoF6Qgr6llsyPXbaib7ch17Qhq0EerbrhCvVheBHyxgR5hnnOsgC\/bcC+IgR5ttv5DuJdYorAvLEGfn8I9gj0gnAj2AoZgz7ywBXuEeonFBnp+CPMyCe3mVdU4cu\/1HZn9nvcqAAxiyJfPVXxhDfYsbgR8BHruy6Z6L4htt1Tn+RvhXnphC\/r8MG+Pqj0gvAj2AoZgz7wwtuF6Fez5LdTzQ3VesgDPqdDOlFThn9uBX9CCvnyr4gt7sGexAj7T4Z4V6hHoeSNd9V7QqvQI9IKDcC878UFfEEM+v4R7BHtA+BDsBQzBnnluB3uEes7zqjovUYjn9wAvF4lCP7fCviCFfPlQxZcvoZ7FZPUegZ6\/xAd8BHpwCwFf9mJDviAFfH5oySXYA8KJYC9gCPbMClMbrpcLM9ZtacnLQC8+yAtjiJcpL8K+oIZ8YQr48i3Ys9it3iPU86feI\/3a+lq\/SkaOlBSMUM8K9Ajzgo1wLzdBDPi8rtoLWjsuwR6QGYK9gCHYMytMbbheVev5IdSzAj2nwzyCvMy5HfTFhnwEfO7J12DPkm3AR6Dnb5t37lf\/8WOaUjLwfSovGePxiZIj0Asfwj17rJAvCAGfH8I9gj0gXEznRCMMnAkILaer9dxmtd96xY1Az69hXlPzpoyf2zCr3sGTJBb\/dVrf0Tbka2ky6Iv9PRBbuem3kC82BI\/97yeIIV++h3qSNKGoRHv6D2rn\/r604R6hnn9t3rk\/+v4pZcMlDVfvkX51H9zvu3CPllsgsUUVZZKkxpZOSf4P+Fa17\/J83l4QPN7RT7gHeICKPYdRsWdWWObreVGt5+VMPadbbr0K87IK62oyD4Ka2rILYN0IAuMr+pyo5gtKq25Qq\/gI9k5KV7lHqOdfVqhXPXboX19Pzt3zPtwj0MsPVO2Z4\/cKPi+r9mjHBcKHVtyAIdgzy61gL2xtuF6Fek4Gem6GeckCvGzCOqekCgGdDPycDvpo1TWPYG+oRAEfoZ4\/pQr04nkd8NF2m18I98zxc7jn9SIN2nGBcCHYCxiCPXOo1suN16Gek4GeE2FeohDPDwFeLpKFfqYDPydDPqr4zCDUSy423CPU85\/YtttMQj2LF+EegV7+Itwzy68Bn9dVewR7QHgQ7AUMwZ45BHu58WJZhhOhnlOBXpiCvEwkCvtMBn2xIR9VfP4J+Qj2UtvTf1Dt+4ZrTOEoQj0fyaZKLxG3wj3abkGwZ54fwz0vq\/aC1I5LsAekR7AXMAR75oShDddamuFWsOd2tZ6TgZ6TYZ7pIK9p00aj14vXUD\/H2LWcDPqcCvmCGPBJ3oZ8BHupbew5rkPHjqlIezV1rP9\/aAo7u4FeLKfDPar0YCHcM8+v4R5Ve6kR7AHpEewFDMGeOW4Ge2Go1gt6qGc60DMd5qUL7+bVml8uIUnrWzenfNxu6Bcf9Pk55AtKwCd5X8VHsJfcxp7jkqQJI\/u1+9BAWy7hnjdybbtNx4lwL9+q9Fo7ur0+Qk5qq9xdVEa454zGrl7fhHteV+0FIdiTCPeAdEznRCMMnAmATwUx1DPZcmsqzEsW4jkV3qWS6p7rWzcnPGs2YV\/812jI1zDHoM\/6Xq7vaIt+j+0GfLG\/36zfg34N+GL\/W7RCd8mdkI9QL7nYUE+SJhaXaPehg9qxr49wz0VOBXqWssIi9R7pV\/fB\/UbCvbBW6aUL72ZNHevSScxpthlIuh0MIrFFFWVqbOmU5H313oLy4mi4BwB+QcWew6jYMyfoFXthrdYzFeo5FejlEuYlCse8CPFMSVTll0tln+lqPqr43GnVJdhLLD7Ui0XlnntMtt2mY7dyL0yBXrIQL4jhnVOad+zL6XWlhUVaMKvS8Gkg+ac116t2XObsAeFBK27AEOyZEYbFGW4He0EM9bwM9OLDvCAHeemYCPpMhnz5HvBJzoZ8BHuJbew5njDUsxDuOcvNQC9WruFe0EO9REEeIZ4zqseWqbE9+0pBwsDM+KUt18twj2APCD6CvYAh2DMj6NV6knvBXpBCPVNVelagR5iXm\/igz07IR8Bnn+mQj2BvqFTVerEI98xzuu02E9mEe0GepRcf5hHkuad6bFlWz880CCT8G+CHcI9gLzWCPSA1ZuwBAWRtww0Lk6Ge24EeYd5Q8V+D+K9RuqAv9us\/qGoyy5Av9vdCbOhrJ+Szfo++2NmhptbmQIR7scH8K93bbc3kI9QbKtNQTzo5cw\/2+SHQs1gz99IJYpVebJhHkBcci6oz+4ffxuatKR\/Pp+BvdUun5+HeqvZdnm3IBYBYVOw5jIo9M4JesedmtZ7k7Gw9P4R6dgM9wrzM5VrN59cqPquCLwgBX7xcKvkI9oZK14Ibj6o9e\/wU6MVKV7UXpFCPyjz\/ybZiz4RkVX9hDfv8MG\/Pi6q9oFTsSVTtAanQihswBHtmEOxlxuk2XK9DvVxm6BHomeNlyEfAN1QmQR\/B3mDZVOvFItzLjVdz9DKVKNwLaqBHmOc\/XoR7iSQK\/MIS9nkd7tGOmxrBHpAcrbgAEopt13OCqVDPrSo9rwO9dS+96Mp9zjz9DFfuIw3+Oq5v3Rz9GmfaqtvU1nLy+5hjm+76jrZoOGyiRdf6fR3EgC9Vy67k3JbdoMs21JNoyc2W3wM9S3xLbhBCPcI8ZCu+zbexvVtr4lp6gxr0Laooi4Z7XqEdF4AfULHnMCr2zHCjYu\/l13ZIkvGKvTBV6+Ua6rlZpedFoJcsxLPTgpqp2K9PLLcCv1yq+PxWwRfEBRvpvNK9XQdGnfzvZWoZlXu5VuvF2n3oIFV7KQQl0IvVe6Rf23fu0+iRhZL8G+oR6AWPXyr20omv6AtiyOflMg3acZOjYg9IjlbcgCHYM8OtYC+obbhOz9azU61nItTzU6CXKMRzI8DLRqKwz42gLzbkczvgM9meK4Uj4NtybOAHje6D+4c8lo9BX7az9RKhJTcxv87Ry0RbV4\/6jx\/TmdP8+Xc0Ar1gC0q4ZwlqyOdlSy7BXnIEe0BytOICSMiPoZ7FrVDPrUDPb0FevETniw8knQj6rK9\/pm26ibbp5tqia7I919qgK4Uj4ItfDtB9cL929PZEf50PIZ+JUE+iJTdekAM9aSDUk6TTyku06+B+TU6ySMMrVqhHoAe3xLbtxrbs+j3g87oll3ZcAF4j2IPvubU4A8nZacF1MtRzukovSGFeOrHnb2reNOhzMx3yxX4vYr9HmYR8fgz4whDuxYoP+vIt5DNhx76+vK7aC0ugVzuh0OOTJJZPgV78Rl\/TaqucH4USVlbIF6SAb3VLp+tVewvKi7Wm+5Cr9zyldIRWdvYFomoPgDsI9oCAc3JphlW1lNNrWzanf1L8a3xQpRemMC+Z+M\/LjZAv2yo+OwEfCzayExv0hTHkM1WtZ8nnqr2gB3qSv0O9oLfd5hLS1U139s+ZFgeCw3wLC4MS8HldtQcAXgrNjL3XXntN9957r373u9+ppaVFPT09mjhxoiorK\/XGN75Rl156qc4555yU1\/jTn\/6k5cuX6\/nnn1d3d7fKy8t19tln67rrrtNb3\/rWnM7FjD373KrYc2LGnlvz9Zxsw3Vrrp7XoV4+BHqZiJ3P50S7bjZz+OzO4MvnBRvWfD07YmfzBTnkMx3sSfk3ay8MgZ6UPtTrPdLvSTtukAK9VOGd0yGdX7R09qR\/0r+UjhqYMebHICxXsXP4\/Ph5ebFIgzl7yTFnD0iM5RkJ\/Pa3v9XHP\/5x7d69O+lzli5dqsceeyzhY5FIRB\/72Me0fPnypK+\/7rrrdM8996igoCCrsxHs2Uewl5pTwV6us\/VyXZbR1LzJk1CPQC85J0M+LwK+fFqwYSLYixXUkM\/EJtxk8mFDbr4EehYvgj0\/t90mCvHyJbwzpXpsmVa3bU\/7PD8GZOlYAZ\/fzu5VsCfJ1XCPYA8INpZnxLnvvvv04Q9\/WCdOnNDkyZP18Y9\/XG94wxs0YcIE7dixQy0tLXr88cc1cuTIpNe45ZZboqHe\/PnzddNNN6murk4tLS264447tHbtWi1fvlzl5eW6\/fbb3frUAM\/lOlvPiVDPySo9Ar3ErK9L7Ew+UwFfNi260fbctpacWnRZsGGf1a4bu3gjKAGfE6GeJcyz9qxQL8iBnuTf1ls\/VukR5DljYU36f3xd\/a8W10T8FpxZoi26PmvPXVRRpkaXZ+15MWcPAGIFumJvw4YNmj9\/vg4fPqzzzjtPjz\/+uEpLE\/8F+8iRIyosHPqXuubmZp166qk6duyYFi1apGeeeUbFxcXRxw8ePKglS5aosbFRI0aM0MaNG1VXl76qyELFnn1U7CUXhmo9L0I9Ar3cuFHBl656TzpZwed1e650soLPb+Ge6Yq9eEGo4HOyWs8Sxqq9sAR6UvahnlsVe36q0osP8wjyzKseW2br9ckq\/vwSpEn+q97Lh3bcV\/uOSZLvq\/ao2AMSo2IvxvXXX6\/Dhw9r0qRJeuSRR5KGepIShnqSdOedd+rYsYE\/GJctWzYo1JOkkpISLVu2TOecc46OHTumu+66S8uWLTP3ScAXXn5th9dH8B23Qr20zyHU843Yr5nphRvW99fpBRvW709rwYbdcC9fFmzES7Rww48Bn5OhniUsVXthabuVqNLL5hwEef6XqOJvddv26CILi5eh2qLqcl8t1\/Cias9tp5SOiIZ7ABDYir2NGzfq1FNPlSTdeuut+vKXv5z1NSKRiCorK9XZ2ak5c+Zow4YNSZ87Z84cvfrqq5oxY4Y6OjoynrVHxZ59blTsOVGtJwWzYs9OtZ4TyzKaNm00EuoR6DnDiSo+t+bvOVW9J3kf8DldsZeIVcXnl4DPiaUZiQS9ai9MgZ5kL9RzsmLP6yo9wjzv2K3Yy0Siqj6vwjW\/VO+5XbXHnL3EqNgDEjOdEw0zcCZP\/Pa3v42+\/+53vzv6fk9PjzZv3pxykYalra1NnZ2dkqQlS5akfK71+LZt27Rly5YcTgwER67Vehk\/n1AvNBpm1Ue\/ruteenFQJV+u5tXOHlTBZ1XxJbx\/Td2QCr6M71NVM2T+nh1nTK8aVMFnheRu8yLUk05W8e3o7YlW8XnFasNFarFtt\/ke6jnJy1CvtaM7ev+66eMJ9UJqYc20QW+StKZ5a\/TNTdbsPbfvm8jqlk7X7rWgvDj9kwDAIYFtxV21apUkqbS0VKeeeqp++ctf6o477tD69eujz6mpqdFVV12lz3zmMxozZui\/wMZW6M2Zk7oqJPbxDRs2qKYmu+UAyD9uVOv5SbYLMzKdq2cXoZ47nFi0Eb9gw+n2XBPLNaT8XbAh+WvJhhvVepagteNSpecOrwI9qvMQ274b37brRiVdbGuuV5V7iyrK1NjV68m9AcBtgQ32XnnlFUnSzJkzdf311+u\/\/\/u\/hzynra1Nt956qx566CH9+c9\/VkVFxaDHt249+T+5GTNmpLxfZeXJ\/ynFvg7wklNtuFm9JsdqvZTPMTRXj1DPffEBnxfz96ztudl+3+dV1URn70nmA758CfekoQGfX9pznTCxuES7Dx30+hgZC9NyDMlcqNd7xGwQ7EWolw+BXmv7Tq+PkFRt9RSvj5BQspDP6cDND+GeNFC1F+ZZewAgBTjY27Nnj6SBWXtNTU0qKyvTN77xDV166aUaN26cXnzxRX3pS1\/Sk08+qZdeeknvfve7tXLlSg0bdrL7eN++fdH3E1X0xRo9enT0\/f379yd93uHDh3X48OHor\/fu3Zv15wZ4Kds2XMlstZ7JUI9Azzux7bmSuQUbblXvmVquIeXvgg1pIOBzO9yjDTexsAV6kvlKPVPz9bwM9YIc6GUa2tVVTnT4JLlpSXL+PaP6hnxs\/uxqp4+TkBXyuRXweR3uUbUHIF8ENtg7cOCApIEgbfjw4XryySe1ePHi6OOLFi3SH\/7wB7397W\/Xk08+qeeee06PPPKI3vWud0Wf099\/8l9nk23NtYwaNSr6\/qFDh5I+7+tf\/7puu+22rD8fIB9kOgONUC88GmbVO9KeG7TqPWkg4Mvn9lw3W3PdbMMNgrCFerTeDr1nUAK9VOGdXwO7TCU7f\/WYwd+bNa3btHZze8LnuhX4uRnweR3uuWlBebFWte9ydYHGys4+Xy\/QeLyjnwUagAsCG+wVFRVFw713v\/vdg0I9y7Bhw\/Stb31LTz75pCTp17\/+9aBgr6jo5B8yR44cSXm\/2Cq84uLkw1FvvvlmffrTn47+eu\/evYPaeIEwyXYTrpRZtZ4dhHr+49T8vSBX7+VrwBfm1lw\/ztkLW6AnORPqmdiG63aoF4S222QhXtADvGzEh3qStKA2+fifNS4Hfm4FfF6He2Ftxz2ldIRe7Tvm9TEA+EBgg72xY8dGg70LL7ww6fPmzp2r6dOnq7OzUy+88MKQa1hStddKJysEpdRtu6NGjRpU3QcERVNrc05tuBlfv3mT4y24Jjaywjmm5++5Wb0nmVuuITkX8Hm1ETdTYQ33\/Dhnj1AvMyZm67kZ6vk50IsP8vIpwDMlUeiXqMLPdNDnRsBnhXtuox0XQD4IbLBXWVmpHTt2SMps8UVnZ6d27do16OOxr9u2bVvKa8QuzKACD3CGiVCPaj3\/c6I91+nqPWlwe66JcE\/Kzwo+J8O9jT3HacNV+EI9p1tvc63W86pKzy+BHkGeO+LDvvigz2TIFx\/wOVFdlw8tuQDgtsAGe3Pnzo1W4B0\/nnpQtvX4iBGDP93TTjst+v7GjalbAGMfP\/XUU7M6K2Daui0tXh8hqzbcdLP17LbgEuoFD9V7g+VbwBfWyj2vhS3Qk5wN9exU6+VrlR5hnveGBH0OhHwLa6Y5Ur3nZUtuWNtxAUCShqV\/ij+98Y1vjL7f0pI65GhtbZUkTZ8++A\/zmpoaVVRUSJJWrFiR8hrPPPNM9BozZ87M9riAcaeVT\/P6CFlJ1YYr2V+YQagXTLHbc020UscHfEnvW1M3EPA1b8p4qcug+8QFfKacMb1q0BZdK+QLo\/ilGrCHUC87VqiXS7WeF6Fe3fTxnoV6re07o2\/SQJhnvcF7C2pnRN\/Wbm6Pvtm1sGZatILPCvhMWFRdbvyaae9ZUebavawFGgDgpsAGe5dccolGjhwpSXrkkUeSPm\/FihXavXu3JOm8884b9FhBQYGWLl0qaaAib9WqVQmvsWrVqmjF3tKlS1VQUGD7\/ICfOBke5BKaZIO5esHXMKt+UMBnV2y4l0nAJ+X2+3ReVY3mVdWoqWUzAV+OTIZ7G3tSV++HWdhCvbauHrV19ah2QmHehnqtHd1q7ej2RaAnEeYFhRXwSTIa8EnOhHsAADMCG+xNnDhR11xzjSTpL3\/5i37zm98Mec6+fft0ww03RH\/90Y9+dMhzbrjhhmiL7vXXX69Dhw4NevzQoUO6\/vrrJQ208sZeDwiTbBZnZBtipFuaQbUeJBkP97Kp3pPku+o9KT8CPpPhnpfz9SYWl2jHvj7X7xvGUE9ybp5eUEI9ybu220SBHoLFdBWfE+GeE9dLZ3VLp6v3c8vKTvf\/3wPAXwIb7EnSbbfdpqqqgR94PvjBD+r666\/XU089pdWrV+tnP\/uZzj77bK1bt06S9PGPf1xnnXXWkGvU19frs5\/9rCSpsbFR5557rh544AE1NjbqgQce0LnnnqvGxkZJ0uc+9znNnm1mnhIQdJnO13PSupdeJNQLGat6z6vWXMl\/1XtS+AM+2nJzQ6iXnVxDPat6btbUsaEO9axAj+q8cImv4suV6XDP7ao9N9tx3XRKaWBH5gMwqCASiQT6b4MbNmzQJZdcoubm5D\/kfOQjH9E999wTbd2Nd+LECV177bW69957k17j6quv1vLlyzVsWHZZ6N69e1VaWqq+vj6NGzcuq9diwIrtbY7f4+XXdmjmmDKj12zq6tDs8c78pWXdlhajM\/aaWpuzrtjLJNiLbh9NUrFnhS25VOyxMCP8rN8\/dhdrWNa3\/mvhRYrFGpLU1DYwtzXX31vrO07+mWVquUa8Fzs7Bq4fs2Bjy7HJjtzLTd0HB4KqXBZq+GEj7u5DBzV1bKkr9wpTqOd0oCfZC\/WkcFfpxVbnwZzqMf5cDLSmdZuk3BdtrG7bLsncQo3G9m7XFmk0dvW6skBjTfchLa527\/\/Jr\/Yd03nT3fl\/T64uriry+giAr5jOiQJdsScNbKhdt26dvvWtb+l1r3udJkyYoMLCQs2YMUOXX365\/va3v+knP\/lJ0lBPkoYNG6af\/OQn+uMf\/6ilS5eqoqJChYWFqqio0NKlS\/XEE0\/oxz\/+cdahHgBnl2YQ6oWbydZcKbvqPclea66T7bnSyQq+sFXvUbmXGUK9zPUe6SfUS3bfuAo95Ae7M\/ispRom22jdbMl1ox2XBRoA3BaK2t3Ro0frs5\/9bLSlNlcXXXSRLrroIkOnAgDYFR\/u2a3em1c7W+tbN6tp08aUlXvRcK+tRU3Nm3IKkedV1Wh9R1s03HOiei+2Pbd\/3AhNKZtg\/B5uKy8ZE63cy5QfqvXcQqiXOebpJbnnvyr0JKr08pUV7q1p3aa1m9tzqt5bWDNNq5u32q62W1Rdrsb2blvXyPheFWVq7Op15V4A4CZK0ABkJdM23LTXSVM1lQqz9fJPELfmSu5U70kDAd\/ksaXa2btHO3v3OHYft5SXjKFqLwFCvczYqdKT3An1rLl9kjehHlV6kDRkwUYuTFXbub1IAwDChGAPgGfsbsNFfvFya25DTV3OrbmS88s1LJPHloYq4CPcOyksoV5bV4\/aunpUO6HQsVBPGgj0\/LokIzbQcyvUo+3WXX6dr5dMrss1TC3UcHuRRli34wLIXwR7QJ7LdnFGxtdt3pR2vl4uTM1bQzB5NXdPsl+9J8mV6j1pIOCTFOiAL4jz9iYWl2jHvj7Hrh+GUE9ytkovl0BPyo\/WWwI9pOKHcM+Nqr2wbsdd2enc\/3sA+B\/BHoDAoQ03v4Uh3HOzek8KbsBXnkFAs7HnuAsn8ZZVrRdkToV6dgM9KbyhHlV6yFZsa242TIV7YeLmAo1TSkMxNh+ADfwpAMB1dubrAZJ3SzWkoeFerkGzyeUa7ZqW9DEr3Nu1ry8a7gVtycaO3h5NLUsehoR5cUYYWnCdCPWsllsptzl6ljCHehJVeia1tXVl\/Nw9hdlVGs8\/pTbb4zhqQe0MrflXuJfpYo2FNdO0um27rfsuqi5Xo4GFHACQbwj24HtLptVoxfY2r48Bw5ivBxMaZtWrqXmT1r30opFwTzoZPGcS8NnZmiudbM21Aj4nNuda4gO+oIR71pbcdOFemBHqDTAV5lncDPVovQ2WRCFebWVmc+Cqx2b\/vV7zamvCj3sZ+C2onZH11lxTm3KdtqiiTI0tnVpYN93rowCAEbTiApLmTpqqLft7vT4G0mAbLhIJemuuNHj2nhvz94K2YCOTltww2rxzf+BDPRNLMuK33AYl1LOWcdB6GwxtbV3Rt9rK8iFvTlowq3LImyStfbU1+uaFXOfu2WnJdWvWHtz1eEd4K+sBPyDYAwAEntfhnt2tudLJ2XuS88s1pGAu2AjSIg27gjxXL3bzrR1OBHqSe6GeROut38WGeZJcCfEyFR\/0eRXyZRvuMW8PANxHsAcgY00tm6PBQ8rnObQRF0jFy3BPMlu958ZyDWnogg0\/S1S1F\/bFGUGs1rPbemuFeU4EehKhHk6KD\/NMBHq5tOFmysuQL9dwL1duVe2tbul09PpuLtAAkN8I9gAAoeFEuDevdrbr4Z7kfnuuFIzqvfiqvTAuzghqC66dUC9RmGcy0JMGArdZU8cS6uW5+HbbIErUruv4PXMI9\/xctbeooszrIxh1SukIrezs8\/oYADxCsAfAVbluxDUV1CD8TId7kqLhnputuZK77blBqN7Lh1l7QW3BzTXUc7I6L5YV6jmJUM\/\/gh7oxXM74LPCvWzkGu4xaw8AMkewB8B1uW7EZXEGMuVUuCe535orpa7ea5e9lqd4QajeC\/usvaBV62Ub6sW22zpVnWexFlgQ6sEK9ZziZBtuOm4GfAtqZ7jWkusGp9txAcANBHsAgFAKY7hH9V64q\/aCWK2XTajnVnWexY15erH3IdTzp9jW27BzM+BzoyXX6ao9t9pxmbMHwGkEewCA0PJLuGeqNVdyf7mG5L9wTwpv1V6QqvUyDfXcDvQkQj0M5nSo52W1XiLxAZ\/x62c5b0\/K3y25C8qLvT4CgDxAsAcACDU\/hHuS2eo96WR77s4eZ0M3P4Z75SVjtO1QYagWZwSxWk9KHep5EehJ4Q716ionEuplIV8q9ZKJ36Jr9NpZhHt2W3KdDgVpxwUQdAR7gEMaKqq0uafb62MAULjDvSmlZdrZs8fRgM+P4Z7kz6q9icUl2rEvt82EQavWSxbqeRXoSeEO9YBcOVW9l23lXi4B3aJqZ4PZMG3H9ftm3Mc7wvOPcYDfEOwBAPKCE8tX5tXOjm7MzfgcMeGeqYBvSmmZJGer96y5e34J90aPzG77qp8FrVrPasGN52WgJ4U\/1KNSLztuVev5rQ03Gadm72W6Kdeq2su1+i5fW3kBIBMEewCAvNEwq95o1Z7FCveynbsnmaveiw33nA74\/BLuSf6s2stFUKr1ks3V8zLQi0WoByTn5Ow9J1tyna7ak5xtx11QXswCDQCOItgD4HvrXnrRkWor5C+nwj3J3dbcjuHTB\/16SmmZa9V7fgj3wrwh148ShXpWlZ7XgV5rRzehHqLa2rpcuU9QqvXimQ733GjJtfO6dMLUjgsgPxHsAQDyihPz9ix+mLsnudea61W4t2mvJ7d1RNDacONDPUmeBnoSoR4Sy+elGZlwKtxLx89VewAQVAR7AIC848dwr6GmzvjcPacXa3gZ7pUNOyBpoGov6O24QWjDjV2WET9Lz0tW4ObGPQj1ECuo1XqxnAj3Mm3J9VvVnhSe7bh+XqABwBkEewCAvORke3cu4Z4U3Oo9P7TlBlFQqvVil2X4ZZae5M6yDLdDPQuhHtzixMw9p1pynazac7od1605e6eUjnD8HgD8h2APgbBkWo3XRwAQUk5U7Un5E+5NHls6cG2Pw72gVu0FoVpPGmjB9UuVnhTeUM+q1oO\/haFaL5a1VMNEuJfpvL1cW3IlNuQG2eMd\/V4fAQglgj0AQN5ysiVXItxzC0s0nGO14OZbqGfxItSjWg9eMR3uZcJPVXtSeNpxAeQXgj0AQF5zeuOyU+Fe\/EbcTIQ53AuaILThWi24fgr1LG4syyDUQyJhq9aLZyrck4JXtefGdlw32nEB5B+CPeBf5k6aqi37e70+RuA1NW+KBhJAkDhVtSf5r3LPqaUaVrjnpE17Ty7OiBe0dtwgtOFOGHNCkn9CPTc34LqNUA9+YSLcy7QlV\/Jf1Z5TFpQXu3YvFmgA+YVgDwCQ95yu2pPshXumN+ZKzlbveVG1RzuuWbELM\/wU6rl1D+bqBV\/rVvO\/X8JerRfLZLiXilW1l0sFnlOz9oLejssCDSD\/EOwBcE3Tpo3RcAPwm4ZZ9Y5W7Um5h3tScObu0ZIbHhPGnPBdqBe2ZRkWqvXMqqmp8PoIoWGiLdeJllynqvbcaMcFANMI9gAAcJGdcNvJcM8kN1pykwlCO+7mnft93Ybb1tUTbcH1k7Aty5Co1guSfKrWsyyYVSnJXrjnZEturq\/JhFNVewvKi5mzB8A4gj0AAP7Fjao9aSDcy6VqTzoZ7u3Ys9vYeayZe6a5XbXnl3bcicUl2rEv+PON\/FStF7ZlGbGo1oOfmQz3UqFqL3883tHv9RGA0CHYAwDAA3bCvfGzz5dkNtyTnGnJNWnTXuOXRByrWs9PoV4Y7pHwvlTrBUY+VuvFMhHuScGr2guyU0pHsEADyCMEewAAxHGjas+Sa7g3tWyC0XM4NW\/PdNVeso24QbF5536vjxA4YWzBjd6Xaj3H1NRUOLJAI1\/ZDfcyacn1U9We5OwSDdpxAZhEsAcAQAw3NuRa7CzTkAbCPdMtuZIzm3Ld5Pc5e36dr0e1nnuo1guOfK\/Wi2Uq3EtlYc00X1TtOdmOu6C82LFrA8hPBHsAAHjI7qZop8I9U5yo2kvFL3P2YEZYt+BKVOsFAaHeUFa4Z4fpllwnq\/YAIAgI9gAA8JideXuWICzTgH+1dfWo\/\/gxX1XrhbkFF+6hHde8BbMqfdeSKzlTtedkO64bmLMH5AeCPQAAfMLuvD0\/L9OwW7UXhsUZfp+vV1Hqj78WhrkFF+6qqanI+bVU66XnZEuuFO6qvQXlxY7P2TuldISj17eDzbiAWf74GxwAAD7SMKve1QUaUuYtuR0jErdBObVMwwRTG3KzWZzh1zl7fp2v13\/8mNdHGIRqPcDfTGzKDULVnuTsEg0AMMG\/MT4AAHmoadNGNdTPyem11ry9qRPMze7a2bNHU8abCQ139u7RFMMBZCLlJWPUfdDf1XF+0tbVo4rSYb5pw3VavlXrtWw1W8kbxNmArVu7VVuZeUUX1XqZWTCrUmuat2rtq62af0ptdq+tnaE1rdu0dnO75s+uTvichTXTtLp5a8Zz\/RZVl6ux3ex\/34sqytTY1Wv0mgBgGsEegIw0tWz2+ghA6M2rna31rfb\/WzMV7k0pLdPOvl7b15EGqvZ27WPWD1LLl9l6tdVT1NK+03hIlijEq62eYuz6re07B90jCCFfTU2F2tq6vD5GaFnhXk6v\/Ve4l86aLMK9XJ6fidUtnVpYN93oNa123MXVk41eF0D+oRUXQMbmVdV4fQTAFU3Nm3Tm6Wd4d38bizScaMllkQbgDLvVdC1bdw96kwaCvNg3k+KvHX9v5Cc7yzQksy25TszaW1RRZvyabjmldAQLNIA8QLAH\/MvLr+3QzDFlXh\/DVU2tzV4fAUCcTGftpWN6kYYpuSzRCOrijB0xFYp+XZzR1tWjCWNOeH0MSe4tzfC6Ws9ihW7ZhGLxQV580GY6yEsn9p5+Dvlqaioy3o5LG27ucgn3MtmSK2U\/O8+JWXsA4Fe04gJ57ozpVV4fAUACtmft2dxCG8uq2rM7a89OO242izOkgTl7O3p7NLXMmx\/SJxaXaPehg4M+5tfFGZJ8M1\/PjTZcP4mGYu07s3q+38SeK7ZdNwitujDDxLy9ZBbWTNPqtu0ZX8+JWXuSM+24kmjHBWAbFXsAAMRoat7k9RGSVu0l24ibjF+r9gAMlqjyzutqvFwlquLzi3RVe1Tr2WN3U266llwvq\/acasddUF7syHWD4PGOfq+PAIQGwR4AAHG8nK9niulZe5KMzdrLpR0X4ebG0gw\/teHmg\/iAz2s1NRVeHyEv5Lq0wmrJTSfTsM6JWXvSQNVeEDFnDwg3gj0EwortbV4fAQDy2pTSMiPXmTy21Mh1YF9bV49qJxR6fQyEnF+r9+CsXOftmVykIQWjak8aaMd1yimlTN8Cwo5gD3BIU1eHZo935l8L\/aqpeZMaauq8PgaQM6+34Zo2tWxC4Ntxg7o4A8BJfqneS7VEgzZcc5xsyZW8r9ozLZ\/bcQGYQbAHBMy6LS06rTz7f7EEkJofZushsWwXZ\/jN5p37fb04w2tubMOFP1gBH9V74ZdruJeuJTfbqr1F1eXGq\/aC2o4LILwI9gC4omnTRq+PACRlhXphqtZzgrUdNyiszbjwP+br5Revq\/fSLdGAGXbm7Zmq2gsSJ9txJebsAWFGsAcgraaWzUauk2zTJ+CloIR62W7E9bPJY0tZoOGxti4CT3jLq3CPJRruWjCr0nhLrlW1l01Lrukg0HTVntPtuH6ds8dmXMAMgj0gTzW1Nmf1\/HlVNQ6dBPBOUEI9wAkszoDXvK7cswR5vt66lzZo3UsbvD5GWl635ErmqvycXKIBALnwZ3QPwBVnTK\/y+giAJ2Ln6RHq+demvcGfrwcgtdrqKWpt36mWrbtVVznRlXvW1FSota1LtZXBWK5gSRTgza+fKUlaG\/fYmaef6saRMrJgVqXWNG\/V2ldbNf+U2sxfVztDaza3a\/7s6qTPWdO8NaOW30XV5WpspwUbQDgR7AGSXn5th9dHAOCSfKvSszbjTp3gzg\/MOGlicYl27OuTNNzro\/gWizMgeRPuBUlsoGcFefHiPx4b9Pkh5LPCvVysTRLuLayZptVt27O6VqZBYDqLKsrU2NKphXXTbV\/LsqC8WKvad2lx9WRj1wSQH2jFBf5l5pgyY9dq6uowdq2gYKMogiAood761s1qqJ\/j9TGSCtICDfif04szEAxetOUGYYmGFerNr5+ZNNRLJPb5fmrXNd2SK2U3ay+fnVI6ggUaQEgR7AEOmT3e\/F8e1m1p0Wnl2c8UcUtDTZ3XRwASamrepKbmTTrz9DN8H+olYmdxxo7ePUar9aaUlhm7Vj7Y3ntU1WMjXh8DCAQ3w70gLdHIJtBL9Fq\/BHxWpVwuyzTSLdLIhslFGqaXaABALgj24Hsrtrd5fYS8ZmojLuCFIAZ6fq\/Wc8umvV6fAIAX\/LJQww\/WvbTBVqgXKz7g80ou4Z5VtZcq3POias+pJRqr2nc5cl0A4UWwB+QhtzfiNm3aqHm1s21dA8iGFehJ\/m+7jbW+lSA9FosznNHW1eP1EYCU3Ar3amoqfNuO61T45ofqvVxm3Jlsyc32uW5aUF7s9RFc93hHv9dHAAKPYA\/IU2zERdhYYV5soBfEUI9qPbihdkKh10cAUnKzcq99nz\/DblPVeomu64fqPa9ack1X7QWtHZc5e0D4EOwBAAItUZgXpEBPItRz2o5ef\/7Q7hdlhUXadXC\/18cAhnAr3PNr1Z7TvAz37LTkphKGqj3JuXbcU0pHOHJdAN4i2EPee\/m1HUav59RG3HVbWhy5rglObsRd99KLjl0bwRX06rxYToZ6phdnBFF5yRivjwDABqfDPT8u0XAzaLOq97xozc2lJVfyX9WeZHaJRj624wKwh2APkDRzTJnR6zmxEVeS6xtxs1mc4eRG3IZZ9Y5dG8EShuq8WJmEenY24jphZ1+vpoyfYPs6k8eWJn2MxRkAYlnhXj5xqg033f28qN4zuUhDcr9qz6klGgCQKYI9IM80tTZnNV\/PxOIMwI4wVefFcrr9dkfvHkeua8qufaln\/LA4A0A8J6v2nnrFue6DoPAi3DPdkutl1R4AeIVgD762Ynub10eAAWzERbaShXlhCfTcmqmX7224XmvpPuj1EbIS5jl7tVXlaulk1mKQublMI595Ge5ly1TVnimm23GdnLPntwUabMYF7CHYAwLAz\/P1AFPCHOZZYgM9J0M9v1fr5ZOJhcH4YaWssMjrIwBpOd2S6+dlCm7yqi3Xq6o92nEBBB3BHmCQU4szJP\/O12tq3uTofD2EX9jDPOlklZ7TgZ50MtSjWs8fJhaXaEeatmMAmautnuJI1V5NTYX6jhwyft2gcjvcy6UlV0q9SIOgFkC+YN818trLr+0IzOIME9yerwckE7tJOWwhnsWqzpOcb7mNF+RQj8UZgLdybVmumz7e8ElSa9m6W3WVwf2zLgjm18\/U2k1btO6lDTrz9FMdv9+CWZVZhXELamdoTes22\/ddVF2uxuatObcER69TUabGlk4trJtu+0wAkA2CPQCOYXEGYuVDmCeZDfSy3Yi7o3ePo6GeqY246bA4wzu7Du7X5JIxXh8DLosP82qrsvtHytaO7kHXcDrkq62eotb2ncavay3RuOC0euPXDiq3wz1poGpv\/im1mT9\/c7vmz64e8vGFNdO02kBg5xVrzt7i6sleHwWAzxHsAXAUizPyW2yYJ4U30IsN8yT3K\/Qk50M9hF9ZYZF6jwRjJmAuaqvK1dLR7XplmV\/FBnHZBnnxYl8fG\/I5+bWurZ6ilvadVO25wM1wz6uqPWlgxmJQQ8BcrOzs03nTS70+BgADCPYAn1u3pSVv5+ute+lFNcziX82DKB+q8\/wQ5llYlgEgUyYDvURir9nS0S3J2YDPiZZcqvaGcj3cy6Jqb0HtDK2xWbW3qLpcje3dOZ130HUC0o57SukIvdp3zOtjADCEYA++tWJ7m9dHyEpTVwfz9ZDXCPPc5+aijJ19vY7fA\/5AO254WaGeE4FeItZ9nAr4nGjJrampUFtbl9r39ah6LNWdsdxuy822JRcA8hVbcZG3nFicgZOYr5c\/Em21DRNro60V6lmbbfMp1LO4MV\/PtO6D+70+QqCUFRZ5fQTH5bocIshaOnvU0tmj2qpy10K9WNGAz6GvvRNbcpGYW9tys22JXVA7I+mGXEkZtfcuqi733SZda85ePni8I7yjIACnUbEH+Ni6LS1eH8EW5uuFW1gr9PxWlZeIF6GeGzbtdWZxxtQyqm4woLaqXK0d9tvtgsTtKr1knKrec2qRRuvWbqlSVO0l4GblnomqvYU107S6bbuhE6UXlHZcAOFBsAf4nIn5ek2tzZk\/1yfz9eBPYQzz4oM8yR9hXqKNuF4FeqbbcHft69OUsuBV\/+UT2nGDzy+BXjwrXG3p7DEa7plcpGG140qiJTcJK9xzUk6LNJLM2pMyX46Rb0s0AAQfwR5gQFNXh9dHSIv5erAjTIGeX4O8VPxQoRfENlzkJuzbcfOBX0M9ixPhnuTMIg2kFraqPVNLNILglNIRbMYFQoJgDzDEz4sz3GZivt66l140cBLYFfRAL4ghniV2062XgR5LM3LT0n1QlaOPe30MJGE6UPITv4d6FtPhnumW3JqaCrW2dam2spyqvSTcaMnNtmpPktYaqNozYbXBdtxV7bu0uHqykWsBCB+WZ8CXnN6IG4TFGX6erxcb9iRjYr5ew6x629dAboK6ECN20UWiZRdBCPWa2lrU1Dbw3\/\/UCRN9MUePar1wqZ1QmNHzdoV08YjfAy87ghLqWZxYquHUIo32fe4uXXG6zdUUa5mG09a+2prR8xbUzkj62MKazMbbmFiisaiizNbrYy0oLzZ2LQDhRMUe4GNezNfLtA2X+XrhFRvo+V2QK\/JiWUGepWFWvTqGex\/oUa0XPm1dPRkFe7TjBk\/QQj2Lyco9pxZpWNyq3Dvz9FMd3zpr0vz6mVoboKo9AAgbgj0gD2QzXw\/5KwiBXpiDPL8yXa2XbHGGUxtxYQ9LNIIhqKGexXRbrqlZe7HtuEjP6Xl7mc7aW1A7Q2tatyV9nOUYAMKGYA+wqamrg\/l6MUzM14O7\/DxHL6xBnuTvME+iWg\/hr9oLy5y9oId6FlPhXliq9oLG6S25uVTtJZLVEg0DAaDJOXsAkAzBHuBDXszXa2oZGqAkfJ5L8\/XgPL8GevFhXpCCvEQBnpR9iNcx3B8\/BDBbD2FlhUhBF5ZQz2Ly+2JyQ27r1u5BVXuEe4k53ZIrZVm153E77qKKMjV29Rq7nlMLNPy0Gffxjn5dXFXk9TGAwCHYQ955+bUdXh8hI6bm62XThst8vfzht7bbIIZ5pkI8P6JaD5aywiLacX0uLKGepbaqXC0d3b6p2qupqVBbW9eQj7sR7q3dtMW15RQmOdWSa6pqTwpeO+6C8mKt6T5k\/LqnlI7Qq33HjF8XgLsI9pCX\/L4RN9+te+nFUIQjfuSnKr3YMM\/PQV6YA7xUnKjWSzZfD0D2TG6S9SMTrdImq\/YScTLcC9oCDYvTLbnZSrREI9N2XCl4ASCA\/ESwB99Zsb3N6yNkrKmrw+sj+Arz9fzND1V6fg3zkoV3UvgDvHg7+3pD04LbfXC\/ppbRLmcXVXv+FbZqPYuJllzTs\/bi23EttOUm5mjVnqElGuksqi5XY7v91nDm7AFwGsEeYFMYFmdkM18vXRsu8\/X8x+tAz09ttgR4qdGCCwRDS2dPaEM9i4mWXFOSteNaCPcG81vVXjJuVOOZnrMHAIkQ7AE+s25Li6\/n6yFYvAz1vK7Oy9cW2lxZoZ4X1Xqb9rp+S+SAqj14wU5Lbm31FLW073S0HddpQZ2z57RMl2hI9ttxAcDvCPYAIIS8nKXnRaCXKMQjwMuek6Feuvl6ZcMOOHZv2FdWWKTeI\/1eHwPKj2o9i9+2Fydrx5WcqdoL6pw9ydkNudks0bDbjiv5a86eU5txAQQbwR4AhIwXVXpuhnmEeObRgotMUbUHL9hdpGFiiUa6dlyJltwwMjVnzwSnNuMCCD6CPeSVl1\/bwUbcONnM10v5OIszfMHLUM+pQC\/fgryO4e4O2PayBRfBQtUevGBV7eUa7pleopGOE+FekNtxnVqiIUnt+wc2Q1ePyf3r7adqPADIFcEekCM\/b8Rtam3O6vmZztdjcYZ\/hS3Qiw\/zwhzkeYlQzxkt3Qe9PoKjqNqD2\/zSkltTU6HWtq6k7bgWk+Fe4NtxHVii0b6vRxOnjFFrW5dqaioyCvi8nLO3qKJMjT7ejHtK6Qit7OzTedNLvT4KgBwR7AE2mN6Ia2pxhqSsFmcg2NwO9ZwI9Ajy3OdmqJduvp4Tug\/ud\/V+8SpHH\/f0\/k6has9b+TRfLxE7VXtuL9GgLdes9n096Z+TJOAzMWcP7nm8o18XVxV5fQwgUAj2ACDA3Az1TM\/RI8zzTr5U6k0t44dqp1C1B7f5pWovG6bCvTNPP1VrX9oQ2HZcuzIJ9QY9f3+PrfbcRGjZBeBnw7w+ABBrxfY2r48ABIYXoV5D\/RzboV5TW0s01GuYVR99g7vCHurBOWWFVFLAOy2d2YU8g167dbft+9fUVKh1a+YBY7ahVBgFtZXYsqg6f6tkAQQDFXsAEDBeBXp2UJ3nHzv7egn1XLT7UDjn7ZUVFgW6ai9olV8YYKdqz+0lGrFMVe4FcYmGU3P2LG3\/mrNnB9V4AIKOij0gZLJZnNHUsjmjxRlsxPUPt0K99a2bjYR6VOf5ixehnhfz9fxm6tjwDiTf5fEsQztymdXmtbrp4wklfSKbqj3JfuWeU5tlgyzVEhNr3l46C2vMzLYGAC8R7AEh5MTiDDbies\/NUE+y13abKNCDd3b29VKpB+NoyYUXaqvKc27Hra2eYqwdNxcm2nKdrH4Lu7Wb270+AgA4gmAPeePl13YYu1ZTV4exa1lMbsRF+HgR6uWCQM9\/8mVRBrwTtKo9Kt7gJTvhXr5W7WXbxlw9ZnzCzbhhsKC8WKvad3l9DAA+w4w95JWZY8qMXWv2eAbpwnmxbdBOhnp2N97GztAjzMtdx\/DpRq9HqAenlRUWqfdIf06v9TJgC2IbLgZr6ezx\/PvYurU7ZTtoMla4Z2LuXr6wvlapglHTm3ABICio2AMAn4qt0nMj1Mu19ZYKPf+Jbb31MtTbta\/Pk\/t2H9yvqWX8gOemXKv2Zk0da\/gkqYWlWi8sn0euaqty\/8dVr9txY+VSvXfm6afmdTtu9djxCQPRIIR6q1s6vT4CgJAi2APgS+kWdoRdEFpvrbZbAj3\/sAI9yT9Vevm+OMNP2rp6VDuh0Ph1gzZrz+sqL7uCfn4Mlmtrbj6He9LJgK+0sDgQod6iijKvjwAgxGjFBeA7Z55+hta99KLXx\/CM30O9oLXdru9oc\/2emWybNskK8yT\/BHrIL2WFRdp1cL8ml4zx+ihJha3KrbWj21blWtDVVpWrpaPb86Az13bcWO37erJqyz3z9FO17qUNtu4JAAiPQAd7BQUFGT1vyZIlevrpp1M+509\/+pOWL1+u559\/Xt3d3SovL9fZZ5+t6667Tm9961sNnBYA0nMj1LNbpSf5K9BLF9w11Lm\/sbmpZXP6Jyn3ADA2yLMQ6MEP\/B7ueR0CmVI3fXzOm2Hxr3bc9p2qq5xo6zo1NRVqa+sycqZswz1poGpvfv1MI\/dHaouqy9XYvFULZlV6fRQAGCLQwZ4JkUhEH\/vYx7R8+fJBH+\/s7NSjjz6qRx99VNddd53uueeejINEAMgFoV5mEgV5XoR3qWR6nvgA8PCE0RnfgyAPfmMt0sgk3HO7eq7VB5VdTsj3qr2wySbcC0rV3tpNW\/J2my8AuCUUwd7HP\/5xfeITn0j6+OjRyX9QuuWWW6Kh3vz583XTTTeprq5OLS0tuuOOO7R27VotX75c5eXluv32242fHUBiVjuu1yGSG4LSeuvV9yI+yPNbiGdH\/OfSrvCEdV4tzvCT3YcOen0E12WzJdetxRlha8G1ULXnj3bcmpoKtbZ12W7HtWQb7q19aQNVewCQ50IR7E2ePFmnn3561q9rbm7WHXfcIUlatGiRnnnmGRUXF0uSzjrrLF1yySVasmSJGhsb9c1vflMf\/vCHVVdXZ\/TsAPIboV5isWFemIK8fMPiDGnq2FKvj+AJv7XkhrFaz0LVXm5MteM6wVqokWnAR0suAOS3vN6Ke+edd+rYsWOSpGXLlkVDPUtJSYmWLVsmSTp27Jjuuusut48IBIYVHJkW5u24hHqDre9oi7411M2OvgHZ6D6439P7t3QfVOXo456ewWvWltxdHn8vpPBW61mswDLsn2cQtG41\/z3IZGOu1ebqxy25fjwTAIRR3gZ7kUhEv\/vd7yRJc+bM0eLFixM+b\/HixTrllFMkSY899pgikYhrZwSCIpd5bZlwOvDyEqHeAMI8OGFqWXirs3LV1uVuy6YV7iXS2tHtShuuFXaFuVpPCv\/nl05tVbnnLck1NRWOXTubcM+P\/Hw2AAiLvA322tra1NnZKWlga24q1uPbtm3Tli1bnD4agDhhqtprat4UiFCvYVa9o6GeFeZJIswDXFI7odDV+5UVFnlWtZcvoV4sqvayV1s9RS1bd3t9jLQyDff8VCHnp7OY0NjezUZcFz3ekdmsVgADQhHs\/fa3v9Upp5yi4uJijR07VrNnz9ZVV12lp556KulrNmw4uUVqzpzUP\/TGPh77OgDOC1PVXmyg58dQr6mtJRrqOYVAL7l2TfP6CIAjvAr38inUoyXXH5xox7VkEu5J\/grUqNYDAHeEIth75ZVXtGnTJvX392v\/\/v1qbm7Wfffdp3\/7t3\/TO9\/5TvX1Dd3Mt3Xr1uj7M2bMSHn9ysqT\/zoT+7pEDh8+rL179w56A8LAas30wpmnnxH4qj23qvSk3EM9ybnWWwI9ID\/Fz9tzow03X8OtfAoyEwlzO66lfV9PyoDPL\/P2vL4\/AOSbQAd7JSUluuKKK\/SjH\/1IK1eu1Nq1a\/U\/\/\/M\/+sIXvqCJEwc2XD322GNaunSpjh49Oui1+\/bti74\/ZkzqrW2jR4+Ovr9\/f+p\/df7617+u0tLS6FtsKAgEVaZhj1MLNCxBDfcI9Qj0gHzm5jKNfGzBjVU3fXxeBpt2twIHoR03lp\/DPeu+blTrrWneqvmn1Gb23NZtDp8GALwT6GCvs7NTv\/71r3XNNdfoDW94g84880y9+c1v1u23366XX35Z8+fPlyStWLFCP\/jBDwa9tr\/\/ZN9+YWHqmTOjRo2Kvn\/o0KGUz7355pvV19cXfUtX4QeEhVMLNCxWKBakcM+ap+dG663kv1AvfikGgPxVVlikndv7dODoEcfuke+hXqx8DPdyVVs9xdi1amoqHG3HjeXHcM\/NUC8X82dXe3bvxq5ez+4NIPwCHeyVlZUlfWzKlCl66KGHoqHdsmXLBj1eVHRyW9uRI6n\/knn48OHo+8XFxSmfO2rUKI0bN27QGwAzghTuuVmlJ\/kz1JNEoIe8tfvQQU0dW+r1MSS5vxE3maLhIzRt4ihHK\/cI9Zi3l08yDffcCPj8Hur5wcK66V4fAUBIBTrYS6e2tlZvfvObJUnNzc3q6uqKPjZ27Mn5Lunaaw8cOBB9P13bLhA0VgBj7HoOt+P6Pdxzu0ovlh9CPar0AH9yeyNuMk615bZ2dBPqxcjXcM\/OnD2T7bhuVe1J6cM9N6r3ghzqrW7b7vURAMC2UAd7knTaaadF3+\/s7Iy+H7swY9u21DMXYttpmZmHMMk2eEm3QMPpdlyLX8M9t6v0LOtbN+f0tXci1JOo0gMwVPu2k6GJ6XDPi\/CqtX1nRm9eyreg086cPdPtuG5LtzHXqeq92Ou5HeqtaTY37mjBLH6+AxBsI7w+gNMikUjCj8cGfhs3bkx5jdjHTz01eP8ShfzzYmeHzpheZfSaDbPqfRWknXn6GVr30ovRMzm1+CETsV8XL0K9bDW1tRDqAXBdzeSTy8jKCovUe6Rfuw7u1+SS3Lsh3Jqrlyikq6ucmPZ1LXGvMxkgZaJu+ni1dHTbXi4B\/2vf16Pqscn\/O7CCt3UvbYiGcfPrZ+Z0r9hw0MsqvUwXZwBA2IU+2HvllVei71dUnPwXtJqaGlVUVKirq0srVqxIeY1nnnlGkjR9+nTNnDnTkXMCpjTUzlJTa7OnZ1jfulnzap0PeKwQzQr43A73vAz0JHtz9Yyeg1APQAqx1Xqx7IZ7Tod68WFeJkFevPjXxAZ9boZ8rYR7rqqpqVBrW5dqK939mqcL96TEAZ+UWcjnl0AvW2HaiLum+5AWV0\/2+hgAfCbUwV5ra6v+8pe\/SBqYtzd9+smBpQUFBVq6dKl+8IMfaOPGjVq1apUWL1485BqrVq2KVuwtXbpUBQUF7hweeemV7u06rXya18dIqamtRQ01dUkfb6ifo6ZNqatgTXO7es\/rQE\/yz7IMa54eAH\/yy+KM2Gq9WHbDPSdCvdhAL5cwL5XY67kV8tVNH6+Wzh7CvQy0bN1t\/HvutkzCPWlwMBcf8mXyGi\/l0oZrZyNuY3s37boAfC2wwd7jjz+uCy+8UCNGJP4Udu7cqXe96106evSoJOmTn\/zkkOfccMMN+tGPfqRjx47p+uuv1zPPPDNo6+2hQ4d0\/fXXS5JGjBihG264wfwnAvzLmTPrtG6L+WqqdBrqZqupZbPmVdWkf24W7bhuVe1Z4qv3JPMBnx8CPYlQD+FTP07atHe0yoYdSP9kZM0vizOSiZ+5l0nA58SyDCvQcyvYse7TsnV39N5OBXz5FO61dPbk9HujtnqK8bmIrVu7Xa\/akzIP9yx+CeyyYaINl8UZAMIisMHe9ddfr6NHj+qyyy7TOeeco5kzZ6q4uFivvfaann76ad1zzz3avXug9eMNb3hDwmCvvr5en\/3sZ\/WNb3xDjY2NOvfcc\/X5z39edXV1amlp0Te\/+U2tXbtWkvS5z31Os2fzAywGNFRUqamrQ7PHh\/svx7nyomrPkijgk3IPtPwS5sXzelkGoR78qPvgfk0ty6+FAX7Xvm130mq9eJlW75leluF2oBfPrYAvH8K92qpy32wCrqmpUFtbl2f3zzbcy1dU4gEIg8AGe5LU1dWlZcuWadmyZUmfc9lll+nHP\/6xRo0alfDxr33ta9q1a5fuvfderV27VldcccWQ51x99dW6\/fbbjZ0b3tmyv1czx5R5fQxXOLFAw5KuHdfidtVerNgQLj7ki2WFXcke91OYJ+W2Adf0sgxCPSCxlu6DXh8h8NJV75mcq+d1oBcvPuAj3POG6XZcr6r2pHCGe2uat2ZVrbemdZutNlwTGrt6Pb0\/gPALbLD385\/\/XCtWrNA\/\/vEPtba26rXXXtPevXs1ZswYVVZW6vWvf72uuuoqnXPOOSmvM2zYMP3kJz\/RZZddpuXLl+uFF17Qa6+9pkmTJumss87SRz\/6UV144YUufVZw0txJU\/Xyazu8PoYrclmgsb6jzWg7rpdVe\/FShXPrXnox7XP8ItcNuEbP8K9FGQASqxx9XLsPHdTUsaVeH8VzyZZmZCK2ek8aCPhMhXpOztAzIRrwOVS9R7iXnOl2XK+r9qRwhntuamw3UwG6sG56+icBQI4CG+wtWbJES5YsMXa9iy66SBdddJGx6wFBYs3Zy0YQqvYyEYRAT\/LHXD223wLB4ofFGZm24SZiVe9ZAd+Bo0c0b6a9kMtvVXqp1FVOdKx6j3DPXV5W7UnhCfdyWZqRTDbz9WjXBeB3w7w+AICTzpxZp1e6\/T\/IN9OgyAqhcqk0w1BeztUj1AOCyavFGXaq9eKVFRapb9cBTZ08WrsO7o9W8WWjtX1noEI9S13lRNVVThx0fmPXdmCjMIaqqanw+gihYrINl8AOQFgQ7AEh1VA7Sy92dmT+\/LrZWbdZZtLmmUsYhcFynatnGqEegGzYqdaLZYWEZYVFg2bwZRrwxQZ6QQr1YlnndiLc88uyCT9p2WoumPaL9n3eV\/DaYbJaDwDChmAPQE6yrQSjai83dubqmazWI9SD0+rHSb0nzARB8JbJaj3rWjOnnZxZmCjgSxbyBbFKLxmnqvfCGO61dOYeYjmxtKSmpkKtW73\/Ggc13LNCvWyr9ZLJtA3X1Hw9U9Z0H\/L6CAB8imAPvrJkWvrlDX7RUFGlzT3++h++CU5W7RHuZSeXuXoW0y24AJANU9V60uBQL5YV8CWq4gtq620mnKjeC1O4x8zAcMom1Iu+xkAbrt12XdMbcRdXTzZ6PQDhQLAH+JCpOXu5tONmdf0swiNacnNDCy6CavLYUu3s3eP1MfJWW1ePJ\/P1TFfrJQv14sWGfC82b9WBo0c0duKo0IV6Fqdac8MS7vkRVXu5CUMLLhtxATiNYA95Z8v+Xq+PkNKZM9NvmnVaNlVaDbPqMw6TGurnULWXITtfJ6r1AHjJRLVergFh+9ZuFQ0foTn\/qtpK16obZKbDPWuZBuHeQDuuU3P2CPeyl221XqqlGdlsw80Xr\/Yd03nTM\/tHFAD+RLCHvDJ30lSvj+AJJ6v2LNlUihHupZZrCy7VesHVrmleHwHwjURz9TJ63b8Ck5n\/CqiSteqGKeQzPXePcM9ZbMjNzprmrTm14KaTSXut3+brAUAqBHuAT5lsx81FtlV7GT+XeXsZybV1mYUZALzSvm23sdl6dkO9eGEP+UxW7xHuOY+qvfRybcFNtTQjW3bn6wGAWwj2ABucWqDhdTuu01V7hHvJ5fo1caJaD3Cb3c245SVjtKPX3z+suqGtK7hfg2zm6kVfkybUixcb8pUVFoUm5CPcM8+Jdlyq9jKXa7VeqjZcN8O6xq5eY\/P12IgLIBWCPSAPZLtEw5JL1R7hnn1+qNYDTGGBhjfcXpxhYmlGLtfINtRLJFnIF8Sgj3DPnNrqKY5en6q95HJtwTVVrefXNtx82oh7cVWR10cAAoVgD0BCuVTtZRssEe4N5qdqPdpwYcLksQzjzicm2nCzqdYzEerFC0PLLuGe\/1G1l5zdLbimlmbQhgsgSAj24DtLptU4fg+\/b8aVBtpxTc3ZszhdtSdltyVXyr06LWxyXZhhMVWtBwDZMlWt53WoFy\/IIR\/hnv\/V1FRQtRfHCvVyrdZLFupZ3G7DBQC3jPD6AIDb5k6aqpdf22Hseg0VVWrq6tDs8eXGrumEhtpZamptzu41dbPV1JJ7FVlDTWazAhvq56hp00bNq83vKrFcQj3T1XoszQiGnT2ZtbdOGT\/B4ZMg3u5DBzU1DysV7VTrZRsMuhHqxbPCvY72Heo\/fky79Fr0sdEjk7c9e1mZVVc5US1bd6u1faftttK66ePV0tmj1o5u1Vb5++87JtVWT1FL+85oUOqE1q3dqq3Mn69pMnZDvVSyqdZrbO82FgCamq8HAOkQ7AE+90r3dp1WPs3Y9V7s7NAZ06syfr4V7s2ryrySsmFWvZqaN2UV7kkDVWv5GO7ZbUWmWi8\/xId5U0rLUj+\/r3fQa4IS8tWPkzbtHa2yYQe8PkogBXVxRqbVem6Geh3tQ\/8RsHr64ICn90h\/9P3JJWOGPL+1rWvIx9wM+wj3\/K2mpkJtCX6PuK19X4+qx7oXlMezE+pZ\/FStFySv9h3z+ggADKAVF\/Ax09txG2pn5fzaXFpys3p+ns\/boyUZyezs2RMN6KaUlkXf0ol\/bux13MYCDXe5uTijfdtu29V6fgr1Otp3RN+kgSAv9i1euu26tZXlg94kqa2tK\/rmBtpy\/c8PLblesRvqma7W86M13YccXZxx3vT8qzIHwoZgDzBkc48\/\/zKQSLaz9uy0ZuYyby+fwj07n6sTbbjwj0SBXq7iAz43sUADyWTTgut0qJcszMtGJvP4koV8TiPcs6dlq\/05kslYFZxeh3tezNozUaknma3WM1HZ19jVSxsuAFcR7CFvmVyg0VCReWtrLkwu0fCiao9wLzU71Xqm23CZr+cPpgK9eF6FewgnE0szslmY4USolyjQsyvZ0o14bgd8hHu5sdvCnIl83JJrItQzWa0HAEFGsIe8NHfSVK+PkDHT7bgWt6r2CPeSC\/vnh+xZVXqmA71YQQn3ek\/k3t4J9+TahptttZ7pUM+JQC+RbAK+2spyxwM+wj3\/8suWXDeYDPVMVeuZXJoBAG4zHux1dnZq9erVWrlypQ4dOmT68sgTS6ZlvqgB2cu1aq+hbnZO7Zq5VJXlS7jHbD1YYqv0nOb3cK9+nNcnCCY3F2e4Va3X7kDQ4UagFy+TgE+SKxV8hHu5cbIdN5aX4Z4b7bim2m+l1KGeV9V6jV29Rq+3ppufpwGkZyTY27dvn7785S+rsrJSVVVVOvvss3X++eerrW1wAPCb3\/xG73nPe3TttdeauC3gO07N2TtzZp3RdlxLtlV7llxnsWU7Ey5fwr1cmJ6vB+80tWx2vEovEbfDPRZouMPNxRlOV+uZnqtnVem5GejFS7dsQ3KnRZdwLztutONK\/pm35xRToV66FlxLNtV6Jpmer+fk4gwA4WA72GtubtaCBQt0++23q7OzU5FIRJFIJOFzzznnHD366KO699579eyzz9q9NWBbkObsmWanai+n1+XQkiuFN9xb37rZdrWe6fl6cF9Ty8DvazcDvVhWmOh0uMcCDcTLdLaeyVBPkmeBXiLpqvjiAz7TCPf8yetwz6mqPdOhXrpqvWzbavOxDffVvmNsxAVCwlawd\/jwYb3tbW9TS0uLSkpKdNNNN+kPf\/hD0udXV1frggsukCT9\/ve\/t3NrwLYgzdmzBL1qj3APGNDUsllNLZs1r6pG86r8MXrAr225QTOxuEQ79vV5fQxH2WnDbd+2O+MWXBOhnh+q9NKJD\/jiEe75h1vtuF6He6aZbL+V0s\/Vy4bJaj3TbbgAkClbwd4999yjzZs3a\/To0Vq5cqW+8Y1v6KKLLkr5mgsvvFCRSET\/+Mc\/7Nwa8C0n23FNs1u159a8PYlwD+FhVen5JdCT\/Dlzr35cbgs0ykvGaEeve7Pm8lUubbjZtuDa5ccqvVTiW3RjOblcg3AvM26141rCEO6tad5qNNTLpAXX62o9k224zNcDkClbwd4jjzyigoICfepTn9KZZ56Z0WvmzZsnSdq8mR\/OET5utOOartprqJ2VU9Veri25llxmxIUl3DPRhotg8mOoZ3GjHZg5e3CrBTdooV6sdAGfZL56j3DPn7wK90y048YGeiZDPZMLM0zP1nMC8\/UAZMJWsPfKK69Ikt7ylrdk\/JqJEwf+4tDb22vn1sgDbm3GNTlnz2lOVO1ZgtCSK4Un3EN+8WPrbSJOzttjzp6z3NqIa2IbbsrrG2jBDXKoFyvZ\/D3CPW+51Y5rCWLlnunWW0smLbheVevRhgvAS7aCvX379kmSSksz\/8t6f3+\/JGnkyJF2bg0Y4dScPafacZ3iZUsu4R7Czs9Vesn4qSUXmXNrI26ubbjpqvVMtOCGJdSzJFuw4XS4Z+RaIQz33G7HtQQl3LNab01V6UWv27otbajnh2o909twnfRq3zGvjwDAIFvBnlV9t3Nn5v+y9+KLL0qSpkzx5n+MgNOcbsc9c2adI0s0pNyq9uy05NrZ6hrUcM\/v57VCKNhnVelJwQr1\/DRvL9c5ewguO9V6YQv1YiVasOHkUg0TVXtSOMM9r7gd7mXTjmt6lt6ga2c4V0\/yrlrPCW7M12MjLhAetoI9a67eX\/\/614xfc++996qgoECve93r7NwagGG5Vu1Zcqnas+RStScFN9zz63y9IIVPfhcb6AXx6+rGvD0ET65tuJm8zm61XphDvVjx1XuxSzVMMdmSK4Uz3HO7HdcSG+75pXrP9Cy9QdfOYK6eJZuQznS1XmNXryPVevk6X+\/iqiKvjwAEjq1g79JLL1UkEtEPf\/hDtbe3p33+bbfdpn\/+85+SpMsvv9zOrQGjnJiz53Q7btiq9vIt3EN4BbFKLxnTVXuTx5ayQCPgcmnDlTJbmpFrtV6+hHqWZNV7hHvu8Kod11JTU+GL1lyn2m7jmW7Btfi5Wg8AsmUr2PvQhz6kU089Vfv27dOSJUv0xz\/+UZFIJPp4QUGBTpw4oZUrV+riiy\/WV77yFRUUFOiss87SJZdcYvvwCD83Fmg4MWfPjXZcJ3hVtWenJVfybwUc8oudBRlVxzsdOlXuqNqDCU5X6+VbqBeLcC+\/eVW952Tb7aD7ZDBXz+J1tR4AeM1WsDd8+HD9\/ve\/V3l5uTo6OnTJJZdo3Lhx0ccvvvhilZaW6vzzz9cTTzyhSCSiadOm6be\/\/a3tgwPwZ9WenXAv16o9aSDco2rPvnlVNczZy0GYqvRiObklN1PM2Qs+p6r18jnUs1jVe7GtuU6Ee8auF5Jwr7Z6imftuLHiq\/dMB3zWnD0rzIut0HM61MuEX6r1TLfhruk+lLdtuAByYyvYk6S6ujqtW7dOb3vb2xSJRHTgwAFJUiQSUWtrqw4cOKBIJKJIJKK3vOUteuGFF1RZSekz8oOT7bh+rNqz05JrsRPuSf5uyfXz2ZCboC7ICLvykjHa0Zv54Hekl+t8vbTXtRlE5HOoFyu2es90uCeZq9qTwhPu+YkV8NXUVEQDPrshn3UNJ2foJZLpXL1cFmY4sQk3iF7tO8biDCBkRpi4yNSpU\/X444\/r5Zdf1u9+9zs1NjZq165dOn78uCZOnKj58+dr6dKlWrRokYnbAY7Ysr9XM8eUGbteQ0WVmrqyr3zzixc7O3TG9Nxaitd3tOUUcjTMqldT86ac7ikNVO01bdqo9a2bNa\/WfsjohKC0DTe1bDYS1IZZvgR6VtXelPETjF1zZ+8eTSkzdz24I9v5eu3bdjtarUeoN1hZYZF6j\/RHW3Pb2rqi1Vx21FVOVMvW3Wpt32lsvpwV7rV0dKu2qtzINS2tHd3R6zutZetu41WNdlnf87a2roThnrVNOVayELCmpkLVY9z5WkrZLcuQcqu8M1mtRxsuAL8wEuxZ5s6dq7lz55q8JOCKuZOm6uXXdnh9jKydObNO67a06LTyaUav21A7S02tzbm9tm627VbOprYWNdTkVpFohXvI3byqGltbjsMu9vd32EM9J0weW6pd+\/q8PkaotHUFszox12o9qwUXQ1nh3piJxdq\/+5DxcM+0uunjHQn33FBbPcVoJaNpyb7vrQmqOVP9Hmnf3+NquJdJqJdLC65T1XpOtOECQLZst+ICTnNjgYaTnN6O66RcZu1Z7C7SYN5eenaqGzO6PrP2hoit0sunUM\/rWXtBm7M3sbhEO1wOL2snFLp6P1Ny3YRLtV5y1ty9MROLJclYW25d5UTHgqzWju7Atub6YdZeNmLbdmNn9Hkt02UZubTgWoKyCZf5egCyRbAHOMjp7bgWJ5ZoeDlrz+6WXEuYw71cKxozlU+hVSaYpQdkJ10brp1qPUK9zDgR7klm5+1JA1V7QZ27Z6o1Od9luizDkm1A50S1XlDbcF\/tO+b1EQA4wFYrbkdH9tU8BQUFKioqUmlpqQoLg\/mvywgv03P23GC14zrBasnNZdae1ZJrJwShJddb1obcfJ+1R6A3wPSsPebsBUf7tt1Zz9fLRLbVen5owe1oye7vvlV17vwDXzJlhUXSRGn\/bjPtfU7M24tee\/p4tXT2qDWgrbnITTZz9XLdgis5U61nug3XLSzOAMLHVrBXU2Pvh5wZM2Zo8eLF+tCHPqQLL7zQ1rUAu5ycs7e5p1uzxzv7l9RXurcbn7XnJbuLNKST4Z6fFmk0bdoYmAUalnwN95il55xc5+z1nhitsmEHHDgRgsLtar34IK86weKBVNrjXu9V0DdmYrHv5+1J9sM9Lyr+aqunqKV9p++WaJjk1Jy9bJdlSOGu1lvTfSjv23Avriry+ghAINlqxY1EIrbetm7dqoceekhvf\/vb9e\/\/\/u\/q6Qnm8GcgFTfacc+c6VxbZkPtrJxn7TXUzba9hMHOrD2LX1pynQgYnZ6zZwVa+TZvL19n6aXj5ay9+nHZPb+8ZIx29Lr794q68hJtPTDc1Xv6Ufu21KFPLm24blfrdbR0REO96sry6Fu24l8be123lBUO\/KB84OgRX7fkWuy25bq1ERf2ZBvqrW7bnnPVHdV6AMLOVsXeT3\/6U0nSPffco3\/+858qKirSv\/\/7v2vRokUqLx\/4C0x3d7caGxv15z\/\/WYcPH9bZZ5+t6667Tnv37tVLL72k3\/3ud3rttdf0v\/\/7v3rHO96hFStW2P+sAISCyaq9MGqoqTMSfKZjbcnNh8o92m4BM1LN15NyW5rhRrVebOiWS5CXinW99q3d0fu4VcFXVlgkTZV27ugzUrnnZEuuNLhyT5LvW3PzoWrPCdmEerlwahMuAPiNrYq9q666Sv\/4xz\/0\/PPPa+nSpdqyZYseffRRfeELX9B1112n6667Tl\/4whf06KOPasuWLbr44ov1\/PPP6+9\/\/7s+9alP6Uc\/+pE6Ojp05ZVXKhKJ6Nlnn9UDDzxg6nNDiLi5GXfL\/l7X7mWaE0s0LF5syLWEqWovqMJeucdyjMx5vSE3SNzejBtWblXrxVfoOcWrCr6ywiJNmWputpbTIVa2SzX8sHgjaBtyvZLpBtxYfqnWc7IN12kszgDCy1aw99hjj2n58uU655xz9Mgjj2jy5OQzASZPnqxHH31Uixcv1k9\/+lM9+OCDkqSioiLde++9WrBggSTpN7\/5jZ0jAbbMnTTVkes2VFRpc4+zf+F0uh0359f6YENu0GbaZaOhps7xdlxLGMO9+ECPUM89k8eWamdv9gFh7wnzSxycMLG4xOsj+FKu23CdrtaLDfXcEh\/wuSUoLbmWTMI96zEv23DDviG3fb+Z0QbZbsDNtQXXyWo9p9pw3Zivx+IMIJxsBXvf\/\/73VVBQoE996lMqKChI+\/yCggLdcMMNikQiWr58+clDDBuma6+9VpFIRI2NjXaOBOS9sFbtmUDVnn1hCfcI9Ozzomov2zl7sC\/bjbjp5utJ2bXhOl2tZ1XMOV2ll4qb1XuxVXsmwj23Wk9jw73YgC\/2136ZrUfVXnK5zNWzw4nZegDgR7aCvfXr10uSZs3KvJrHeu6LL7446OPz5s2TJO3ezf8MgVyFuWrPbjuuX6r25tXOdmTmn1tVe9LgcC9oAR+BnhlTSsu8PgJ8LN18vWw5Va3nRZVeMm5W75UVFmnMxGKj13S6ak862ZpbN338kEDPL6Fe2Kv27MhlA66UWzjnVLVeY1evI9V6brThAgg3W8He3r17JQ0syMiU9dx9+\/YN+nhx8cBfMEaOHGnnSIARTs3Zc7od1+\/8ULUXRg01zgW6ycSGYkEI9wj0wiUo7bjwLz+FerHcbs0NUtXeoHvGhHx+RNXeYLmEevlWredGGy6A8LIV7FVWDvyB+ctf\/jLj19x\/\/\/2SpKqqwVvAdu3aJUnRbbqAV5ycs+cWP7bjmtimyhKN1Nys2rP4uXrPOlNTy+ZomOfnQK\/qeKfXR8iaiXbcbOfsZdOOW14yRjt6zcyFgn3Zztdzqg3Xr6Gexa1wr9bg519XOdGVqr0gCHPVnp05e7mEen6q1gu6V\/uOMV8PCDFbwd4ll1yiSCSiX\/ziF7rrrrvSPv\/OO+\/UL3\/5SxUUFOiSSy4Z9Ng\/\/\/lPSVJ1dXbl2cgfbm7GDTK\/tuPavneIlmg40Y7rRdWeJb56z8uALzbMiz9bEO3YszujNy+YaMedPDbcP2RMLC5hM26cbObrSc614fo11LO4WbkXpEUaQVFbPYWqvX\/JZQOuZK\/izolqPafacHHSxVVFXh8BCKwRdl78n\/\/5n\/r5z3+u3bt36zOf+Yx++ctf6sorr9TChQujG3J37dqlxsZG3X\/\/\/VqzZo2kgaq8\/\/zP\/xx0rd\/85jcqKCjQm9\/8ZjtHAnxvc0+3Zo\/39w8UTlrf0RbooMXvmpo3GQlBc2F9X9d3tA0K90xUa6YSHyQG+fdXopBuatmErF83dYL7rXEYUFdeopbug6ocfdzroyABa1FGEFRXlqt9a7c6WjpUVWe26r+ssEi7Du5XbWW5WnPcVByvrnIiYVaclq27PWlV9otcQj27LbhBw3w9ACbYCvYmTpyov\/zlL3rrW9+qnTt3as2aNdHwLpFIJKKpU6fqT3\/6kyZMOPmDSmtrq84++2ydffbZuuyyy+wcCfC1hooqNXW5Mzfnle7tOq18mvHrNtTOUlNrs86Ynv0PGQ11s21XczW1tdiqTmuon6OmTRs1r9bZsCkTTZs2Gq0ibKipU1Nbi6fhnjQ4WIsP+SR7QV+i3z9BDvKkuBbq8nkZBXnxYl+zo3dPNOhzI+Db2bNHU8Znf2a7ek+MVtmwA67fF8llshE3U0604bo1t84kJ8M9S21luVrbulRTU2Hkeq3tO0Pdjpqp2uopeV3BaM3Vy0WuFXeN7d2OVes5ifl6AOyyFexJUkNDgzZs2KAvf\/nLuu+++9TXl7jlpLS0VFdeeaVuvfVWjR8\/uA2jtrZWP\/3pT+0eBTBqy\/5ezRxT5vUxcnLmzDqt22J\/Hp3fNMyq92SOnBPm1c52ZN6fFe75RXzolijos3vNIIr\/fWyF1R0j7AdkVshnBXxOhntTSsu0s6\/XsesnUz9O2rTX9dsiAyY34jrRhhuUar1YVrhnUu+RfqPXs1C1N1ht9RS1tO8MVdVe+\/4eVY9J3VKf6wZcP1frBbkN99W+Y14fAYDDbAd7klRWVqbvfe97uuOOO7R69Wq99NJL6ukZGK46fvx4zZ07V4sWLdKoUaNM3A5w3NxJU\/Xya84M7QbtuG7wumovmXz\/vscGek7PRYwGfC5W7+VqZ+8eTcmhUjEoduzr09SQzxP0uyC14CZSXVmudsNVe5NLxkTfN121h8HyqSU311DPYqdaD8mxOAMIN1vLM+KNGjVKr3\/963Xdddfp85\/\/vD7\/+c\/ruuuu07nnnjso1HvhhRd0\/fXXm7w1ECibe9z5y4dT23Ebamd5uh3XBL9sxzW9REM6GRiFpboxDJqaN0W\/Hw01da4uO4kP+JxgZzuunQUavSdGp32O15txJxaXeHZvP2nf2p314gxTgtiCm0wQPhc25A5mtSXnQyWjnVDPRLVe0Npw13Qfog0XgBFGg71Utm3bpq9\/\/es67bTTtHjxYn3\/+99369YIkTBsxm2ocGZGTjwnt+N6qWFWve1WUz9tx3WKl1tycZKXgV4sJ8M9E9txc1E\/zpPbwgVOzNcLcrWexelNubWV5UY35OKkfJo5mGulnuTfar0gt+ECyA+OBnsHDhzQz3\/+c73pTW\/SzJkzdcstt+jVV19VJBJx8rYAEChOVO1Fr03VnidyDfSqjm117ExuVO7hpK0Hhrt2r5qK8Wrdc8S1+7nBifl6YWAioOw90j+oDdcpVO0NVls9JTRVe+37h1ZB21mWsbptu+1qOyeq9QAgKIwHe5FIRH\/5y1\/0wQ9+UFOnTtVHPvIRPf300zpx4oQikYimT5+u\/\/iP\/9DTTz9t+taAcVv293p9BF\/LtR1XGpizB3eq9gj33OOXCr1knAz37LTjhk1d+eD224nFJdqxL\/FyMTgr6LP1ksm1ai+TpRkmqvbyZZ5cLsIS7sWyO1cvH63pPuTKfYKyOOPiqiKvjwAEmrFg7+WXX9ZNN92kyspKvfWtb9WvfvUrHThwQJFIRJWVlfrMZz6jf\/zjH+ro6NBdd92l8847z9StAUfMnTTV6yMY4eScvZxf65M5e37iVNUe4Z47\/B7oxZrqwJIKL9txM5mzB4SJ3aAyVbVereEQlKq9wcI4b89uqGe3Ws\/JNtzGrl5H23Ddmq\/H4gwg\/GwFe93d3brrrru0YMECzZs3T9\/5znfU1dWlSCSi0tKBP0AKCgp0xx136Fvf+pZe97rXGTk0EHQNFVWuLNAI65w9Sbbn7PmJk1V7EuGek4IU6MXzU0vu5LGl2tlLxR\/MCsKiiVxVV5Zn\/fllUq1noWrPOWEK9\/xSqUcbLoB8l3Wwd\/jwYT344IN6+9vfrunTp+szn\/mM1q1bp0gkosLCQr3zne\/Uww8\/rO3bnakSAoCGWfX2r1E\/xzebcS1Oztoj3DMryIGelJ\/z9rzcjBs9A+24rgtjG26sTMM9K9TLZLae6ao9DBWGcM+as2cn1DMxWw8AkEWw9+yzz+q6667T1KlT9d73vldPPvmkjh0b6Nk\/77zz9MMf\/lA7duzQww8\/rHe+850aNWqUY4cG4B925uzhJKer9iTCPRPcCPScXKARy4mWXC\/m7GXSjlvuwqKARGIXaEwsLknxTCB72YaWbizMSIR23MSCHu61bN3teaWe09twASAoMg723vjGN+onP\/mJ+vr6FIlEdOqpp+prX\/ua2tratGLFCl177bXR9lsA+cHunD0WaAzlZNWeRLiXq6BX6KViqmrPqzl7fhW\/QAOZ6WjfYWQjbpjbcOOl+1yzacGNRTuu84Ia7pk47+o2M91dTlX8OTlfb033IVfm6wVlcQYA+7JuxR07dqzuvfdevfTSS7r55ptVVVXlxLmApJZMq3H1fkHfjHvmzDrHFmjALDeq9iTCvWyEOdCT8rMlF\/kj7G24UvrPMZsW3Fi047onaOGedU7r3HbQhus8FmcA+SGrYC8SiWj\/\/v26+uqrNW\/ePN1xxx3atm2bU2cDPOf0Zlw3FmggeJyu2pMI99KxAj0rzAtboBfLiZbcXNlZoBGE7bgTi0uYswfX5BrqOYF23NSCEu7Fh3rt+3o9PA3C4uKqIq+PAARexsHeypUrdc0116i0tFSRSCRasTdz5kxdcMEFuvfee7V3714nzwqESkMF1a52hWkzrsWtqj2JcC+eFebFBnpwz+SxuVcV1I8zeJAAa91zxOsjwAOJNuSaCvVox3VPUMI9E5V6JpZmNLZ3U\/EHAP+ScbB37rnnavny5dqxY4ceeOABXXTRRRo+fLhOnDihZ555Rtdee62mTp2qd7\/73fr9738fXawBAE4wsRnXz9yo2pMI9yR\/ttu6tUAjlql2XC8WaGTKi824sQs0nFRTMd6V+8D\/TIV6tOO6z8\/hXsvW3UZCvSBo7Or1+ggAkJWsZ+wVFhbq3e9+t\/7whz+os7NT3\/nOdzRv3jxFIhH19\/frkUce0Tvf+U5NmZIff\/ADCO5m3Ib6OVrfutnrYwzhZtWeNDjcy6eAz4+BnldMteN6vUAjVTuuF5txky3QoB0XTuho6fBV+y1y48dwz+RZTC3NcJqTizMAwLSsg71Y5eXluvHGG7V27VqtX79en\/70pzV16lRFIhH19PSooKBAkvTpT39an\/rUp7Ry5UojhwbgH2zGdY5bVXvS4GArzOFeonbbfA70wiQo7bgTi9mW67SOlo68WJwRq7qyXP3HB7plTId6JtpxJebsZcNP4V66ZRm5zNnL9xZatzbisjgDyB+2gr1Yp59+ur797W9r69ateuKJJ3TFFVeoqKhIkUhEXV1duvvuu3X++edr2rRp+sQnPqG\/\/vWvpm4NIA024waP21V7lrBW71Gdl97UsglsxwUCyqlKPVPtuF7N2Wvp7En4FgS11VNUWz1FLVt3exbwmdyAa1JjO8vnACCWsWAvesFhw\/TWt75Vv\/rVr7Rjxw4tX75c5513nqSBrbo7d+7UD3\/4Q\/37v\/+76VsDQOi4WbVnia\/eC2rAR3VefgrCdlyJdlyYY4V6o0cWqm3zFm8P4yNWgFdbVT7oLfaxIPCqes+voZ4l36v+ACCW8WAv1tixY3XNNddoxYoVamlp0a233qpZs2YpEokoEok4eWsgMDb38K+OSMyrqj1L0AK+2CAvDGGeFws0\/GBnb+7LN\/zYjltXXjJkgQbtuDAltlLPrwGMF2JDvXhWwBe06j3J\/XAv099TmbbjBmW+HgAEjaPBXqyZM2fqS1\/6kjZt2qSVK1fq2muvdevWgG1b9vc6ct2GiipHrovwmFc725OqvVh+DvhigzxJgQ\/z\/MBEO26um3Enj2UekB01FePVuueI18eAS9xclBHEOXuJQr1Ejwcx3HM64HNyAy6Vdoh1cVWR10cAQmGEFzc999xzde6553pxayBrcydN1cuv7fD6GEiiqa2FEMclsV\/n+HCvYVa9K2dIFCry\/TdnatkE7bBRMScNbMbd2ddr5kA56j0xWmXDDiR8bEdvj6aWjXf5RInt2NenqT4PM6tnTFTbtt2qmRyMFud8kyjUa9u8RTWzZxq7R21luVq32u8uqKuc6ErFWTZBXTTc6+hW3XR\/\/LmQihW2tbbvVMvW3Y7MLnQy1AuCxq5er48AAFnzJNgDABMaZtUbqR5b37rZ87bXdJo2bVRD\/RyvjxE1KORra0kcuOUY9qX6noYxxEtdkblR4097s2tnCYP6cdKmvYkfKy8Zo+6D+909UBITi0u0+9BBr4+BgOo90p8w1KutnsL2WaWv1kv0\/JaOgfAySAFfy7++16YCPjvBa\/u+XlWPLTNyDq8trJvuyHXXdB9ybSMugPxCsIdAWjKtRiu2t3l9DIRAQ\/0cz1td05lXO1vrWzd7fYykEoVtycI+O9cMg0S\/19KFyi\/sfi36\/tSJk4yfCc6rKy9RS\/dBVY4+7vVREAJWCy6GaunsyTrUs9RWlau1o1stnT2BCPekk0GuFcjlGvDFBnr5XK0XJudN93c1OACzCPYAICD8VrWXSliDuVzEh3nZVodOGT9B0sDcuh3\/CvmcDvh27NmtqRPMt3i5KVU7rp8EoR0X\/uHmXL18FNRwT1LOAZ\/ft98CANJzbXkGgHB7sbPD6yOEmt9bhTFY06aN0Tdp4PtnveVqyvgJ0ZBvR0wVn2lTyyY4dm23+HE7biJObcf1coHGlu19nt077LIJ9do2bzF679rKcmMLNJxiaglG0JZqWGqrp2S9YMN0qJfpdlwAgFlU7AGwraF2lppam3N7bd1sNbVs1ryqGsOnAtwXW51nKoytOtKhjsKTG7SnjJ8Qrd6jNRfxairGq63Lm0CiesZEtW9zfjlCPsom1MvnOXu5tuEmu06Q5u5ZYkO6ljS\/D6jSA4BwINgD8sgr3dt1Wvk0r4\/hO9acvSBUxQWpHTefOBHopRJbuUe4l5yf2nFTzdmjHRephKn9tq5yolradwYmUApia26soHydAQD20IoL5IkzZzLzLOiCEDzmk9h2WxOttrlysi03yPK9HRfhEoZQL6iC2prrFdpxkamLq4q8PgIQGgR7AABkIdHsPKdVHUk8w9Kq3EPmykvGaEcvP6Bno3rGRLXt8kflY77pPdJPqJcBp0M3wj0AgJ8R7AEIvKa2FiPXWd+62ch1nBa\/ZRXu8CLQyxRVe4nVjxtox4U\/bMkgFKmqnqr2Tub0SSdbcP3Ezws0TM3XS3d9wj0AgN8Q7AEItIZZ9WauE5C5dX4Kk\/KFnwM9KXxVe5PHlmpn7x6vj+GIuvISbT0wfMjHJxaXaMc+c9tkayrGe7oZN5HqSmdDl7CxO1evtnqKI5tx8x3hXmZoxwUAd7E8AwCABGLDPD+I347rZ1NKy7SzZ0\/oQkfADWFalhFGQV+oAQAIHyr2AB\/Y3NPt9RHwL0Fpx4UzEi3ECIIp4ycYbcedWjZBO\/aEox2SdlwEEaGev1G5l16Qq\/ZWt3R6fQQAyArBHuCxhopgVODkg6C048I8v7fbWpIt0UCwJGrHlWS0HddLW7aH4\/PwAssystfS2eP4fL1ECPdys6Z5q6+uE29RRZkj1wUAJxHsAQDyVlACPdjnl6q9uvKShB+fWJz440FTPWOi10cILD8uy0BqhHupxVftLayZZuS6i6qZ9wgAsQj2ACAO7bjhR6CXX+rHeX0Cb5heoNG264DR6zmlqq5K7VuDNeKCuXrBRbgHAPAawR6QgbmTpmrL\/l6vjwEX0I4bbmEI9GjHRSZqKswO9acSz3n5EurVVU5Ua\/tOr49hFOFeckGetRdEr\/Yd03nTS70+BgCXEewBQAJU7YVL\/EKMIAZ6sM8v7bhS8jl7yD9OzdWrrZ6its1bzF6zslxtbV1Gr2mHn4I0L+b8BdHCmmm+n7MXZKeUjvD6CAA8QLAHIBSa2lqMXcvPVXvrWzf7+nx+EtQNt3CGn9pxU83ZC8sCDWSGuXr2+SlQq60q91XY6BdOVO0xZy+5lZ3+\/\/\/IxVVFXh8BCBWCPQCB1zCr3usjwEfC0G6bjtPtuDt692jqBFovYd4WQo8o5uqFF+Feen6vtlvd0un1EQAgYwR7AJCE39px\/XYev8mHQC8odvb1en2EpHpPjFZ5yRjt6OUHb7dVV2ZWYVNVPVXtnbsdPo23CPXCi3l7icVW7Znajis5ExAuqigzfk1JWlBerFXtuxy5NoD8RrAHAAlY7a5+C9Now00sHwM9vy\/RmDJ+gtdHGMJP7biS83P2airGG9+MC3MI9cKLcC8zdkM52nEBYADBHgAk4acQjdl6iTFDD0GVbM4ewo+5evnBT7P\/\/MKpqj0AyHcEewCQQkP9HM+r9ry+vx\/Ft90C2fDTdtx4fl+g0bbrQNrnVM+YqC3b\/fs5eIkWXHNaOnsCEZ5RtZeaiVZav8\/rAwCnEewhsJZMq\/H6CMgjXoVr1n2p1jspH9tuk\/F7O64f+a0dN0iqZ7BQxQ5CvfxDS+5Qpqv2nGrHXVRRxgINAIFBsAcAaXg1b49QbzCq9AAEHaFe\/glCVaHb4sM9Ku4AwJ4RXh8AAIKgoX5ONFRyGoHeUAR6yVUd6dALBwgLsnVk+Hivj6C68hK1dB9U5ejjXh8FDus90u9JqFdbPUWtm7eoZvZMo9dta+tSTU2F0WuGXUtnj+qme\/\/nTjKt7TuTPlZbPcXx+69p3qoFsypzeu2i6nI12ng9AAQdFXsAQqOprcXxezhdtUeoNxShXmamTpxk5Do7evcYuY6f5Vs7bj5uxq2qq1L71m6vjyEpfMsyaiupQMuWn6v2Wtt3RkO9usqJQ95in5Mq\/MtWUBZpmG7HXVBerFXtu4xeEwAI9gCEQsOseufv4WBL7vrWzYR6CRDqZWbUzrVGrzd1gnez1Hbt69OUsgme3T9sair8WyGUD5irh1h+mrWXKNBLJFnIZ4LJltxF1eXGW3oXVZQZvR4AOCWUwd5NN92kgoKC6NvTTz+d9jV\/+tOfdOmll2rGjBkaNWqUZsyYoUsvvVR\/+tOfnD8wgMBoqJ8T3ZRrIuCLD\/QI9YYi1INT9hwt8voICDFCPcTyY9VeqkAv1fPrKic6UsUnseEWAHIRumCvqalJd955Z8bPj0Qi+uhHP6oLL7xQjz76qDo7O3XkyBF1dnbq0Ucf1YUXXqiPfvSjikQiDp4aQNDEVu\/lEvAR6KXn1kzDoFvfupnfPzmYUeyf9tStB4Z7fQQ4hFAP8fxQtdfavjOrQC+R+Cq+XCVqyc013HOiak8y344LAKaFKtg7ceKErr32Wh07dkyTJ0\/O6DW33HKLli9fLkmaP3++fv3rX+v555\/Xr3\/9a82fP1+StHz5cn3xi1907NwAgik2kMsk3LPCPAK9zFGtl7mqY1Q5BFFdeYnXR4ADvFqWkS\/8EI7lwg9Ve6Yr7Ey36Ppt3h7tuACCIFRbcf\/f\/\/t\/euGFFzRnzhy9853v1Ne\/\/vWUz29ubtYdd9whSVq0aJGeeeYZFRcXS5LOOussXXLJJVqyZIkaGxv1zW9+Ux\/+8IdVV1fn+OcBIFisjbnpwj1CPJhmet6jicUZO\/t6NWV8cGbk7TlapAkjw7XcAN4K27IMv\/JDSJYrrzbkxs7UM8m6XsvW3dF7ZLNJt31fr6rHlg36WK5bcoOwIddaoLG4OrNCFABIJzQVe1u3bo1W1f3gBz9QYWFh2tfceeedOnbsmCRp2bJl0VDPUlJSomXLlkmSjh07prvuusvsoQGEhlV9l+oNcELs7y0TVXteLs5w25zxtMC6rbqyXFsCWm2VCebqZc505VhQeB1Img714q+da3uuyZZcu69NJEjtuKeUjtDKzj6vjwHARaEJ9j7xiU9o\/\/79uuqqq3T++eenfX4kEtHvfvc7SdKcOXO0ePHihM9bvHixTjnlFEnSY489xqw9AAAADOHnUK9t8xavjzCIk+ESEjMxVy9T8Qs2MmUq3FtUbTY8pR0XgN+FIth78MEH9Yc\/\/EETJkzQt771rYxe09bWps7OgX95WbJkScrnWo9v27ZNW7ZssXVWAABMYGlGuDi5QKOmYrxa95hZFlI9Y6Ladh0wcq0w8XOol01LJNzj5pxAr6oj7c7fs1u5x4ZdAPki8MFeb2+vPvWpT0mSvvnNb6q8PLN\/odmwYUP0\/TlzUv9gFPt47OsAAM4yPUMuLFJ9XXJtxzUxXy+I5owfrj1Hizw9Aws0gs3PoZ5TaivL1dbW5fUxAsuLdlyvqiSzbc+NrdqTcl+mYbpqTzLfjruqfZfR6wHIX4EP9m666Sbt2LFDr3\/963X11Vdn\/LqtW0\/+4DNjxoyUz62sPDl8NfZ1iRw+fFh79+4d9AYAyB7VaKk58fXJp\/l6gAn5GOohWPwyyzCb6r1E4Z7XVXum23EXlBenfxIAZCjQwd6zzz6rH\/\/4xxoxYoTuueceFRQUZPzaffv2Rd8fMyb1X8ZGjx4dfX\/\/\/v0pn\/v1r39dpaWl0bfYUBAAkD2q9gbLpAXXxBINAKkR6iEo\/DLT0M5yDSn7kM6Jqj0A8KPABntHjhzRddddp0gkohtvvFFnnHFGVq\/v7++Pvp9ug+6oUaOi7x86dCjlc2+++Wb19fVF39JV+AEAkrMCLMK9AX7\/Ouzs69WU8RO8PkZa3QeH\/iOd1+24CBZCPZjg9Jw9v1Trxcsk3EvWkptLuGeyai9I23EB5I\/ABnv\/9\/\/+X23YsEFVVVX68pe\/nPXri4pO\/gX+yJHUA6UPHz4cfb+4OHXZ9KhRozRu3LhBbwCA3BHuDbA+\/0xbcLOp2vPLfL1d+\/pcu9fUsvHR9+eMd25xBcKHUA8muDVnzy\/VevEyac01Fe7l+ho3ODVn75TSEVrZ6d7\/UwF4K5DB3saNG\/X1r39dkrRs2bJBrbKZGjt2bPT9dO21Bw6c3P6Wrm0XAGAe4d4AJ+cO+mW+3pQy\/1f8IX8FOdRr27zF6yPARX6t1ouVS2tuLuGe6ZZcU1V7zNkDYMoIrw+QizvvvFNHjhxRbW2tDh48qN\/85jdDnvPSSy9F3\/\/b3\/6mHTt2SJIuvvhijR49etDCjG3btqW8X2w7LTPzgKGaWpt1xvQqr4+BkGuon6OmTRu1vnWz5tXO9vo4rspkrh6Cra68RC3dB1U5+rjXR0ESQQ71aqunBCLogVl+rdaLV1c5US1bd6u1fadqq6cMeqx9X6+qx5YN+tjCmmla3bY96\/usad6qBbPs\/Sy3qKJMjV29tq4BAKYFMtizWmNbW1v13ve+N+3zv\/rVr0bfb2tr0+jRo3XaaadFP7Zx48aUr499\/NRTT832uAAAQ\/Ix3LNTpVh1bKs6RqT+IcYvbbh+sOdokSaM7E\/\/ROSsfWu3Zk4fn\/6JNnW0dBi9XpBDPeSfIIa4seGepEEBX9JwL4ugblF1uRrbu42d16RV7bu0uHqy18cAEGCBbMU1oaamRhUVFZKkFStWpHzuM888I0maPn26Zs6c6fTRAEes29Ki08qneX0MwLaG+jlqqJ+j9a2bQ92aa31+1ufrJL+04XqJOXvhU11ppv2OUC+5trYur4+AJIJSrRcrVWtu\/Lw9aSDcy7Yl18SsPZNLNGjHxf\/f3p2H11XX+x7\/pC3pTNLStCUd0iQdZSgd9BYRS0EcAK2FA4d7PDJcjuhVUTzXCUVARUU8XvRBr1oVUc8RB+SqDHI93gstQiuGlgBCaaambUrbtLRpSzql3fePsHZXdvaw1tpr+q31fj1Pnyd07732Ssgi7Zvvb\/0APxgZ9u69915lMpmiv+wbajz22GPZ37fCXEVFhZYvXy6pfyJv7dq1ed9r7dq12Ym95cuXq6KiIthPDgDgiP2+e0kLfG43yijGzSYa5TBlR1zADaJeYQ0+hVP4y8RpvVxu77vnNtbFdSMNAPDKyLDnlxtvvFHDhvWvRr7hhht08ODBAY8fPHhQN9xwgyRp2LBhuvHGG8M+RQBAEfZptqQEPj+jXiksw42f3Qd7oz4FvI6oB1OZOK2XK1\/cKzS1JzmPdX5upOHX1F5Q4rwz7oObue0F4KdUh73Zs2frk5\/8pCSpqalJ55xzjn71q1+pqalJv\/rVr3TOOeeoqalJkvSpT31Ks2al435OAGCaJAQ++3mHuVEGy3DjZ\/LYqqhPIfWSGPUa6ibFamfcxmmnJGK6DMEJKu65fW4+i2ury3p9rrWdO309HoB0MXLzDD995Stf0c6dO3XPPfdo\/fr1uvLKKwc957rrrtPtt98ewdkBANywgpi1wYYlzhtt2M8zqKDnZBMN9N9nb8MeNtBIuyRGPaRDEkOpFffa8myqYWftlOtk51trIw0\/dsl9pq1LixqnlHWMhTUjta77YOknAkABqZ7Yk6QhQ4boxz\/+sR5++GEtX75ctbW1qqysVG1trZYvX65HHnlEP\/rRjzRkSOq\/VABgDGuCL3eKL06TfLkTemFO6Un9y3DjNK23c3+PJlVzj76469y6W\/UTR0d9GoHYe+SQ9h45pImjxhD1EIqG6TVq69rj6zGTsAw3H\/v0Xr6pPenE5J4TfizJ9XtqDwC8SuzE3m233abbbrvN8fMvuugiXXTRRcGdEIC8mtv8CS3NrRt9OQ6Sxx7Mcif5pPCm+fJFxbBjXlDYOAN+2ty5vbzXt212\/Rqm9GC6JE7r5Wqcdoratuzu\/1zrpLqx1YOes6j+VD3jYhLPj6k9v6zt3KkldROjPg0ABkps2ANgjjOn1\/tynPn1jb4cB8mVL6Q1b9yQ97nlBL9Ck4FRhjz7clw2zUDc1U0pb+qozsWOrWmLeh0tm1Q\/a4Z\/x+vYpvr6Wt+OB++SOq1n5yTuSc6CnbUktxyLa6vVFOPluNYGGudO4d6tQJIR9gAAqVYothUKfuUeNy7itAwX\/Q72HdVBjdDkqE8kRdIW9RrqJvk62dUwrUbtW8oLI4Bb9rhXd3r1oMdd328vRlN7AOAFYQ8AgDziHua8YlqvtFePRrOBxqnVJ2l\/71BJmdDfO23SFvSQbGlYhpvLinuPvfCylp0+Z9DjbuKeVP6SXD820QAArwh7AACkxPS+Ldqu0b5O6+3o2evbscLQ3Xug6OP9O+MeC+lskqlz627NOHXwsq\/OLd2aMWVcBGc0EFEPSRTFMtyOjm2uX+Pnsm2nca+UcpfkLq6tVtO2vZ5fb1lYM5L77AHwhLAHwHhsnAE409zRJtWc6ftxTds4Y3J19HEJwSi2cYYV9CSiHuBVbsxrcHE\/S0lqz3l9uaHPinvrWzq1YFbdoMfdbKbB1B4AUw2J+gQAwA9snAE4E8d76+3c3xP1KSAmyt0RV8q\/cYZ9Si\/tUa+hbpI6WjZFfRrwSZjLcK2o1zCtJvvLrdzXdnRsy\/7yqnHaKdp7+JDWt3QWfM661i1Fj7G4zv3nMuD1tdVlvT5I1gYaAJKLsAegLM3trVGfAgAHmjvaoj6FoiZVmzX1h+CUuyOu3d4jh1h6G4Jyokwa7w9nad\/crUYflqcHvQzXCm9eY14hhSKfF8Xi3qL6UyWVjntOnxMkazkuALhB2ANQtjOmTPf0uua2Fp\/PBEAx82fO1vRjXVGfBhCI3GW4TOmFo5zQE8V94eCcPbT5GfTy8SPwWd9PxeJeMdbUnte4t7i2Ws+08TMWQPi4xx6ASJ05vb6s1ze3boxkGW7zxg0FH0vqbqowV1DTeqZtnBFnuw\/2avLYKu0vsbkHiqubVsO99JAaQU47hhX0clnv176lWx0d21zfg++UiaO1e+drBR8vdR+9cjfSgHMPbj6kd08fEfVpAIlA2AMAh+wx78yGWY6eJxH6EA\/zZ84O5LimbZwB7zq37lb9xNHeXhvSjrgsu3WmoW6S2ls2qX7WjKhPBWUKYuoxqqhnlw18r5+Lm8C3sGGq1uXZTMPaJdfJJhnlbKThxyYaQeyO+0RXj86dMnjHcgDmYykuAJTQvHFDNtad2TCraNSzP8d6nv31QNiaO9oCi3pJ9upRpgi86Ny6WzNO9fYXx82d2z3fX2\/jxnYdOtYniagHlCMOUc\/OvjzXqc4De7SwYarn++2Vs5GGH5toLKwZWfYxcs2pYp4HSDKucADGCnoZrj3meWV\/rXU8JvgQlkJLcKcf69LmoeVNEyTZ3HFDtWHPsahPAw5ZU3pneJyuAdAvblHP4mV6r\/PAHkn999srNLlXSjlTewAQJib2ACCHNWHnZDrPDet4TPAhTEzrIansO96OPqky4rMxU0fLJv+OVcbOuHCvvXOHr8tw4xr17NxO7y1smCop\/2YaUrBTe35sosHuuACcIuwBEWvetlmzxsX3D1FBieuOuH5M6ZXCEl2EIegluDt69vpyf72d+3t8OBsU07FtjxrGJyt82e+l91rXrojPxkwNdZP8O1aMYxCcM+Hfo5u4Zy3JlQbHPSe75Ered8gtVxDLcQEkF2EPQGTK2RE3iGW4YUQ9S+49+AA\/BbULblAmVad7Aw5rR9ykcrJxxubO7Y6OZU3pTRw1ZsC99PyMVEDadHRsMyLqWexxz0ngs+JerkX1pwY2tSfJl6k9vz3Rxf9MA5KIsAekwLOb2vSGGmf\/ZzKNcjfHCBPLc+E3K+qxBHew7t4Dmlwd\/M6sSdS5dbcvzymm1MYZ7HgL+M\/UJdQN02ocTe9Z99ortJmGVHoqz8vUnh+baPiNDTSA5CLsAfCsub1VZ0yZHvVplMXNbrdBYnoPfiDqIUj1E0eXfI7XHXGLKTSlJ\/l7j7i04mtoHr\/ur2fCffVKcXvfPbdLcsud2isX99kD4ARhD4Bx\/FqGG9WUXiHcew\/lCDPq7ejZG\/h7ID2KLcN1MqXHMlzv4vC1a5x2ito7d0R9GqllctSzlIp79qk9KX\/cK7Uk1+vUXjnLcbnPHgCnCHsAQheHjTPiFvUs3HsPXniJetOPlXfvHz82zsBALTsOqG5sJurT8FXnlm5Hz8tdhmvf8Zalt4D\/TF2CW4jTyb1C99uTotsoI80e3Hwo6lMAEoGwByASXjfOaG7dWPZ7xzXq2RH34BTLbxF3pTbOyGUPesWiXkfLplhMnKFfw7SaxMWipEvCtJ6dm2W5Xpbkeg1\/cdtEgw00gOThDpoAjOPHMtw4Rz3LmQ2z9Fx7SzbuzZ89N+IzKk8QO7X6vTOySQh6ybD7YG\/Up+CLzq27fbm\/HlN60eho2aT6WTOiPg044Mey5SQH2IZpNWrPMynceWCP6sb0\/0+GhQ1Tta59q9a3dGrBrLoBz1vXukULZ07z7XwW11aradtez69fWDNSazt3akndRF\/OZ07VML3c0+fLsQDEB2EPQKo0b9xgRNSzWOdqBT7T4p495vkdoJpbNzqOhUkKgEF+TRGNyWP933DCT51bdzvaOMML6\/56boMeGz74p6FuEve4M4wfG2ckbVrPrmFajdo7tqm+vrbgc6y4Z7eo\/lQ90\/FK0WP7Hf4AwA+EPQDGKHcZrmlRz84+vWdC3AtjmszNsZ1+78Q5AMYl6Pm5ccbO\/T2aVM29+oLUsW2PGsZXRvLeTu+vV1XTHw3dTumxDBdwL8nTerk6cuKefWrP4mZqb3FdjZo6nf13LdczbV1a1DjF02sBoBTCHoBQlbtxhtfwYnLUs5gS9+K4RNTJuTidAAwr\/uU7l7h8Tdk4A06Vur\/eoWN9qhJLb4EwJXlaz2Ityc2Ne3ZhTe2VuxxXkq\/LcQEkD2EPgCfN7a06Y8p0T6\/1unGGV0nagCLOcS+OQc8Np+ftxwYu8+sbnUVEQ7+WSJfOrbs9vW7j63+hdhv12DQjGNxnL\/mimtZzunTe7+8\/x3EvpKk9rxbWjNS67oOhvicAsxD2AAf+vmu7Zoypjvo0Uq25daOnSSkTdsB1K3fH3DgFvjSEKD8+x+bWjan4WiE93G6cYd1T74wGlqbFAffZS4+wpvVyY16pGN\/euWPAa\/yKfIU208hlX5LrZGrPi7gsx51TNUxPdPXo3Cnxvr8rAOeGRH0CABC0JEU9u9zAF6UgdrxNMlOjnp\/31wtbd+8BTa4uviwUg3mdxit2fz0r6o0+yf29\/9g0I\/7SdA+3sJkQXztaNmWv04a6SdlfpeQ+136ccjVMq8l+X3Ye2DPo8YUNU\/O+bl3rlry\/v7iupuBjhSyurXb1fABwg7AHJNyzm9r0hppToz6Nsnhd+hiH4BW0OMU9U2MV3OH+eunjdUfcfPfXc7v7bT4sw42vNNy7LWped8QNI7jmBj2v7JHPz8BX6muwvqUz+\/GierP\/7AwgXQh7AEJTzsYZbpfhJnEJbiFxinswx+ah0S8Hgvm8TPRNHDVGHR3bXEcgpvWCx9c42YIKr1Z8Kzfo5ePXBF+pz93t1F6px\/y2sGak1nbuDO39wvTg5kNRnwJgPMIejLXqlY6oT6Fszds2a9a4dP3f7TA3zkhD1LMQ9wDz7D7Yq8ljg7vHUce2PWoY7365q1tO769nTeuVg2m94PC1hRf2Kb2g5C7R9Xwc25LcQpxO7S2uc\/\/n98W11Xqmrcv16wCgFMIeANea21vDey8Py3CbN25IVdSzRBX3mjvaWIabAjt69vq6DHfn\/h5NqmZZr6Vlx4GoT8E3+e6v58cSXADeBLUMN4yoZ+dH3JOk9S+35\/19L1N7ABAHhD0AnpwxZXpo7+VmGW7aJ9aY3APMVTc2E\/UpDOB14wwp\/\/31rKjHMlyUo61r8OYHKM3vZbhhRz1Luffea5hWo54jB4s+x83UnqnRz9oZF0AyEPYAJE4ap\/XsiHsA\/OJ14ww7P5bgSiwVxQkN09N1G5O4iSrq2ZU7ved2as9P5SzHTep99gCUh7AHIBReNs5wuwyXkHVC2uMm\/OX3MlwkQ+fW3Y7vr1fOElym9YD4iUNo9xr33E4vLqo\/1bfJvMW11Z5fu7BmpC\/nACB5CHsAQuNl4wy3u+EStE44s2EWsRN5sSMugtK5pXvAMtzcaT2v9\/qKQ0RIA2uJI8Jj2tLiuH1\/lPPfhmJTe\/bluMWYvBwXQHIQ9gAkAgGrML42gDsb9hzT+JP8WT4alY5t8YkFudN6ft\/rCzBVGEuKvdzTsuCxYrAENx8vQXrhzGmu34eAByCuCHtAgj27qS3qUwgV03qDcb89lGtHz96oT6Fs3b3J2XHWjYbxlZ5fW87GGX6K23QQkHZxi3p2Xv57UWhqT3K+iYYX5dxnDwByEfaAhHtDjb9\/EGlub\/X1eAXfp3Wj42W4RKviiHsol9\/319u5v0eTqsO9Z9\/k6sG7tKK4YhtnOAl\/LMMFkiPukd3L\/faKTe253UTDzTRfOffZA4B8CHsAXDtjynRXz29ua\/F0fz03mNYrjq8PLNxfD37J3Tgj9\/56Estw4S\/T7keXNHGP7F430yg2tZcrX8BbXBfef9cW1oz0dWfcJ7p6fDsWgOgQ9gAYjSk059hMA26xG244Wnakc6lwKR0tm2IfEhC+MO5LB3O5\/W9GqXvtBbkcN2pzqoZFfQoAfELYA0r4+67tmjGmOurTSJXm1o2uns80mjt+x7359Y2u\/50BGKhubCbqUwCAvEyM7MWm9urGOrs1g9vluAAQFcIegFhycn89ps\/cI4Kmm5tluEnYNAPeBLFxhtv768X9fl5Jx9c\/XCwx9peXqT03y3HzWVxX43rXXDbQAOAXwh4QkeZtmzVrHMtJykWoco8luXAqiGW4O\/dzP5+gdWwrPxKU2jjDyf31crm9v55pE0JJwdc9XEEuLe7o2Fb2fS1Njrx+nbt9Oa7kbqOMQthAY6AHNx8q\/SQABRH2AASqua3F3fNZ0hka4l66xGlaL+wdceNo98FeTR5bVfqJHjWMrwzs2ICf2rbsdhQTmWqLjomx169zzl2Om7T77AFIBsIegMC53RHX6TJcpvW842uHUtg0A1ExeUIIwWLjDLjRUDfJ8X9P\/FiOGyY\/d8YFYD7CHgDHmttbdcaU6VGfRiw9+8LzevaF56M+DdeY2kuHOE3rha27192Osxv2HAvoTNLL7f31JDMnhADAj2W6pSysGRn4ewAwC3tcAzBO1DGqUMCbP3N20bh31ulnBHVKnpzZMEvPtbtbKo1ks6Je0qb1Jlc72wHRMv4k7vXjt3Lv8wUkXVvXHjWWuE9l2JIyPdvRskn1s2Z4fv3Chqla19KpBbPqsr+3rnWLFs6cNuB5i+tq1NTZ7fl9AMArwh6QUM9uatMbasy6D4ib++tFsZTUinbzZ84u+JxCjzW3bhwQ\/eIS+ayNNObPnhv1qSAgbqb1pGCj3s79PdxfL+ZK7YjrduOMnS4nJpMSEuCvtq49iV6G2zC9Ru2b4xmETJ+ebaibpPbOHdl\/rhtbPJ6uf7ldC+Y0FH3OovpT9UzHK76c3zNtXVrU6O7nNADkIuwBiBUn99cLm5OgV4r9tfbIF5fAByRtCa4pWnYcUN3YTNSnMUCxHXHdqK4cob1H3E8\/mh4SgKA01E1SW+cONU47JepTSaSFM6eFspTWsri2Wk3b9ob2fgCSi3vsAUAB1n3z5s+cXVbUy2U\/XlzuzRf18mYEw+m0XlKX4KZRx7Z47Ry6c+uuqE8BMeZ0R1ygHG420UibOVXD9ERXT9SnAaBMhD0YadUrHVGfAhxobmtxvSNuyWOGtBuuH1N6pcQl8LFDLiSiXpI0jK+M+hQG4P56KEdbV7xidZDS9LkCAPzDUlwAyBFG1LOz3sdaohvV8tw03mvvuc3u\/ieB36E6SG6n9YK2cz8TAWk0Yugw7ew9oImjxpR8LhM1KCTJ99ezBHGfvfr6WrV3bCOuv67U\/fUs+e6zl28DDQCIC8IeANiEHfXs5s+cHVncK3eH3Pn1jWpu3RjJ182pQhFvfqOzicXmtpaiIdCk6GcJewlu2BtndLvcuAHuFds4wwuWZZqtfUu36utroz4NIK9nX3hJZ50+r+hznN5nb1H9qXqm0M64eX4fAIJE2AMQC82tG0tunBH0feCijHqWKONeEtlDnNOAV0ip1ze3DQ6jUcW+UtN6abqn3uRq59Fpw55jAZ6J+fLtiOuU06k9pEfbluI7MEvpXJra1rVHjSVieduW3Wyg4VJD3SS9+gqT4wCSibAHwChB3Q8uDlHPYr\/vXthxLwnLcXOn6soNek7lvk++Cb84TPWlKep5Mf4k97u4JkXn1t2+7YgrSZs7t0vyvjsuks\/JhGaYy3Bbt+8f9HszJ48N7f2dLMdtqJuk9s4dIZ0RAMAEhD0AqRenqGc3f+bsUONeuctx48AKaWHFvGKiCn3FpvWiino79\/eEvgwX8VA3pX+qqLpyRNGpPe6vh6jkxrzckNiaE9rCDH3wT93YcUzsAUgswh4AR5rbW3XGlOlRn0Zg4hb1LGHHPVP5ueQ2KPnOK3f5brmhL1\/Uy90cg0k9RKlY3OP+evHQ3rlD9bNmRH0agS\/DtQe9YlOB9sfaN3dnXxdk4HOyHBdY27lTS+omRn0aAGKAsAcg1Z594fnYRj1L2HHPtOW4cZrScyvfVF8ur7HPHvSIefHUsuOA6sZmoj6N0LAkFxYn99eTgluGa8U5t8e3nm8FviDiXhC74yJ5FtaM1Lrug1GfBoCYIOwBEWjetlmzxoV3zxgkQxhxz6TluCYHvUKcTPUVcnj86ZL2Zv85LjFv5\/5olj519x5wtXEGwlFqSS7M5XZH3GITmkFN63kNerms11vLdMNenttQN0ltnTvYQAMAIImwB8AQzRs3+L5xhnVvPRNYu+WiXxKjXiFOPsdOnRrCmXjH\/fXC0bEt3B1EO7d4nyoi7qEUv6f1\/Ip6dtZ0XRDTe34tx62vr1V7xzY1TON\/KC+YPUPrX3hJZ50+L+pTyVpcW62mti4taiy+mz0AFDMk6hMAgCjFfRmunbUkF\/3SEPUAtxrGV4b6fjM8hIfqyhGS+uMe0sfpMlw\/BRH1LNnpvTw76pZ7TPijbqz7\/06tf7k9gDMBgGAQ9oAi\/r5ru2aMqY76NIzU3NYSyI6ffjE5kJl87n54bnMHUc8mztN6Ju2Gu2HPsahPIdY6t\/obY+xxjx1x06fUMlw\/w1br9v1qmF4TaCwLIu45EUUkTYOFM6dFfQoA4AphD0BqmTStZ4nrOTd3tIXyPkQ9BGn8SWzsUMyMU6scP3dz53bVTSl+\/y8r7r129Ag74hrO7f31wtC6fX826oXB77jXML2m6L0Gw7pm2jt3hPI+AADvCHsAItfculHz6xujPg2jxHFqL+joaN1XDyfEfVovKmycYQ6W5cZLe+cO1c+aEdjxS02Y+bVpRpBLb4uJanLPiXYP98QM8nsBAOAfwh4AGCbogHZmwyw1b9wQ6Hu4labNMpyKc9SzmLIMF9EaMbR\/LzfiXjqUmjTzK8ZFdZ86v+NeqdjpZDlu3KYpAQD+IuwBSJ1nX3g+tktaMRhRzzxRTuvBTEzumcvLJFg+fk7rRb35hF9xr9TnwRL2YKxr3aIFcxqiPg0AcIywBwAGStsOuUS9gZjWQxIR98zlZCKsbcvuwKf14hD1LH5O7rV17VHd2Oq8v6qHjyj7+KUk5T576zdu0lmnz4v6NADAd4Q9AIGY3ziLe6KhbHwPDRb3qBf1tF43UchoxL3oRBlv\/JjWi1PUs5QT96xwt+y0WaoqEe9273xNdWPGDfiVq76+lvvsxVDTtr1a1Dgl6tMAYDjCHgAglliCa66op\/XYOMNsxL3ouI04TkORk\/vAlRPl4rhZhcVt3LOCXq5nOl7J+\/wFs+ryH6dI5AMAJAthDyjitAmTtenA3qhPI\/Hmz5yt5o62qE\/DOGlYjkvUG4hpPaRFdeUIVVeO0M7eAwS+mHO6MUOhZbjlTutFtQOuG07iXqGgJ0kLZ04r6\/39CHxJWY6bFOu6D2pJ3cSoTwNATBD2AABlCSLKsgTXXFFP63mxYc8xjT\/pUNSngTyY3gtHkNEmyGk9E6Kepdg5Fgp6uYpN7a1r31ry9eedcRrLcRFL754e\/L0igSQj7AFwZH7DTD3ftTnq00BMBbHLMNN6AzGtVxr310sm4l44glqGKwUzrWdS1LPLndpzGvXKndqzVFWOVN3Y9C3PXb9xU9SnAACBIewBEZhfO10te9z\/H1MgDZ7b3EHUyxH3qGeJw7Qe99dLJpbmxpPTZbjFeAlzpka93CW5TqOeXaGpPUmOpvYkaV3rFk9xz\/TluOyICyCpCHsAgAGea2+J7r1ZgmukOEzrIR2Y3vOfl1jjZtOMoO6tZ1rUs1jn3f3qUdevLTa1V2gTjUHPm9OQ\/dhN3EvLctx1rVscPa9YYAWAsBH2AACDzJ89N7r3ZlpvgLhP61lRL+ppPZbhpoc97hH4\/OEl2kQ5rWdq1LOUe\/5+TO1Z3E7umT6154Q9flryfV3zhdamzm7flk2H4eWePp07pSrq0wBQJsIeAMAzPzfOYFrPXFFHPQvLcIO16RV3k5mdXaU3TfDKWporMb0XV0FM6xXbVdYkdWOqtXDmNDV1ur8ti19Te\/bJNKdxz9SpPb\/ur+f06wsAYSPswUhLT62P+hQQsvmz50a6RBSF+blxBtN6A5kyrYfkq5t6iqvnT6+bHNCZDMT0Xnm8LsONYlrP1PvqleIl7kn+Tu1J7ib3TJza4\/56AJKMsAcgMPMbZ7mawvJz+qvke7VuDO29UBrTeuaJyxJcRGtTmfdJk6TpjdPV6WKH1VxM75UniCmsti2FpzXbuvakOurVjanOfmxN37mNe35M7UmD7yfnJO6ZOrXnhNP76wFA3BD2gIQ6a0ajXuz2\/8a+z3dt9v2Ykr9TX6WcdfoZob0XnGNab6A4T+vFLep19x5gGW4E6qbFK7IwvedOkJtmSMq7DLecDTOSEPXy8Rr3pPKm9vLdR05yHvdMmdpr79zhalqv0NclCE3b9mpR45TQ3g9AchH2ADg2v2Fm1KeAgLlZ7tzc0eZLkH1ucwdRz0BxiXoYqP3VI1GfQqSY3nMniE0zit1bT\/K2BDepUc\/iZbOFoKb2JOfLcuMe9\/w6v3XtWwd8TZ\/peMWoDTIAJB9hD4BRuM\/eCc2tGwOZPgxzR1yW4JqH++rFV30tU4sWK\/AxvZdfUNN6pZbgupWUzTKcisvUnhOmLMkN8zzD2hF3XfdBLambGPj7ADAHYQ9A4PyKN34Gp7NOP4P77MUE03qDxXUZbtyW4Eosw0VxTO8VFsS0npR\/CW72MReTd0m6r54TXpbkBrFDrsX0Jbluz2td65ZQl+ECgJ8IewAC5SbazJ85O9QNNOCdH8twmdYzSxyjHvxVN\/UUdex8rehzNr3ifGJzet1kdXYVnuAa8NwyN9AohnvvDRTVtB5RrzSvcc+PHXKTuCTXj2k9LzsMA0DYCHtAhFr2BPOXmKAFtYGGU34uxzV1ai+I836uvSXUZbgS03r5xHFab+f+Hk2qHk\/US7m6qafk\/X0\/dsYNGvfeGyjMaT23S3DTGvUsXpdy5ot7bqb2CikV96zvpTjFvfbOHa6+x0vthsv99YL17ukjoj4FwHiEPSAi82unB\/4eQeyMG\/UGGn4vxzVZVOfvx1SlSRtmPN+1ueivJNu5vycb9eKIZbjRi9vOuKWkfXovimk9yX2kS2vUs\/NzSW45U3uSWXHP6zmUuwzX7f0R47Aj7ss9fTp3SlWk5wDAH8OiPgHABJsO7NWMMdVRn4ax5jfOUnNbi86cXl\/6uTNnq7l1o+bXN4ZwZv2aWzf6srtrWIKa1nOjnK9XXJfgFop0xWJ2c3tr0bh3xpTgA35QWHqLKHRu6Q48Flpxb++RQ9rZe0ATR40J9P3ixoRpvbRbOHOa1rVuUVNntxbXOb8enul4RYvq8099r2vfqoUNUwu+dsGcBq1\/ub3g43Vjx6lzf+F\/n\/WzZqijZZPaO3cUvc9ikKyo59e0nttluEzyAYgKYQ8o4bQJk\/X3XdujPg3keK69RWc2lD\/xddbpZ+jZF5734YzCZfpuuHGY1ssNcl6mUUu9prm9ddDvFYt9cViGa9\/1Ns5RrzuF01ZOtb96RA3jK6M+DUmv32evc7vqpuRfxjvguY3TtbktvCnY6soRqYp7Xqf1SkW9ti27i0Y9p9N3aV+Cm8tt3LOeny\/uLZhVp\/UtnSWPsWBOg9a93F4wUMU57nmJepZi03pxW4a7rvtgpO8PIJ5YigvAtfkNMwNfglhsuWcQAcqUe+1FfZ7lbpoRh2k9+xLa+Q0zs7+CYD++9R5xXcprLbuVZMz99FiGO1h9bXlfk1IbaNRNPSXvBhom3GcvH+vee2lZmusmeoS5BJeol5\/biFTq+eUuyZXiuSzXa9QrdW89p9wuwy3XkrqJob4fgPgj7AEp4Pd99ryY3zjLcdRxGo782kTDmn6LOpo55fe0np+bkTgRxbSePaQFHfOKyQ19ViS3ftmn5cJkWtBLilmTxqhzf0XUp1E2P5fOBrk7bjFJ31jD7WYCljCW4BL1ils4c5rrcFRsI41Scc+aXis37tXPmqH2zh2BB75SUa\/UuRaa1lvXvtXx5iOSuwjbtG2v4+cCgBOEPRhr6aml79dmgqB3xj1rRnD3qkvS1J4Jca+5dWNgG2Y4+XqWu2lGVNN6udN5cWOPfJOqx2cn5+y\/\/JZ7fNOCHstwzTK9brI6u4pPdsVBUuNe2BtmuF2C6\/a5aeU07lmBKahdci2lgpkU7PSePRp6idZup\/X8XoYb9cYZAJKFsAdEKIydcYPiNZDEdWpPinfcC+qcwto0w\/r3Hua0Xu6EXtxt6utfWmNFNntsyxf73AS\/fK\/LfQ\/TsAw3WMWW40oKdDluVFN7UnLjnpcluMWm9ayoV+g+am6X4KI4Kyi5jXuFOFmSu2BOQ8n45Tbu+RH4coNese\/tcqb1nAp7GS4A5EPYA1IiLstx3Qr7XntxjHvWuZg8rSeFF\/Vy76FnutzQ5yT4FZrIMz3mScmY1tt9sDfw92h\/9Yjn19ZNLb7RRb7HnSzHNWFqT0pW3ItiCS731QuGl2mxcpbkWpzEPadLc+3Lc91GPjdBrxQn03q5m2YUE9aGGn5unPFyT5\/OnVLl2\/G8evf0EVGfApAIhD3AoU0H9kZ9Cp7FbTlunKf2pHjFvSCjXtjTemGI+7JbPxUKfkmKeIUkYVpv8tjg\/kJV7gYaQZheN9nd8yOc2pOSEfeiWoLrBFHPGzf323OyJNeP++1ZnAQ+aWCUs0e+Ur\/scdCJQudifS5up\/X8indN2\/aWtQyXjTMA5EPYAxw4bYK7v5CkhZdwEtTUXhLjXtCTepLzab24L8FN2pQe8kvCtF4+cd1AI4jluG6n9oh73ni591g5S3Dd3FePqFe+KO635\/SedE7injRwis\/JLze8Rj2L02k9luECiAvCHhADQW+gYQlqOW7UU3tBLMmVoo17QUe959pbErMEN01TekjGtJ7drEljoj6FvIJYjutlai9qJsa9cjYU8LoEV2KzjLBEdb89yV3ccxr4\/Ob1vnpS4Z1wi30Nw1qGCwDFEPaAiIW1gUZQy3HjMLVn8XtqT+oPa2edfoaaWzeGEvjs7xNk1HMjzktwmdID8quvHVfWffacSvrUnmRm3HMb9dq3dJeMem1bdhe8r55Trdv3xz7qtew6pJZdh6I+jaLcxj2p\/PvtuY170onAF0bkK\/U+61q3lIx6ufye1mvattf1ayx+3l8PQPIQ9gD4IoypvSiW5Frs03tBBL7coBfk8lsp+A0zgl6Ca9qOt6VYO+KisO7eA4mb1jNBseW4YU7tEfec8bJZhh\/31XOzBDcOrHiX71ep58SFm0kxP+63J3mLe5agIp+TYzo93zCm9eJwf72Xe\/p8OQ6A+BgW9QkACNeL3a\/oDTWn+nrM+Q0z1dze6u41jbPU3OY8ws2fObtkUJs\/e66aN27Qc+0tOrPB\/6BkxbZnX3h+wLl4nWiTBi7zDTrmSeFN60nBRj2JKT34Z+64odqwZ4TGnxT8X9p3H+zNu3FG5\/4K1Y3NBP7+btRNPUWdW0tP1216pUczTh34OW3q2qMZUwr\/Zbuza7fqphRf7muZ3jhdm9vc\/88jv1VXjtDeI\/EJO7nK2SwjDffVy41yjSWWmxc8Ts41MWtCdLt6Lpw5TU2tW7S4rvTXdeHMaVrXukXPdLyiRfUD\/xy4YFad1rd0al37Vi1smFr0OAvmNGj9y+1a17rF8zLUQiGuc3\/p6U+3YdDJffXCmNaLmzjsiAvAP8ZO7O3bt0+\/\/OUv9T\/+x\/\/Q0qVLNXPmTFVVVamyslITJ07UeeedpzvvvFO7dztb7vHoo4\/q0ksv1dSpUzV8+HBNnTpVl156qR599NGAPxOUY+mp9aG912kTJge2M+782umh3GcvyN1xJfdTe\/MbZ7lerllqiiyo++3ZWRN1uVN8Tib57M8Nc0JPOhH1wtowIwhEvXRK+rReUPfZ82s5btRTe1L0u+RaqitHxHJqL+zNMixxj3q5k3aNU0\/J\/vIq9xhxmOQLc6dcaeDknpfpvULsU32FfrnhJurl2zDDz2m9cpbhJtW7p0cXxYGkqchkMvH638MO\/fnPf9aFF15Y8nkTJkzQv\/\/7v+sd73hH3sczmYw+9KEPaeXKlQWPcf311+v73\/++Kirc71q3b98+VVVVqaenRyeffLLr16O0Va8Efx8vy993bdeMMdWBHLt522bNGhf8H3qf3dQfxvye2pOk5vZWnTHF3T0Dram9M6c7i7RWDJtfXzxSNm\/cEMjUXinPvvB8yeeEEfFyuY16krdpvSCX4CY56rEUt7gwwt6GPccindhr2XEgkIm9jm171DC+sqxjdG7drfqJo4s+LmnA1J4V4YpN7W3u3O54ak9SdmqvVDgMmjW1N3FUPDY+8bpZRrn31Ytz1LOHtnIinlNttim+UhN8dQH8OdIKWE4m96zn507tWda3dEpSycm97PNfbu9\/fow2kXC6+22+qCf1h71Cn48VUb2EPa\/LcK376\/m5FDcOE3uEPaSZ353I2Ik9SZo2bZquuuoqffvb39YDDzygNWvW6Mknn9SvfvUrXX755Ro6dKh27dql97znPXruuefyHuPmm2\/ORr0FCxbovvvu09NPP6377rtPCxYskCStXLlSX\/jCF0L7vIAgxXFqz9XzHdxvT+oPWEHdb68Y+zRfoV9RIerBREmf1gtDHKf2LG420ojb\/fbiIOiol\/f3HW6WEUXUyzedF4aoJ\/i87JRbaKmpm8k9qbz77gXBadSz5It6pUQxredX1AOQTMZO7B07dkxDhw4t+pzf\/e53WrFihSTp0ksv1W9\/+9sBj7e2tmrevHnq6+vT4sWLtXr1ao0cOTL7eG9vr5YuXaqmpiYNGzZMGzZsUGOjuyjCxF7wkjKxJyVnak+Sp8k9p1N7Uv\/kXqmpPSm6yb04ea69xfES5XKX4AYV9ZIe9JjYy6\/79SWPYYS9MCb2Ck3rWZI2tSf1Rzg\/p\/akeEzuxWFqr5yoJ4VzX72wo54UzoReKcUm+IKY2LNEObknRT+95ybqeVmCG8W0ntQ\/sZe0aT2JiT2kGxN7rysV9STpve99r+bO7f\/L7OrVqwc9ftddd6mvr39XoLvvvntA1JOkUaNG6e6775Yk9fX16Vvf+laZZ40kCOo+e2EKcmqvnADj5t5s82fOdrRrqzW5F8X0Xhy4+bz92AXXb2mIeigurGm9ueOG6tWjyf1LRhRTe5ZNRSa8ptdNdjW1J8Vjci\/qqT1r91ui3okJuTAn9ErJneALS5STe1Jw994rxXq\/BXMaPEc9S6loF3a0tJbhAkAxxoY9p0aP7v+\/y4cODfyhmslk9Pvf\/16SNHfuXC1ZsiTv65csWaI5c+ZI6p8ANHTAET45bYL7G37H2YvdpZcbeOV1SW5QcU9yvyOs6Uy+r97zXZuJeinXHcMNCkxVX1t+HC0W7uw2vdIz8HUBLMmV4hH3otDeuSMb9Vy\/NuQdcIOWu+w2jqJYnhuHuBdW4LMf3+nS22L31SvG6064LMMFEIZEh72XXnpJzz77rCRlJ\/csHR0d6urqkiQtXbq06HGsx7du3apNmzb5fp4oT5g74wYtrN1xpXCm9oh70TE96kncTw\/hTeuFodQyXKl\/d9zO\/e436gqTk6m9fHGv1NSe5C3uWbvlRhX4wtwh1+vSWyl5O+BGcR89r6KY3os67kn5A58fkc9+LOs9\/Ip6QU3rlbMMN6lYhgv4K3Fhr7e3Vy0tLfqf\/\/N\/atmyZTp27Jgk6eMf\/\/iA57300kvZj3OjXy774\/bXAUkQ1NSe1yjjJRAR9wYKK+pZiHrwGxtm+K++dlzZy3GdTO2VsyRXch\/3pOim98Jcjhtl1IvbDrhxn9IrxDpfPya4nHAboZzGPa+Bz\/plD3OlYl+h57qJedljlRH1mjq7PUW9cv9d+70MN0731wPgr2FRn4Af7r33Xl177bUFH\/\/kJz+p973vfQN+b8uWEz9Epk4tflPYadNO\/Ifc\/jqk16YDewPdRKNlT3com2icNaMxu5FGUJ7v2ux6I435jbNcb6Yxf+ZsNbdu7P+4yKYaVuxq3rhBkhK1sYaboCeVH\/X83iwjzVFvxrCdbKDxuiiX4M4dN1Qb9ozwfRON3Qd7XT2\/c39FIJtoSP332itnI426qaeoo8RGGlL\/1J59I426aTXq3NKtTV17Cm6mMb1usjZ3bldn127XG2pMb5yuzW2b1bmlO9JNNfxWTtCTkhX1TA16dhfM6\/\/zSVNb\/6qhxbXVgb7fwpnT1NS6xfFmGgtnTtMzr8ez3E01rCC2vqVT69q3utpUY8Bx8gS5da9vuuH0+W4Uu5+e06hXjnKn9ViGC8CJxE3s2Z111llau3atvvGNb6iiYuDSlv37T9z\/Y8yY4juaWffpk6QDB4r\/hePw4cPat2\/fgF9IlqDvsze\/1l0E80PQU3tul+RK\/XHP7YYMVqBK4\/QeUQ9JksRpvVLLcC2zJgW3y6of99qzeF2SKwU7uRf10ly\/WPfSk4KNepZCUc8Jop57VuwJY3pv4cxpruKUFbmCmN4rJHeqz+0S20L8inpRTOsBgBuJCHvvfe979fzzz+v555\/X008\/rfvuu08rVqzQs88+q\/e973166KGHBr3GvplGZWXx\/3M9fPjw7McHDxYfif7a176mqqqq7C\/7tB8QR9a99tIa90zfNdd+7mFGPT8R9WBJ4oYZbqf1LEHeay\/MJbleNtMoJ+5JA5fmmhj47EEv6KjXtmV30ahXKtYR9bwzPe55vfdeWMqNepZydsEtZ1oviGW4AJIrEWGvurpap59+uk4\/\/XS98Y1v1JVXXqkHHnhAP\/vZz9Te3q7ly5fr3nvvHfCaESNO3BflyJHif8A9fPhw9uORI0cWfe5NN92knp6e7C+W7ibXpgN7Azt2mJtoSMFupCGVF\/ck9yHJTdyTBk7vmRT47EEv7Kjn17QeUQ8WK+rFYVrv1aP+3jvN6bSexYSpvbqppxSd2rOek\/f3S2ymIfkT90wLfPYdb70GPcn58tu4Rz1rJ1kTNsjwKoq452ZDDan4brFBTO+VyzoXe3y0cxr1ylmC69e\/T7+X4cbl\/npsnAH4LxFhr5D3v\/\/9uvzyy3X8+HF99KMf1Z49J\/4QOXbs2OzHpZbXvvbaiT+4llq2O3z4cJ188skDfiF4Ye+MG\/Ry3KgENbUnhbtTrtQfrqxNNdxM70nxD3xepvQkoh7iK05Rb+64ob4dy+u0niXOU3sWJ3Evd2pPCifuSfEPfFbM8yvotW\/pVn19bVn31JPiEfWkZE3pzRhbnff3FzVO0aLGKWratjfwwOdlt1xrUw2n03tRBT77e+cLepL7qBfVtB4AuJXosCdJy5cvl9Qf5\/74xz9mf9++YcbWrcV\/ANmn7lhaizBFMbUXRtxz\/brGWdlluWFM78U18OUGPaJesswYtjPqU4hUHKJeENxO61lMmdqT4h\/3pPgFvtx76JUT9CR3S28lol4chTW95zbu2V9TanovN\/CFEflyg17UUc+Pf3\/rug+yaQYAVxKxK24xNTUn\/tDR2dmZ\/fgNb3hD9uMNGzYUPYb98Xnz5vl4dkBh82unq3mbt6WrXoWxS+78hplqbm91vVOudGK33Oc2d3jaMTcbt4rsmpt9jS2aWTvoStHsomuPi25injQwaBL1EEfdvQdiF\/X82B233Gk9S1A75NbXjlP7tj1l7ZAr9Ue7zq271bHzNdc75Uqvx70t3QV3ypVsca9ze\/9rXO6YO+BYjSd+9nS2DfwZG\/RuulbIs5Qb87LHTUjUs4KelL6oZ1nUOEXPtHWpadveQHfMXThzmta1blFTZ7erHXPXtW7JBrLcXXMt9rBm7aCbPYbHnXRz5QbDQjFPcnc\/Pb+iXtym9V7u6YvNMlwAwUh82Ovq6sp+bF9GW19fr9raWm3btk2rVq0qeozVq1dLkqZMmaIZM2YEcp4wz2kTJuvvu7ZrxpjqQN+nZU+3Zo0L9i8buV7sfkVvqMn\/BzY\/RBX3JGUDn5O4l33t6zGteeOGQRN8QYS+3PdwG\/Ms5U7pSUQ9BCuJm2XYeZ3Ws8yaNEYtO4L9GrW\/esS3uOfkOcXinqSSgW9z53Z1du0uK+5lj2eLfJvbNg+a4isn9OVGPItfMU9yt+ttqajnJNSFEfXSGvTs4h73JDkKfFLxyJc9ZonYl+81xUKexT5dGEbUs5Qb9fzeNANAOlRkMhn\/\/zdwjFx88cV65JFHJEmPPfaYzjvvvOxjH\/7wh\/W9731PkrRmzRotWbJk0OvXrl2rs88+O\/v87373u67ef9++faqqqlJPTw\/32wvBqlf83a2zlDDCXvO2zaGHPWtqL8i4J8lz3JOk5rb++OUm7g14fetGSc6m9woeY2P+aV83sa\/QUl+vMU\/yZ0pPCibqEfSK29SXnqU3cbqvXj4b9hyTJE9Te9a0XrlhT1I27AUxtSdJHdten9QqM+5JUufW3SWn9qwAmBv3JGXDWrG4J0mbX5\/ck8qb3itlc1vxqflDx\/p3mRx9Uv6vnZ8RL5cfUc\/plJ5E1CtXofvrFfNMW\/9wQpBxT+qPdJIcx718r5WKB75C1rd0lnyOk4iXy82UnuRP1PNrWi+IZbhxmthj4wygn9+dyNiwd++99+rKK68csLttrrvuukv\/+q\/\/KkmaMWOGWlpaNGzYiSHFjRs36rTTTlNfX58WL16s1atXD9j19uDBg3rrW9+qpqYmDRs2TC+++KJmzXL3F1zCXriiCHuSAo171nLcJMc9SZ4CnxX3JG+Bz4p7UnmBb8AxC8S+YsqJeIPe34cpPcnfqMeUnjtpiHtxj3qWDXuOuQ57fkY9S8uOA4GFPak\/7vkV9iSFEvekE4EvyLhXzN4jhzRxVHD3QszHS9CTiHpR8xL2LGkIfH5xO6Un+Tep17Rtr2\/Ten6GvThFPYmwB1gIe6+bMWOG9u\/fr8suu0xvectb1NjYqDFjxmj\/\/v16\/vnn9R\/\/8R968sknJUmVlZV6+OGH9ba3vW3QcW666SbdcccdkqQFCxboM5\/5jBobG9XW1qavf\/3rWr9+ffZ5X\/3qV12fJ2EvXGGHPSm5U3tSf9wLOuxJ5cU9yb\/pPcm\/wBe2OAY9iajnRdLDnilRT\/I2tbf7YK+vUU8yb2pPKh33rOeWG\/ek6AJfmGGv3bZM2I+ltxJRLyzlRD2LCXHP\/nopvMDnJeZZ4hT1pORP60mEPcBC2HvdjBkzBmyGUcjUqVN1zz336MILL8z7+PHjx\/WBD3xA99xzT8FjXHfddVq5cqWGDHG\/iTBhL1xJDXsSca\/k68uMe9njGBb5\/Fp2KxH14iLJYc+kqGdxM7UXxLSeJclxT\/Jvek8KJ\/DtPdL\/PRF02HMb9KT4R720BD2LH2FPCj\/uSd4DX+5x\/I58ubvzeglzfkY9yb976xH2gHQg7L2ura1Nf\/7zn\/XYY4\/ppZde0o4dO7R7926NGDFCkyZN0llnnaVLLrlEV1xxhUaNGlXyeI888ohWrlypv\/3tb9q1a5cmTJigN77xjfrgBz+od73rXZ7Pk7AXviQux5WSvyRXKj\/uSekIfPaYJ5Uf9CSiXtwkMe6ZGPUk51N7QUY9SxhLciVz454UXuALelqvnKAnEfXixK+wJ4UX96Typ\/fyHcvOTezLDXlSGTvXdp64tuIS9SSm9YC0IewZhrAXPqb2\/Gdq3JPKD3xSfCKfn9N5FivoSUS9OElS2DM16Nk5mdoLYglurqCn9qR4xz3JW+CT\/I98QYU9L0FPiv+UnkTU80sUcU\/yJ\/AVOnYp5QY4i19Tetnj+bgEV2JaD0gTwp5hCHvhiyrsScmd2pOiiXtSPKb3BhzTFvksQcW+ICbz7Pye0pOIen5KQtxLQtSTSk\/thRH1LGHFPT\/CnsXtphqSP9N7Fr+n+PyOevaYJ3kLehJRL46CCHuWpAS+MPg5pZc9pgHTepIIe0BMEfYMQ9gLXxRhT0r+1J4UbtyT\/Jnek4IJfNlj5wl9FifBLzfeDXi9zyHPwpSeGUwOe1bQk8yPepZCU3thLMHNFfSSXCm6uGd\/br64J3kPfFL5k3x+3VuvnJgnOQ96ElEvKkFGPUuYcU8yM\/D5PaUn+R\/1pORP60mEPcCOsGcYwl40krwcVyLueTqOz8tzHb1nkehnF1TAy4cpPbOYGPeSMqWXT27ciyLqWdIS9yT\/lufmyo18UunQ53VaLzfkSe5jnqXYslvJ3ZSexP30ghJG2JPCj3uSGYEviKAn+Rv1pGCm9aT4hT2iHjAQYc8whL1opGFqT4pmSa4UftyT\/At8UrATfHEVRNCTiHphMCXuJXFKL5d9SW6UUU8KZ0muFG3csz+\/1PSe5D3wWfKFPruqmv5zLhT28sU7O68hz+I06ElM6UUtrKhnseKeROALKuhJwUQ9iWk9II0Ie4Yh7EUj6WFPinZqTzI\/7knRTPGFLYhltxJBL0xxD3tpCHp2G\/YcU6bvVUnRRT2LaZtpWOzTeEEEPqn8yJdr75FD2rl1l0afVPjrUG64y6fUktvs82IypScR9aTww54liuk9afBGGGFHviDuoTfoPQyJehJhDzABYc8whL3oJHkTDUsa455E4HMiqKAnEfWiEMe4l7agZ7e++7BmjK2I+jQkmTu5J3mf3pMKBz7J3yk+S1C74BYSVNCTiHpBiyrqWaKKe5awIp895knBBT3J\/6gnBbsEV2LTDCDuCHuGIexFJy1Te1J0S3Kl6OOe5F\/gk8yOfEHGPOlE0JOSGfVe7H4lsGP7cX3EJe6lOehJ0quHerX78ChJ0oThRyI+m35hxj0pPtN7kvPAJ3mPfH5tmFGKPeZJBD1TRR32pOiW5uaTG\/okd7EvN+BZggx5A94\/oKgnMa0HpBlhzzCEvehEGfakcKf2pGjjnhR94PMz7kkDA58U38hnj3lSMEFPSt6UXqGId9aM0jsZe2FdH4U4uW6iDHtpj3mWVw\/1atKY\/r8wvbj7aGzCnhTOZhpSMHFPcj+9Z3+NVDzwSd4jX9BRz03Mk9zfR89C1Busvee4o+c1VA1xfMw4RD27qKf3CskX+4oJK+LlCiLqSema1pMIe0A+hD3DEPailYapPYm4JwUX+LLHj1HoCyvmScmZ0ssX8oKKeG65iX5hxT17yJPSHfMsrx7q3yzDCnsScS+ouCe5C3y5ry0V+aTBoU8aHPuCiHq5IU9yF\/Ok+AQ9yYyoVyjgzT219J\/LN7yyL+\/v54t9cYt6ljhN75nEtKgnxXNaTyLsAfkQ9gxD2ItWWqb2pOjvt2eJQ9yTggt80uDIZwki9uVGPCnYkGdn+pRebsyLS8hzI1\/0e2344M+jxkN4yI13doS8gfJFPak\/7EnxWZIrmR\/3pHADX\/Z1OaHv0LH+yRdrs4zGac7DVb54ZykV8QYcx+N0nnQi6Hl5rRNxD3q5Mc9JxHMjN\/g1VA2JbdizxHV6L46CjHpScEtwJab1AFMQ9gxD2ItWVGFPSu\/UnhRt3JPCC3wD3rNA7PNDWCHPYnLQS0LMc6Lt4MDwtn3vngLPLIx450yhqGch7gUT96TyAl\/u6yXnoS93Uq+9c4er93UT73KVM51nSeuUnj3m+R3yitnwyj5VDx+Z\/eeFNSOLPDtaTO8VZwU9yayoJzGtB5iGsGcYwl70iHvRSWPgM5nJy27tQS+pMS9XbtyD\/+z31CsmzXFPin\/gyz2GVDjyhbVRhp0fMU8KPuhJ8Yt6QU\/mOTFj7In\/Fq\/t3Jn92ITAR9w7IagpPUuQS3Alwh5gGsKeYQh70Ys67EnhL8mViHu5iHyFmRr00hjzchH3glFqSi8f4l6wcU\/yJ\/DlHseu+pThkoKNerkRTyo\/xKU96EUR8+zsYc9iQuBjeu+EMKKexLQegBMIe4Yh7EUvyrAnhT+1J8U37kkEvjgh6CUDcc9fXqKeJW6baUjRxD3JjMBn9\/Lry22te+rlanS4i66UP97Z+RXgwgh6UryiXpyCnpQ\/6tkR+OIt6KAnhRP1pPjdW08i7AHFEPYMQ9iLh7RN7Unxi3tSfKb3pIGBT0pP5DM15kkEvWKIe\/4oJ+pZ4hr3JCVqek8aPHnnNfI5WX7bvnnwLrrFBBXbgt4Uw84KelL0US9uQU8qHfVyWZGPwBcPSYh6Unyn9STCHlAMYc8whL14SOPUnhTvuCfFI\/BJ6Yh8BL3kI+6Vx4+oJ8VzSa6U3Lhn8TrFF8U99bwIM+hJ8ZnSi2PQk9xHPTsCX7TCCHpSeFFPYloPMBFhzzCEvXiIQ9iTwp\/ak+IZ96R4Te\/ZJSny2WOeZG7QI+Y5R9zzxq+oZyHunRB24JOcR764R72wY54Unym9uAY9SzlhT2KJbhTCCnpSOFFPYloPMBlhzzCEvfgg7sUv7knxDXzS4MgnxTv05YY8ybyYJxH0ykXcc8fvqGch7p0Q1r338im0XDeuUS+KmGeJw5Re3IOeVH7UszMt8ElmRT4r5knhBD1L0DvgSvGe1pMIe0AphD3DEPbiI+qwJ0W3JFcyI+5J8Qx8lnyhT4o29pk+lWdH0PMPca+0oIKeHXFvoCgDn9Qf+Q4d6\/\/LsLVJxszJY0M\/D4s94lnCjnlSPIKedCLqxTXoSf5GPTsTAp9kzhRfVEFPCifqSUzrAaYj7BmGsBcvUce9KKf2pHjHPcmcwGdXKPZJ\/gW\/fJN4FpNDnoWgFwziXmFhRD1LXOOeFH3gCzvu5ZvSK7Yphp\/RL1\/Ek6IJeZa4LbuNc9CTgot6dnG\/\/55d3CKfPeZJ4Qc9iahnIewBpRH2DEPYi5eow55E3HPCxMCXT7Ho51YSAl4ugl44CHwDhRn1LMS9\/MIKfFbQk5wvvXW7C24pUQa8fOIwpWfCsltLGFHPzqTAJ0WzXDc35EnRxDxLmFFPiu8SXImwBzhB2DMMYS9e4hD2pGiX5FoIfIgKQS98xL1ogl6uuAa+KOOeFGzgi+u99KJC0HMv7KhnMWV5bj65oc\/ObfTLF\/AsUYY8u7CinsS0HpAUhD3DEPbiJw5xL+qpPYsJcU8i8CWBFfMkgl5U0hz34hD1LHGNe1LyAh9R74Q4BD3JnGW3lqiinp3JgS9XseBXTFwCXq6wdr+1MK0HJAdhzzCEvfiJQ9iTiHteEPjMQ9CLnzQFvjgFPTviXnHlbrJB0DuB++h5F4eoZ2fa8tykI+oNRtQDnCPsGYawF0\/EvYFMinsSgc8EBL14S0Pci2vUs8Q57klmBj4v99JLqrhN6ElEPb8Q+KIXdtST4r8EVyLsAW4Q9gxD2IunuIQ9KR7327MQ+FAugp5Zkhj44h707Ih7ztgDn5Q\/8jGlF5\/pPIuJU3pSvKOeJUnLc00TVdST4j2tJxH2ADcIe4Yh7MUXcS8\/0+KehcgXLYKeuZIS96ygJ5kR9Sxxj3tSfAKfNDjyjR\/TH48Iev0Iet6ZEPRyEfjCYwU9iaiXD1EPcIewZxjCXnzFLexJ0S\/JtVhxTyLwoTBiXrKYHPhMmtIrJO6Bz4p7UjwC394jh\/TKjv2SpNEn9U\/wzZqQnr9Y2mOeFK+gJxH1wkbgC1YUU3qSOVFPIuwBbhH2DEPYizfiXnGmTu9ZiHzBIOgll2lxLwlBzy7ucU+KfnrPfh+9GtuUXtvW3QOel8TIF8eYJ5kd9CTzo54dgc9fUU3pWUy4r55E1AO8IOwZhrAXb3EKe1K8456UjMAnEfm8sMc8iaCXdHEPfKYuu3XChLgnhR\/4CgW9fHIjn2Ru6ItrzLOYuuxWSlbQy0XgK19UU3oWpvWAZCPsGYawF3\/EPWeSEPgkIp8bxLx0i2PcS3LQy2VC4At6ea6bmFeMSaEv7iHPYnLQk5Id9ewIfO5FPaUnEfWANCDsGYawF39xC3tSfOOeZP7yXLvcyCcR+oh5yBWHwJemoGdnQtyT\/A98fgW9YvLFPim84Jcb8CxxDXkWlt2aicBXWhyCnmRW1JMIe4BXhD3DEPbMQNxzL0mBz5LWaT5iHpyIIvClNejZWXFPSnbgs8c8KbigV0qh4Oe3uAe8XKYHPSm9Uc\/OHvgkIp8Un6AnEfWANCHsGYawZ4Y4hj3JnLgnJSvwWZI60UfIg1dhxD1iXn6mTO9JzgNfXGIeCiPoJVfap\/jiFPQk86KeRNgDykHYMwxhzxzEPe+SHvgs+UKfFO\/YlxvxJEIeyhdE4CPolWbS9J6UP\/AR88xA0EuPtE3xxS3oWUzZAddC1APKQ9gzDGHPHHENe5IZcU9KT+CzKxT7pHCDX76AZyHkISjlBj5injcmTe9J\/TFvy+v3lJs06igxL8YIeumW1Mhnj3lSvIKeZF7Ukwh7QLkIe4Yh7JmFuOePNAa+fIpFP78R7xAVt3HPHvMkgp5XcZ7eGzyVNzr78YZX9mU\/bqgaEto5oTiCHnKZHvniHvMsRD0gnQh7hiHsmYe4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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [47]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">kdeplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">hue<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"n\">shade<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">fill<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">common_norm<\/span> <span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">palette<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'crest'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidth<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Age-CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span> <span class=\"p\">(<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">yticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span><span class=\"o\">=<\/span><span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [100]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X<\/span><span class=\"p\">[<\/span><span class=\"n\">X<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[100]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>468<\/th>\n <td>34<\/td>\n <td>10<\/td>\n <td>21<\/td>\n <td>92634<\/td>\n <td>1<\/td>\n <td>6.0<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>780<\/th>\n <td>32<\/td>\n <td>7<\/td>\n <td>42<\/td>\n <td>92634<\/td>\n <td>4<\/td>\n <td>9.6<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>2218<\/th>\n <td>38<\/td>\n <td>13<\/td>\n <td>9<\/td>\n <td>92634<\/td>\n <td>2<\/td>\n <td>3.6<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>3887<\/th>\n <td>24<\/td>\n <td>2<\/td>\n <td>118<\/td>\n <td>92634<\/td>\n <td>2<\/td>\n <td>86.4<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>4392<\/th>\n <td>52<\/td>\n <td>27<\/td>\n <td>81<\/td>\n <td>92634<\/td>\n <td>4<\/td>\n <td>45.6<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [134]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">dropna<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">df2<\/span><span class=\"o\">.<\/span><span class=\"n\">reset_index<\/span><span class=\"p\">(<\/span><span class=\"n\">drop<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df2<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">],<\/span> <span class=\"n\">axis<\/span> <span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n\n\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span><span class=\"n\">df2<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">values<\/span><span class=\"o\">.<\/span><span class=\"n\">reshape<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"LogReg\">LogReg<a class=\"anchor-link\" href=\"#LogReg\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [148]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'liblinear'<\/span><span class=\"p\">,<\/span> <span class=\"n\">C<\/span><span class=\"o\">=<\/span><span class=\"mi\">50<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s1\">'f1 score is: '<\/span><span class=\"p\">,<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">f1_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>f1 score is: 0.37762237762237766\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [150]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Replace<\/span><span class=\"p\">(<\/span><span class=\"n\">dataframe<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">dataframe<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df2<\/span><span class=\"o\">.<\/span><span class=\"n\">copy<\/span><span class=\"p\">()<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Education'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Securities Account'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CD Account'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Online'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span> \n <span class=\"k\">return<\/span><span class=\"p\">(<\/span><span class=\"n\">dataframe<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [285]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'liblinear'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s2\">"score"<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [287]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df_r<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Replace<\/span><span class=\"p\">(<\/span><span class=\"n\">df2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_r<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_r<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [289]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[289]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_c03ec_row1_col2, #T_c03ec_row2_col1, #T_c03ec_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_c03ec\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_c03ec_level0_col0\" class=\"col_heading level0 col0\" >Test_size<\/th>\n <th id=\"T_c03ec_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_c03ec_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_c03ec_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_c03ec_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_c03ec_row0_col1\" class=\"data row0 col1\" >0.892000<\/td>\n <td id=\"T_c03ec_row0_col2\" class=\"data row0 col2\" >0.893472<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_c03ec_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_c03ec_row1_col1\" class=\"data row1 col1\" >0.893333<\/td>\n <td id=\"T_c03ec_row1_col2\" class=\"data row1 col2\" >0.894473<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_c03ec_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_c03ec_row2_col1\" class=\"data row2 col1\" >0.894895<\/td>\n <td id=\"T_c03ec_row2_col2\" class=\"data row2 col2\" >0.892070<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_c03ec_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_c03ec_row3_col1\" class=\"data row3 col1\" >0.884708<\/td>\n <td id=\"T_c03ec_row3_col2\" class=\"data row3 col2\" >0.889668<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_c03ec_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_c03ec_row4_col1\" class=\"data row4 col1\" >0.887258<\/td>\n <td id=\"T_c03ec_row4_col2\" class=\"data row4 col2\" >0.890669<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [214]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"data1"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">4<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [220]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">y_pred_proba<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict_proba<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)[::,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_proba<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"data1"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'best'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [226]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">confusion_matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[226]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>array([[1210, 156],\n [ 13, 120]])<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [228]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">solvers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'newton-cg'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'liblinear'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'lbfgs'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'sag'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'saga'<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"newton-cg\">newton-cg<a class=\"anchor-link\" href=\"#newton-cg\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [301]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'newton-cg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s2\">"score"<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [303]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[303]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_64bdc_row1_col1, #T_64bdc_row1_col2, #T_64bdc_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_64bdc\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_64bdc_level0_col0\" class=\"col_heading level0 col0\" >Test_size<\/th>\n <th id=\"T_64bdc_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_64bdc_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_64bdc_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_64bdc_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_64bdc_row0_col1\" class=\"data row0 col1\" >0.892000<\/td>\n <td id=\"T_64bdc_row0_col2\" class=\"data row0 col2\" >0.895675<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_64bdc_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_64bdc_row1_col1\" class=\"data row1 col1\" >0.897333<\/td>\n <td id=\"T_64bdc_row1_col2\" class=\"data row1 col2\" >0.896476<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_64bdc_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_64bdc_row2_col1\" class=\"data row2 col1\" >0.896897<\/td>\n <td id=\"T_64bdc_row2_col2\" class=\"data row2 col2\" >0.895675<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_64bdc_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_64bdc_row3_col1\" class=\"data row3 col1\" >0.886309<\/td>\n <td id=\"T_64bdc_row3_col2\" class=\"data row3 col2\" >0.891670<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_64bdc_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_64bdc_row4_col1\" class=\"data row4 col1\" >0.891261<\/td>\n <td id=\"T_64bdc_row4_col2\" class=\"data row4 col2\" >0.893272<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"lbfgs\">lbfgs<a class=\"anchor-link\" href=\"#lbfgs\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [305]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'lbfgs'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s2\">"score"<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [307]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[307]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_f6246_row1_col1, #T_f6246_row1_col2, #T_f6246_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_f6246\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_f6246_level0_col0\" class=\"col_heading level0 col0\" >Test_size<\/th>\n <th id=\"T_f6246_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_f6246_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_f6246_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_f6246_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_f6246_row0_col1\" class=\"data row0 col1\" >0.850000<\/td>\n <td id=\"T_f6246_row0_col2\" class=\"data row0 col2\" >0.856628<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_f6246_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_f6246_row1_col1\" class=\"data row1 col1\" >0.890667<\/td>\n <td id=\"T_f6246_row1_col2\" class=\"data row1 col2\" >0.890268<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_f6246_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_f6246_row2_col1\" class=\"data row2 col1\" >0.879880<\/td>\n <td id=\"T_f6246_row2_col2\" class=\"data row2 col2\" >0.879856<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_f6246_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_f6246_row3_col1\" class=\"data row3 col1\" >0.881505<\/td>\n <td id=\"T_f6246_row3_col2\" class=\"data row3 col2\" >0.887665<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_f6246_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_f6246_row4_col1\" class=\"data row4 col1\" >0.859239<\/td>\n <td id=\"T_f6246_row4_col2\" class=\"data row4 col2\" >0.859632<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"sag\">sag<a class=\"anchor-link\" href=\"#sag\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [313]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'sag'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_Size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s1\">'score'<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [315]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[315]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_2c837_row0_col1, #T_2c837_row0_col2, #T_2c837_row4_col0, #T_2c837_row4_col2 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_2c837\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_2c837_level0_col0\" class=\"col_heading level0 col0\" >Test_Size<\/th>\n <th id=\"T_2c837_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_2c837_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_2c837_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_2c837_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_2c837_row0_col1\" class=\"data row0 col1\" >0.912000<\/td>\n <td id=\"T_2c837_row0_col2\" class=\"data row0 col2\" >0.903885<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_2c837_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_2c837_row1_col1\" class=\"data row1 col1\" >0.421333<\/td>\n <td id=\"T_2c837_row1_col2\" class=\"data row1 col2\" >0.417901<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_2c837_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_2c837_row2_col1\" class=\"data row2 col1\" >0.907908<\/td>\n <td id=\"T_2c837_row2_col2\" class=\"data row2 col2\" >0.903484<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_2c837_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_2c837_row3_col1\" class=\"data row3 col1\" >0.800641<\/td>\n <td id=\"T_2c837_row3_col2\" class=\"data row3 col2\" >0.810773<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_2c837_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_2c837_row4_col1\" class=\"data row4 col1\" >0.911274<\/td>\n <td id=\"T_2c837_row4_col2\" class=\"data row4 col2\" >0.903885<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"saga\">saga<a class=\"anchor-link\" href=\"#saga\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [317]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'saga'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_Size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s1\">'score'<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [319]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[319]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_e6fc2_row3_col1, #T_e6fc2_row3_col2, #T_e6fc2_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_e6fc2\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_e6fc2_level0_col0\" class=\"col_heading level0 col0\" >Test_Size<\/th>\n <th id=\"T_e6fc2_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_e6fc2_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_e6fc2_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_e6fc2_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_e6fc2_row0_col1\" class=\"data row0 col1\" >0.742000<\/td>\n <td id=\"T_e6fc2_row0_col2\" class=\"data row0 col2\" >0.751902<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_e6fc2_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_e6fc2_row1_col1\" class=\"data row1 col1\" >0.864000<\/td>\n <td id=\"T_e6fc2_row1_col2\" class=\"data row1 col2\" >0.853624<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_e6fc2_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_e6fc2_row2_col1\" class=\"data row2 col1\" >0.832833<\/td>\n <td id=\"T_e6fc2_row2_col2\" class=\"data row2 col2\" >0.828594<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_e6fc2_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_e6fc2_row3_col1\" class=\"data row3 col1\" >0.909528<\/td>\n <td id=\"T_e6fc2_row3_col2\" class=\"data row3 col2\" >0.904686<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_e6fc2_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_e6fc2_row4_col1\" class=\"data row4 col1\" >0.903269<\/td>\n <td id=\"T_e6fc2_row4_col2\" class=\"data row4 col2\" >0.893072<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"GridSearch\">GridSearch<a class=\"anchor-link\" href=\"#GridSearch\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [322]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">KFold<\/span>\n<span class=\"n\">logreg2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'newton-cg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_iter<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5000<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_jobs<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">params<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'penalty'<\/span><span class=\"p\">:[<\/span><span class=\"s1\">'12'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'none'<\/span><span class=\"p\">],<\/span> <span class=\"s1\">'C'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span> <span class=\"mi\">100<\/span><span class=\"p\">,<\/span> <span class=\"mi\">200<\/span><span class=\"p\">],<\/span>\n <span class=\"s1\">'class_weight'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"kc\">None<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">],<\/span> <span class=\"s1\">'warm_start'<\/span><span class=\"p\">:[<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span> <span class=\"kc\">True<\/span><span class=\"p\">]}<\/span>\n<span class=\"n\">kfold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KFold<\/span><span class=\"p\">(<\/span><span class=\"n\">n_splits<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"n\">shuffle<\/span> <span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">gridsearch<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GridSearchCV<\/span><span class=\"p\">(<\/span><span class=\"n\">logreg2<\/span><span class=\"p\">,<\/span> <span class=\"n\">param_grid<\/span><span class=\"o\">=<\/span><span class=\"n\">params<\/span><span class=\"p\">,<\/span> <span class=\"n\">scoring<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'f1'<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_jobs<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv<\/span> <span class=\"o\">=<\/span><span class=\"n\">kfold<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [ ]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">warnings<\/span>\n\n<span class=\"n\">warnings<\/span><span class=\"o\">.<\/span><span class=\"n\">filterwarnings<\/span><span class=\"p\">(<\/span><span class=\"s1\">'ignore'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">warnings<\/span><span class=\"o\">.<\/span><span class=\"n\">simplefilter<\/span><span class=\"p\">(<\/span><span class=\"n\">action<\/span><span class=\"o\">=<\/span><span class=\"s1\">'ignore'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">gridsearch<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [341]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch<\/span><span class=\"o\">.<\/span><span class=\"n\">best_params_<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch<\/span><span class=\"o\">.<\/span><span class=\"n\">best_score_<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>{'C': 0.1, 'class_weight': None, 'penalty': 'none', 'warm_start': False}\n0.7184085514452588\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"KNN\">KNN<a class=\"anchor-link\" href=\"#KNN\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [397]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">training_acc<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">test_acc<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">neighbors_setting<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">30<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">n_neighbors<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">neighbors_setting<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">knn_model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KNeighborsClassifier<\/span><span class=\"p\">(<\/span><span class=\"n\">n_neighbors<\/span> <span class=\"o\">=<\/span> <span class=\"n\">n_neighbors<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n <span class=\"n\">training_acc<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">))<\/span>\n <span class=\"n\">test_acc<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">neighbors_setting<\/span><span class=\"p\">,<\/span> <span class=\"n\">training_acc<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"Accuracy of the training set"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">neighbors_setting<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_acc<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"Accuracy of the test set"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Accuracy'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Number of Neighbors'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[397]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><matplotlib.legend.Legend at 0x7f88d6b1d310><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [399]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">(<\/span><span class=\"n\">training_acc<\/span><span class=\"p\">))<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">(<\/span><span class=\"n\">test_acc<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>1.0\n0.914609739826551\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [401]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">knn_model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KNeighborsClassifier<\/span><span class=\"p\">(<\/span><span class=\"mi\">9<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s2\">"Accuracy for knn: "<\/span><span class=\"p\">,<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>Accuracy for knn: 0.9092728485657104\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [403]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">confusion_matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[403]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>array([[1338, 28],\n [ 108, 25]])<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>This con_matrix is for LogRes<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [406]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">GridSearchCV<\/span>\n\n<span class=\"n\">parameters<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s2\">"n_neighbors"<\/span><span class=\"p\">:<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">30<\/span><span class=\"p\">)<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">gridsearch2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GridSearchCV<\/span><span class=\"p\">(<\/span><span class=\"n\">estimator<\/span> <span class=\"o\">=<\/span> <span class=\"n\">knn_model<\/span><span class=\"p\">,<\/span> \n <span class=\"n\">param_grid<\/span> <span class=\"o\">=<\/span> <span class=\"n\">parameters<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">scoring<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'f1'<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">cv<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">verbose<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">n_jobs<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">best_params_<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>Fitting 5 folds for each of 29 candidates, totalling 145 fits\n<\/pre>\n<\/div>\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[406]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>{'n_neighbors': 1}<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [407]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">best_params_<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">best_score_<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>{'n_neighbors': 1}\n0.3653787148242307\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>GridSearch for logres<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Naive-Bayes\">Naive Bayes<a class=\"anchor-link\" href=\"#Naive-Bayes\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Complement<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [411]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Longitude'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Latitude'<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ComplementNB<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">clf<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Accuracy is'<\/span><span class=\"p\">,<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"application\/vnd.jupyter.stderr\">\n<pre>\n<span class=\"ansi-red-fg\">---------------------------------------------------------------------------<\/span>\n<span class=\"ansi-red-fg\">ValueError<\/span> Traceback (most recent call last)\nCell <span class=\"ansi-green-fg\">In[411], line 3<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 1<\/span> x <span style=\"color: rgb(98,98,98)\">=<\/span> df<span style=\"color: rgb(98,98,98)\">.<\/span>drop(columns<span style=\"color: rgb(98,98,98)\">=<\/span>[<span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Personal Loan<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>, <span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Place<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>, <span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Longitude<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>, <span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Latitude<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>])\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2<\/span> y<span style=\"color: rgb(98,98,98)\">=<\/span>df[<span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Personal Loan<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>]\n<span class=\"ansi-green-fg\">----> 3<\/span> X_train, X_test, y_train, y_test <span style=\"color: rgb(98,98,98)\">=<\/span> train_test_split(X, y, test_size <span style=\"color: rgb(98,98,98)\">=<\/span> <span style=\"color: rgb(98,98,98)\">0.2<\/span>, random_state <span style=\"color: rgb(98,98,98)\">=<\/span> <span style=\"color: rgb(98,98,98)\">0<\/span>)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 4<\/span> clf <span style=\"color: rgb(98,98,98)\">=<\/span> ComplementNB()\n<span class=\"ansi-green-intense-fg ansi-bold\"> 5<\/span> clf<span style=\"color: rgb(98,98,98)\">.<\/span>fit(X_train, y_train<span style=\"color: rgb(98,98,98)\">.<\/span>ravel())\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/utils\/_param_validation.py:211<\/span>, in <span class=\"ansi-cyan-fg\">validate_params.<locals>.decorator.<locals>.wrapper<\/span><span class=\"ansi-blue-fg\">(*args, **kwargs)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 205<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">try<\/span>:\n<span class=\"ansi-green-intense-fg ansi-bold\"> 206<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">with<\/span> config_context(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 207<\/span> skip_parameter_validation<span style=\"color: rgb(98,98,98)\">=<\/span>(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 208<\/span> prefer_skip_nested_validation <span class=\"ansi-bold\" style=\"color: rgb(175,0,255)\">or<\/span> global_skip_validation\n<span class=\"ansi-green-intense-fg ansi-bold\"> 209<\/span> )\n<span class=\"ansi-green-intense-fg ansi-bold\"> 210<\/span> ):\n<span class=\"ansi-green-fg\">--> 211<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">return<\/span> func(<span style=\"color: rgb(98,98,98)\">*<\/span>args, <span style=\"color: rgb(98,98,98)\">*<\/span><span style=\"color: rgb(98,98,98)\">*<\/span>kwargs)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 212<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">except<\/span> InvalidParameterError <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">as<\/span> e:\n<span class=\"ansi-green-intense-fg ansi-bold\"> 213<\/span> <span style=\"color: rgb(95,135,135)\"># When the function is just a wrapper around an estimator, we allow<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 214<\/span> <span style=\"color: rgb(95,135,135)\"># the function to delegate validation to the estimator, but we replace<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 215<\/span> <span style=\"color: rgb(95,135,135)\"># the name of the estimator by the name of the function in the error<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 216<\/span> <span style=\"color: rgb(95,135,135)\"># message to avoid confusion.<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 217<\/span> msg <span style=\"color: rgb(98,98,98)\">=<\/span> re<span style=\"color: rgb(98,98,98)\">.<\/span>sub(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 218<\/span> <span style=\"color: rgb(175,0,0)\">r<\/span><span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">parameter of <\/span><span style=\"color: rgb(175,0,0)\">\\<\/span><span style=\"color: rgb(175,0,0)\">w+ must be<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>,\n<span class=\"ansi-green-intense-fg ansi-bold\"> 219<\/span> <span style=\"color: rgb(175,0,0)\">f<\/span><span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">parameter of <\/span><span class=\"ansi-bold\" style=\"color: rgb(175,95,135)\">{<\/span>func<span style=\"color: rgb(98,98,98)\">.<\/span><span style=\"color: rgb(0,0,135)\">__qualname__<\/span><span class=\"ansi-bold\" style=\"color: rgb(175,95,135)\">}<\/span><span style=\"color: rgb(175,0,0)\"> must be<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>,\n<span class=\"ansi-green-intense-fg ansi-bold\"> 220<\/span> <span style=\"color: rgb(0,135,0)\">str<\/span>(e),\n<span class=\"ansi-green-intense-fg ansi-bold\"> 221<\/span> )\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/model_selection\/_split.py:2614<\/span>, in <span class=\"ansi-cyan-fg\">train_test_split<\/span><span class=\"ansi-blue-fg\">(test_size, train_size, random_state, shuffle, stratify, *arrays)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2611<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">if<\/span> n_arrays <span style=\"color: rgb(98,98,98)\">==<\/span> <span style=\"color: rgb(98,98,98)\">0<\/span>:\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2612<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">raise<\/span> <span class=\"ansi-bold\" style=\"color: rgb(215,95,95)\">ValueError<\/span>(<span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">At least one array required as input<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>)\n<span class=\"ansi-green-fg\">-> 2614<\/span> arrays <span style=\"color: rgb(98,98,98)\">=<\/span> indexable(<span style=\"color: rgb(98,98,98)\">*<\/span>arrays)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2616<\/span> n_samples <span style=\"color: rgb(98,98,98)\">=<\/span> _num_samples(arrays[<span style=\"color: rgb(98,98,98)\">0<\/span>])\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2617<\/span> n_train, n_test <span style=\"color: rgb(98,98,98)\">=<\/span> _validate_shuffle_split(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2618<\/span> n_samples, test_size, train_size, default_test_size<span style=\"color: rgb(98,98,98)\">=<\/span><span style=\"color: rgb(98,98,98)\">0.25<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2619<\/span> )\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/utils\/validation.py:455<\/span>, in <span class=\"ansi-cyan-fg\">indexable<\/span><span class=\"ansi-blue-fg\">(*iterables)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 436<\/span> <span style=\"color: rgb(175,0,0)\">"""Make arrays indexable for cross-validation.<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 437<\/span> \n<span class=\"ansi-green-intense-fg ansi-bold\"> 438<\/span> <span style=\"color: rgb(175,0,0)\">Checks consistent length, passes through None, and ensures that everything<\/span>\n<span class=\"ansi-green-fg\"> (...)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 451<\/span> <span style=\"color: rgb(175,0,0)\"> sparse matrix, or dataframe) or `None`.<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 452<\/span> <span style=\"color: rgb(175,0,0)\">"""<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 454<\/span> result <span style=\"color: rgb(98,98,98)\">=<\/span> [_make_indexable(X) <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">for<\/span> X <span class=\"ansi-bold\" style=\"color: rgb(175,0,255)\">in<\/span> iterables]\n<span class=\"ansi-green-fg\">--> 455<\/span> check_consistent_length(<span style=\"color: rgb(98,98,98)\">*<\/span>result)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 456<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">return<\/span> result\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/utils\/validation.py:409<\/span>, in <span class=\"ansi-cyan-fg\">check_consistent_length<\/span><span class=\"ansi-blue-fg\">(*arrays)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 407<\/span> uniques <span style=\"color: rgb(98,98,98)\">=<\/span> np<span style=\"color: rgb(98,98,98)\">.<\/span>unique(lengths)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 408<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">if<\/span> <span style=\"color: rgb(0,135,0)\">len<\/span>(uniques) <span style=\"color: rgb(98,98,98)\">><\/span> <span style=\"color: rgb(98,98,98)\">1<\/span>:\n<span class=\"ansi-green-fg\">--> 409<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">raise<\/span> <span class=\"ansi-bold\" style=\"color: rgb(215,95,95)\">ValueError<\/span>(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 410<\/span> <span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">Found input variables with inconsistent numbers of samples: <\/span><span class=\"ansi-bold\" style=\"color: rgb(175,95,135)\">%r<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 411<\/span> <span style=\"color: rgb(98,98,98)\">%<\/span> [<span style=\"color: rgb(0,135,0)\">int<\/span>(l) <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">for<\/span> l <span class=\"ansi-bold\" style=\"color: rgb(175,0,255)\">in<\/span> lengths]\n<span class=\"ansi-green-intense-fg ansi-bold\"> 412<\/span> )\n\n<span class=\"ansi-red-fg\">ValueError<\/span>: Found input variables with inconsistent numbers of samples: [4994, 4999]<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Naive Bayes alg. is not suitable for this dataset<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [392]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[392]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Personal Loan\n0 4519\n1 480\nName: count, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [394]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"mi\">4519<\/span><span class=\"o\">\/<\/span><span class=\"mi\">480<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[394]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>9.414583333333333<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Imbalanced distribution (1:9.41)<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/body>\n\n\n\n\n\n\n\n<\/html>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p> Farhad Piri\u00b6 Crucial Data preprocessings before any algorithms\u00b6 In\u00a0[1]: #!pip install zipcodes In\u00a0[2]: #!pip install basemap In\u00a0[3]: import numpy as np import pandas as pd import matplotlib.pyplot as plt import seaborn as sns import zipcodes as zcode from sklearn.model_selection import train_test_split , GridSearchCV from sklearn import metrics from sklearn.linear_model import LogisticRegression, LinearRegression from sklearn.metrics import classification_report, confusion_matrix from sklearn.neighbors import KNeighborsClassifier from sklearn.naive_bayes import ComplementNB from warnings import filterwarnings filterwarnings(“ignore”) In\u00a0[4]: Data = pd.read_csv(‘Bank_Personal_Loan_Modelling.csv’) df = pd.DataFrame(Data) df Out[4]: ID Age Experience Income ZIP Code Family CCAvg Education Mortgage Personal Loan Securities Account CD Account Online CreditCard 0 1\u2026<\/p>\n","protected":false},"author":1,"featured_media":756,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-751","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"blocksy_meta":"","_links":{"self":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts\/751","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/comments?post=751"}],"version-history":[{"count":5,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts\/751\/revisions"}],"predecessor-version":[{"id":757,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts\/751\/revisions\/757"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/media\/756"}],"wp:attachment":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/media?parent=751"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/categories?post=751"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/tags?post=751"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

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var(--jp-scrollbar-thumb-radius);\n}\n\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:horizontal {\n border-left: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n border-right: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n}\n\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:vertical {\n border-top: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n border-bottom: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n}\n\n\/* for code nodes, use a transparent style of scrollbar *\/\n\n[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar::-webkit-scrollbar,\n[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar::-webkit-scrollbar,\n[data-jp-theme-scrollbars='true']\n .CodeMirror-hscrollbar::-webkit-scrollbar-corner,\n[data-jp-theme-scrollbars='true']\n .CodeMirror-vscrollbar::-webkit-scrollbar-corner {\n background-color: transparent;\n}\n\n[data-jp-theme-scrollbars='true']\n .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,\n[data-jp-theme-scrollbars='true']\n .CodeMirror-vscrollbar::-webkit-scrollbar-thumb {\n background: rgba(var(--jp-scrollbar-thumb-color), 0.5);\n border: var(--jp-scrollbar-thumb-margin) solid transparent;\n background-clip: content-box;\n border-radius: var(--jp-scrollbar-thumb-radius);\n}\n\n[data-jp-theme-scrollbars='true']\n .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal {\n border-left: var(--jp-scrollbar-endpad) solid transparent;\n border-right: var(--jp-scrollbar-endpad) solid transparent;\n}\n\n[data-jp-theme-scrollbars='true']\n .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical {\n border-top: var(--jp-scrollbar-endpad) solid transparent;\n border-bottom: var(--jp-scrollbar-endpad) solid transparent;\n}\n\n\/* tiny scrollbar *\/\n\n.jp-scrollbar-tiny::-webkit-scrollbar,\n.jp-scrollbar-tiny::-webkit-scrollbar-corner {\n background-color: transparent;\n height: 4px;\n width: 4px;\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-thumb {\n background: rgba(var(--jp-scrollbar-thumb-color), 0.5);\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {\n border-left: 0px solid transparent;\n border-right: 0px solid transparent;\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {\n border-top: 0px solid transparent;\n border-bottom: 0px solid transparent;\n}\n\n\/*\n * Phosphor\n *\/\n\n.lm-ScrollBar[data-orientation='horizontal'] {\n min-height: 16px;\n max-height: 16px;\n min-width: 45px;\n border-top: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='vertical'] {\n min-width: 16px;\n max-width: 16px;\n min-height: 45px;\n border-left: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar-button {\n background-color: #f0f0f0;\n background-position: center center;\n min-height: 15px;\n max-height: 15px;\n min-width: 15px;\n max-width: 15px;\n}\n\n.lm-ScrollBar-button:hover {\n background-color: #dadada;\n}\n\n.lm-ScrollBar-button.lm-mod-active {\n background-color: #cdcdcd;\n}\n\n.lm-ScrollBar-track {\n background: #f0f0f0;\n}\n\n.lm-ScrollBar-thumb {\n background: #cdcdcd;\n}\n\n.lm-ScrollBar-thumb:hover {\n background: #bababa;\n}\n\n.lm-ScrollBar-thumb.lm-mod-active {\n background: #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {\n height: 100%;\n min-width: 15px;\n border-left: 1px solid #a0a0a0;\n border-right: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {\n width: 100%;\n min-height: 15px;\n border-top: 1px solid #a0a0a0;\n border-bottom: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='horizontal']\n .lm-ScrollBar-button[data-action='decrement'] {\n background-image: var(--jp-icon-caret-left);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='horizontal']\n .lm-ScrollBar-button[data-action='increment'] {\n background-image: var(--jp-icon-caret-right);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='vertical']\n .lm-ScrollBar-button[data-action='decrement'] {\n background-image: var(--jp-icon-caret-up);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='vertical']\n .lm-ScrollBar-button[data-action='increment'] {\n background-image: var(--jp-icon-caret-down);\n background-size: 17px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-Widget, \/* <\/DEPRECATED> *\/\n.lm-Widget {\n box-sizing: border-box;\n position: relative;\n overflow: hidden;\n cursor: default;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Widget.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-Widget.lm-mod-hidden {\n display: none !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette {\n display: flex;\n flex-direction: column;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-search, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-search {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-content, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n min-height: 0;\n overflow: auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-header, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-header {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-item, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-item {\n display: flex;\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemIcon, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemContent, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemContent {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemShortcut, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemLabel, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemLabel {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.lm-close-icon {\n\tborder:1px solid transparent;\n background-color: transparent;\n position: absolute;\n\tz-index:1;\n\tright:3%;\n\ttop: 0;\n\tbottom: 0;\n\tmargin: auto;\n\tpadding: 7px 0;\n\tdisplay: none;\n\tvertical-align: middle;\n outline: 0;\n cursor: pointer;\n}\n.lm-close-icon:after {\n\tcontent: \"X\";\n\tdisplay: block;\n\twidth: 15px;\n\theight: 15px;\n\ttext-align: center;\n\tcolor:#000;\n\tfont-weight: normal;\n\tfont-size: 12px;\n\tcursor: pointer;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel, \/* <\/DEPRECATED> *\/\n.lm-DockPanel {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-widget, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-widget {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle {\n z-index: 2;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='horizontal'],\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='horizontal'] {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='vertical'],\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='vertical'] {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='horizontal']:after,\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='horizontal']:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='vertical']:after,\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='vertical']:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-overlay, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-overlay {\n z-index: 3;\n box-sizing: border-box;\n pointer-events: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-overlay.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-overlay.lm-mod-hidden {\n display: none !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-Menu, \/* <\/DEPRECATED> *\/\n.lm-Menu {\n z-index: 10000;\n position: absolute;\n white-space: nowrap;\n overflow-x: hidden;\n overflow-y: auto;\n outline: none;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-content, \/* <\/DEPRECATED> *\/\n.lm-Menu-content {\n margin: 0;\n padding: 0;\n display: table;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-item, \/* <\/DEPRECATED> *\/\n.lm-Menu-item {\n display: table-row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-Menu-item.p-mod-hidden,\n.p-Menu-item.p-mod-collapsed,\n\/* <\/DEPRECATED> *\/\n.lm-Menu-item.lm-mod-hidden,\n.lm-Menu-item.lm-mod-collapsed {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-Menu-itemIcon,\n.p-Menu-itemSubmenuIcon,\n\/* <\/DEPRECATED> *\/\n.lm-Menu-itemIcon,\n.lm-Menu-itemSubmenuIcon {\n display: table-cell;\n text-align: center;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-itemLabel, \/* <\/DEPRECATED> *\/\n.lm-Menu-itemLabel {\n display: table-cell;\n text-align: left;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-itemShortcut, \/* <\/DEPRECATED> *\/\n.lm-Menu-itemShortcut {\n display: table-cell;\n text-align: right;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-MenuBar, \/* <\/DEPRECATED> *\/\n.lm-MenuBar {\n outline: none;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-MenuBar-content, \/* <\/DEPRECATED> *\/\n.lm-MenuBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex-direction: row;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p--MenuBar-item, \/* <\/DEPRECATED> *\/\n.lm-MenuBar-item {\n box-sizing: border-box;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-MenuBar-itemIcon,\n.p-MenuBar-itemLabel,\n\/* <\/DEPRECATED> *\/\n.lm-MenuBar-itemIcon,\n.lm-MenuBar-itemLabel {\n display: inline-block;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-ScrollBar[data-orientation='horizontal'],\n\/* <\/DEPRECATED> *\/\n.lm-ScrollBar[data-orientation='horizontal'] {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-ScrollBar[data-orientation='vertical'],\n\/* <\/DEPRECATED> *\/\n.lm-ScrollBar[data-orientation='vertical'] {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-button, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-button {\n box-sizing: border-box;\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-track, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-track {\n box-sizing: border-box;\n position: relative;\n overflow: hidden;\n flex: 1 1 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-thumb, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-thumb {\n box-sizing: border-box;\n position: absolute;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-child, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-child {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabBar, \/* <\/DEPRECATED> *\/\n.lm-TabBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='horizontal'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] {\n flex-direction: row;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='vertical'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] {\n flex-direction: column;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-content, \/* <\/DEPRECATED> *\/\n.lm-TabBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex: 1 1 auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab {\n display: flex;\n flex-direction: row;\n box-sizing: border-box;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar-tabIcon,\n.p-TabBar-tabCloseIcon,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar-tabIcon,\n.lm-TabBar-tabCloseIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tabLabel, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tabLabel {\n flex: 1 1 auto;\n overflow: hidden;\n white-space: nowrap;\n}\n\n\n.lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab.lm-mod-hidden {\n display: none !important;\n}\n\n\n.lm-TabBar-addButton.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar.p-mod-dragging .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {\n position: relative;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {\n left: 0;\n transition: left 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {\n top: 0;\n transition: top 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {\n transition: none;\n}\n\n.lm-TabBar-tabLabel .lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n background: inherit;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-stackedPanel, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-stackedPanel {\n z-index: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n@charset \"UTF-8\";\nhtml{\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n\n*,\n*::before,\n*::after{\n -webkit-box-sizing:inherit;\n box-sizing:inherit; }\n\nbody{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none;\n color:#182026;\n font-family:-apple-system, \"BlinkMacSystemFont\", \"Segoe UI\", \"Roboto\", \"Oxygen\", \"Ubuntu\", \"Cantarell\", \"Open Sans\", \"Helvetica Neue\", \"Icons16\", sans-serif; }\n\np{\n margin-bottom:10px;\n margin-top:0; }\n\nsmall{\n font-size:12px; }\n\nstrong{\n font-weight:600; }\n\n::-moz-selection{\n background:rgba(125, 188, 255, 0.6); }\n\n::selection{\n background:rgba(125, 188, 255, 0.6); }\n.bp3-heading{\n color:#182026;\n font-weight:600;\n margin:0 0 10px;\n padding:0; }\n .bp3-dark .bp3-heading{\n color:#f5f8fa; }\n\nh1.bp3-heading, .bp3-running-text h1{\n font-size:36px;\n line-height:40px; }\n\nh2.bp3-heading, .bp3-running-text h2{\n font-size:28px;\n line-height:32px; }\n\nh3.bp3-heading, .bp3-running-text h3{\n font-size:22px;\n line-height:25px; }\n\nh4.bp3-heading, .bp3-running-text h4{\n font-size:18px;\n line-height:21px; }\n\nh5.bp3-heading, .bp3-running-text h5{\n font-size:16px;\n line-height:19px; }\n\nh6.bp3-heading, .bp3-running-text h6{\n font-size:14px;\n line-height:16px; }\n.bp3-ui-text{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none; }\n\n.bp3-monospace-text{\n font-family:monospace;\n text-transform:none; }\n\n.bp3-text-muted{\n color:#5c7080; }\n .bp3-dark .bp3-text-muted{\n color:#a7b6c2; }\n\n.bp3-text-disabled{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-text-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-text-overflow-ellipsis{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal; }\n.bp3-running-text{\n font-size:14px;\n line-height:1.5; }\n .bp3-running-text h1{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h1{\n color:#f5f8fa; }\n .bp3-running-text h2{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h2{\n color:#f5f8fa; }\n .bp3-running-text h3{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h3{\n color:#f5f8fa; }\n .bp3-running-text h4{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h4{\n color:#f5f8fa; }\n .bp3-running-text h5{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h5{\n color:#f5f8fa; }\n .bp3-running-text h6{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h6{\n color:#f5f8fa; }\n .bp3-running-text hr{\n border:none;\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n margin:20px 0; }\n .bp3-dark .bp3-running-text hr{\n border-color:rgba(255, 255, 255, 0.15); }\n .bp3-running-text p{\n margin:0 0 10px;\n padding:0; }\n\n.bp3-text-large{\n font-size:16px; }\n\n.bp3-text-small{\n font-size:12px; }\na{\n color:#106ba3;\n text-decoration:none; }\n a:hover{\n color:#106ba3;\n cursor:pointer;\n text-decoration:underline; }\n a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{\n color:inherit; }\n a code,\n .bp3-dark a code{\n color:inherit; }\n .bp3-dark a,\n .bp3-dark a:hover{\n color:#48aff0; }\n .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,\n .bp3-dark a:hover .bp3-icon,\n .bp3-dark a:hover .bp3-icon-standard,\n .bp3-dark a:hover .bp3-icon-large{\n color:inherit; }\n.bp3-running-text code, .bp3-code{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n font-size:smaller;\n padding:2px 5px; }\n .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n .bp3-running-text a > code, a > .bp3-code{\n color:#137cbd; }\n .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{\n color:inherit; }\n\n.bp3-running-text pre, .bp3-code-block{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n color:#182026;\n display:block;\n font-size:13px;\n line-height:1.4;\n margin:10px 0;\n padding:13px 15px 12px;\n word-break:break-all;\n word-wrap:break-word; }\n .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-running-text pre > code, .bp3-code-block > code{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit;\n font-size:inherit;\n padding:0; }\n\n.bp3-running-text kbd, .bp3-key{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-family:inherit;\n font-size:12px;\n height:24px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n line-height:24px;\n min-width:24px;\n padding:3px 6px;\n vertical-align:middle; }\n .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{\n margin-right:5px; }\n .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n.bp3-running-text blockquote, .bp3-blockquote{\n border-left:solid 4px rgba(167, 182, 194, 0.5);\n margin:0 0 10px;\n padding:0 20px; }\n .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{\n border-color:rgba(115, 134, 148, 0.5); }\n.bp3-running-text ul,\n.bp3-running-text ol, .bp3-list{\n margin:10px 0;\n padding-left:30px; }\n .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){\n margin-bottom:5px; }\n .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,\n .bp3-running-text ul ul,\n .bp3-running-text ol ul,\n .bp3-list ul{\n margin-top:5px; }\n\n.bp3-list-unstyled{\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-list-unstyled li{\n padding:0; }\n.bp3-rtl{\n text-align:right; }\n\n.bp3-dark{\n color:#f5f8fa; }\n\n:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n\n.bp3-focus-disabled :focus{\n outline:none !important; }\n .bp3-focus-disabled :focus ~ .bp3-control-indicator{\n outline:none !important; }\n\n.bp3-alert{\n max-width:400px;\n padding:20px; }\n\n.bp3-alert-body{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-alert-body .bp3-icon{\n font-size:40px;\n margin-right:20px;\n margin-top:0; }\n\n.bp3-alert-contents{\n word-break:break-word; }\n\n.bp3-alert-footer{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:reverse;\n -ms-flex-direction:row-reverse;\n flex-direction:row-reverse;\n margin-top:10px; }\n .bp3-alert-footer .bp3-button{\n margin-left:10px; }\n.bp3-breadcrumbs{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n cursor:default;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n height:30px;\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-breadcrumbs > li{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-breadcrumbs > li::after{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'\/%3e%3c\/svg%3e\");\n content:\"\";\n display:block;\n height:16px;\n margin:0 5px;\n width:16px; }\n .bp3-breadcrumbs > li:last-of-type::after{\n display:none; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumb-current,\n.bp3-breadcrumbs-collapsed{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-size:16px; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumbs-collapsed{\n color:#5c7080; }\n\n.bp3-breadcrumb:hover{\n text-decoration:none; }\n\n.bp3-breadcrumb.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-breadcrumb .bp3-icon{\n margin-right:5px; }\n\n.bp3-breadcrumb-current{\n color:inherit;\n font-weight:600; }\n .bp3-breadcrumb-current .bp3-input{\n font-size:inherit;\n font-weight:inherit;\n vertical-align:baseline; }\n\n.bp3-breadcrumbs-collapsed{\n background:#ced9e0;\n border:none;\n border-radius:3px;\n cursor:pointer;\n margin-right:2px;\n padding:1px 5px;\n vertical-align:text-bottom; }\n .bp3-breadcrumbs-collapsed::before{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'\/%3e%3ccircle cx='14' cy='8.03' r='2'\/%3e%3ccircle cx='8' cy='8.03' r='2'\/%3e%3c\/g%3e%3c\/svg%3e\") center no-repeat;\n content:\"\";\n display:block;\n height:16px;\n width:16px; }\n .bp3-breadcrumbs-collapsed:hover{\n background:#bfccd6;\n color:#182026;\n text-decoration:none; }\n\n.bp3-dark .bp3-breadcrumb,\n.bp3-dark .bp3-breadcrumbs-collapsed{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumbs > li::after{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumb.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-dark .bp3-breadcrumb-current{\n color:#f5f8fa; }\n\n.bp3-dark .bp3-breadcrumbs-collapsed{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-breadcrumbs-collapsed:hover{\n background:rgba(16, 22, 26, 0.6);\n color:#f5f8fa; }\n.bp3-button{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n min-height:30px;\n min-width:30px; }\n .bp3-button > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-button > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-button::before,\n .bp3-button > *{\n margin-right:7px; }\n .bp3-button:empty::before,\n .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button:empty{\n padding:0 !important; }\n .bp3-button:disabled, .bp3-button.bp3-disabled{\n cursor:not-allowed; }\n .bp3-button.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button.bp3-align-right,\n .bp3-align-right .bp3-button{\n text-align:right; }\n .bp3-button.bp3-align-left,\n .bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026; }\n .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active:hover, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-button.bp3-intent-primary{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n background-color:#0e5a8a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{\n background-color:rgba(19, 124, 189, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-success{\n background-color:#0f9960;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover{\n background-color:#0d8050;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n background-color:#0a6640;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{\n background-color:rgba(15, 153, 96, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-warning{\n background-color:#d9822b;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover{\n background-color:#bf7326;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n background-color:#a66321;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{\n background-color:rgba(217, 130, 43, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-danger{\n background-color:#db3737;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover{\n background-color:#c23030;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n background-color:#a82a2a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{\n background-color:rgba(219, 55, 55, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#ffffff; }\n .bp3-button.bp3-large,\n .bp3-large .bp3-button{\n min-height:40px;\n min-width:40px;\n font-size:16px;\n padding:5px 15px; }\n .bp3-button.bp3-large::before,\n .bp3-button.bp3-large > *,\n .bp3-large .bp3-button::before,\n .bp3-large .bp3-button > *{\n margin-right:10px; }\n .bp3-button.bp3-large:empty::before,\n .bp3-button.bp3-large > :last-child,\n .bp3-large .bp3-button:empty::before,\n .bp3-large .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button.bp3-small,\n .bp3-small .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-button.bp3-loading{\n position:relative; }\n .bp3-button.bp3-loading[class*=\"bp3-icon-\"]::before{\n visibility:hidden; }\n .bp3-button.bp3-loading .bp3-button-spinner{\n margin:0;\n position:absolute; }\n .bp3-button.bp3-loading > :not(.bp3-button-spinner){\n visibility:hidden; }\n .bp3-button[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080; }\n .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{\n color:#5c7080; }\n .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{\n margin-left:7px; }\n .bp3-button .bp3-icon:first-child:last-child,\n .bp3-button .bp3-spinner + .bp3-icon:last-child{\n margin:0 -7px; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"])[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.3); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n .bp3-button:disabled::before,\n .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,\n .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*=\"bp3-intent-\"]::before,\n .bp3-button[class*=\"bp3-intent-\"] .bp3-icon, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-standard, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-large{\n color:inherit !important; }\n .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button.bp3-minimal:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-minimal:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n border:1px solid rgba(24, 32, 38, 0.2);\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n .bp3-button.bp3-outlined:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-outlined:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(92, 112, 128, 0.1); }\n .bp3-dark .bp3-button.bp3-outlined{\n border-color:rgba(255, 255, 255, 0.4); }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(255, 255, 255, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(16, 107, 163, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(16, 107, 163, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(72, 175, 240, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(72, 175, 240, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(13, 128, 80, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(13, 128, 80, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(61, 204, 145, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(61, 204, 145, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(191, 115, 38, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(191, 115, 38, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(255, 179, 102, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(255, 179, 102, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(194, 48, 48, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(194, 48, 48, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(255, 115, 115, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(255, 115, 115, 0.2); }\n\na.bp3-button{\n text-align:center;\n text-decoration:none;\n -webkit-transition:none;\n transition:none; }\n a.bp3-button, a.bp3-button:hover, a.bp3-button:active{\n color:#182026; }\n a.bp3-button.bp3-disabled{\n color:rgba(92, 112, 128, 0.6); }\n\n.bp3-button-text{\n -webkit-box-flex:0;\n -ms-flex:0 1 auto;\n flex:0 1 auto; }\n\n.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,\n.bp3-button-group.bp3-align-left .bp3-button-text,\n.bp3-button-group.bp3-align-right .bp3-button-text{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n.bp3-button-group{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex; }\n .bp3-button-group .bp3-button{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n position:relative;\n z-index:4; }\n .bp3-button-group .bp3-button:focus{\n z-index:5; }\n .bp3-button-group .bp3-button:hover{\n z-index:6; }\n .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{\n z-index:7; }\n .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{\n z-index:3; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]{\n z-index:9; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:focus{\n z-index:10; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:hover{\n z-index:11; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n z-index:12; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n z-index:8; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n border-bottom-right-radius:0;\n border-top-right-radius:0;\n margin-right:-1px; }\n .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group .bp3-popover-wrapper,\n .bp3-button-group .bp3-popover-target{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button-group .bp3-button.bp3-fill,\n .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-vertical{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n vertical-align:top; }\n .bp3-button-group.bp3-vertical.bp3-fill{\n height:100%;\n width:unset; }\n .bp3-button-group.bp3-vertical .bp3-button{\n margin-right:0 !important;\n width:100%; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{\n border-radius:3px 3px 0 0; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{\n border-radius:0 0 3px 3px; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-bottom:-1px; }\n .bp3-button-group.bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-right:1px; }\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){\n margin-bottom:1px; }\n.bp3-callout{\n font-size:14px;\n line-height:1.5;\n background-color:rgba(138, 155, 168, 0.15);\n border-radius:3px;\n padding:10px 12px 9px;\n position:relative;\n width:100%; }\n .bp3-callout[class*=\"bp3-icon-\"]{\n padding-left:40px; }\n .bp3-callout[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout.bp3-callout-icon{\n padding-left:40px; }\n .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout .bp3-heading{\n line-height:20px;\n margin-bottom:5px;\n margin-top:0; }\n .bp3-callout .bp3-heading:last-child{\n margin-bottom:0; }\n .bp3-dark .bp3-callout{\n background-color:rgba(138, 155, 168, 0.2); }\n .bp3-dark .bp3-callout[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15); }\n .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#106ba3; }\n .bp3-dark .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#48aff0; }\n .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15); }\n .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-success .bp3-heading{\n color:#0d8050; }\n .bp3-dark .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{\n color:#3dcc91; }\n .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15); }\n .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#bf7326; }\n .bp3-dark .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#ffb366; }\n .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15); }\n .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#c23030; }\n .bp3-dark .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#ff7373; }\n .bp3-running-text .bp3-callout{\n margin:20px 0; }\n.bp3-card{\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n padding:20px;\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-card.bp3-dark,\n .bp3-dark .bp3-card{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n .bp3-elevation-0.bp3-dark,\n .bp3-dark .bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-1.bp3-dark,\n .bp3-dark .bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-2.bp3-dark,\n .bp3-dark .bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-3.bp3-dark,\n .bp3-dark .bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-4.bp3-dark,\n .bp3-dark .bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n cursor:pointer; }\n .bp3-card.bp3-interactive:hover.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n opacity:0.9;\n -webkit-transition-duration:0;\n transition-duration:0; }\n .bp3-card.bp3-interactive:active.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-collapse{\n height:0;\n overflow-y:hidden;\n -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body{\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-context-menu .bp3-popover-target{\n display:block; }\n\n.bp3-context-menu-popover-target{\n position:fixed; }\n\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-dialog-container{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n min-height:100%;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n width:100%; }\n .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5); }\n .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n\n.bp3-dialog{\n background:#ebf1f5;\n border-radius:6px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:30px 0;\n padding-bottom:20px;\n pointer-events:all;\n -webkit-user-select:text;\n -moz-user-select:text;\n -ms-user-select:text;\n user-select:text;\n width:500px; }\n .bp3-dialog:focus{\n outline:0; }\n .bp3-dialog.bp3-dark,\n .bp3-dark .bp3-dialog{\n background:#293742;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-dialog-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:6px 6px 0 0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding-left:20px;\n padding-right:5px;\n z-index:30; }\n .bp3-dialog-header .bp3-icon-large,\n .bp3-dialog-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-dialog-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-dialog-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-dialog-header{\n background:#30404d;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-dialog-header .bp3-icon-large,\n .bp3-dark .bp3-dialog-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-dialog-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n margin:20px; }\n\n.bp3-dialog-footer{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin:0 20px; }\n\n.bp3-dialog-footer-actions{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:end;\n -ms-flex-pack:end;\n justify-content:flex-end; }\n .bp3-dialog-footer-actions .bp3-button{\n margin-left:10px; }\n.bp3-multistep-dialog-panels{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-multistep-dialog-left-panel{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-dark .bp3-multistep-dialog-left-panel{\n background:#202b33; }\n\n.bp3-multistep-dialog-right-panel{\n background-color:#f5f8fa;\n border-left:1px solid rgba(16, 22, 26, 0.15);\n border-radius:0 0 6px 0;\n -webkit-box-flex:3;\n -ms-flex:3;\n flex:3;\n min-width:0; }\n .bp3-dark .bp3-multistep-dialog-right-panel{\n background-color:#293742;\n border-left:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-multistep-dialog-footer{\n background-color:#ffffff;\n border-radius:0 0 6px 0;\n border-top:1px solid rgba(16, 22, 26, 0.15);\n padding:10px; }\n .bp3-dark .bp3-multistep-dialog-footer{\n background:#30404d;\n border-top:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-dialog-step-container{\n background-color:#f5f8fa;\n border-bottom:1px solid rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-dialog-step-container{\n background:#293742;\n border-bottom:1px solid rgba(16, 22, 26, 0.4); }\n .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background-color:#ffffff; }\n .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background:#30404d; }\n\n.bp3-dialog-step{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#f5f8fa;\n border-radius:6px;\n cursor:not-allowed;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:4px;\n padding:6px 14px; }\n .bp3-dark .bp3-dialog-step{\n background:#293742; }\n .bp3-dialog-step-viewed .bp3-dialog-step{\n background-color:#ffffff;\n cursor:pointer; }\n .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{\n background:#30404d; }\n .bp3-dialog-step:hover{\n background-color:#f5f8fa; }\n .bp3-dark .bp3-dialog-step:hover{\n background:#293742; }\n\n.bp3-dialog-step-icon{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:rgba(92, 112, 128, 0.6);\n border-radius:50%;\n color:#ffffff;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:25px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n width:25px; }\n .bp3-dark .bp3-dialog-step-icon{\n background-color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#2b95d6; }\n .bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#8a9ba8; }\n\n.bp3-dialog-step-title{\n color:rgba(92, 112, 128, 0.6);\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n padding-left:10px; }\n .bp3-dark .bp3-dialog-step-title{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{\n color:#2b95d6; }\n .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#182026; }\n .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#f5f8fa; }\n.bp3-drawer{\n background:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0;\n padding:0; }\n .bp3-drawer:focus{\n outline:0; }\n .bp3-drawer.bp3-position-top{\n height:50%;\n left:0;\n right:0;\n top:0; }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%); }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left{\n bottom:0;\n left:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%); }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right{\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical){\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-dark,\n .bp3-dark .bp3-drawer{\n background:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-drawer-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border-radius:0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding:5px;\n padding-left:20px;\n position:relative; }\n .bp3-drawer-header .bp3-icon-large,\n .bp3-drawer-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-drawer-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-drawer-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-drawer-header{\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-drawer-header .bp3-icon-large,\n .bp3-dark .bp3-drawer-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-drawer-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n overflow:auto; }\n\n.bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:10px 20px;\n position:relative; }\n .bp3-dark .bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }\n.bp3-editable-text{\n cursor:text;\n display:inline-block;\n max-width:100%;\n position:relative;\n vertical-align:top;\n white-space:nowrap; }\n .bp3-editable-text::before{\n bottom:-3px;\n left:-3px;\n position:absolute;\n right:-3px;\n top:-3px;\n border-radius:3px;\n content:\"\";\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#137cbd; }\n .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }\n .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#0f9960; }\n .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }\n .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#d9822b; }\n .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }\n .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#db3737; }\n .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }\n .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }\n .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#48aff0; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);\n box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#3dcc91; }\n .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);\n box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#ffb366; }\n .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);\n box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#ff7373; }\n .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);\n box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-editable-text-input,\n.bp3-editable-text-content{\n color:inherit;\n display:inherit;\n font:inherit;\n letter-spacing:inherit;\n max-width:inherit;\n min-width:inherit;\n position:relative;\n resize:none;\n text-transform:inherit;\n vertical-align:top; }\n\n.bp3-editable-text-input{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0;\n white-space:pre-wrap;\n width:100%; }\n .bp3-editable-text-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:focus{\n outline:none; }\n .bp3-editable-text-input::-ms-clear{\n display:none; }\n\n.bp3-editable-text-content{\n overflow:hidden;\n padding-right:2px;\n text-overflow:ellipsis;\n white-space:pre; }\n .bp3-editable-text-editing > .bp3-editable-text-content{\n left:0;\n position:absolute;\n visibility:hidden; }\n .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-editable-text.bp3-multiline{\n display:block; }\n .bp3-editable-text.bp3-multiline .bp3-editable-text-content{\n overflow:auto;\n white-space:pre-wrap;\n word-wrap:break-word; }\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-control-group{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch; }\n .bp3-control-group > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select,\n .bp3-control-group .bp3-input,\n .bp3-control-group .bp3-select{\n position:relative; }\n .bp3-control-group .bp3-input{\n border-radius:inherit;\n z-index:2; }\n .bp3-control-group .bp3-input:focus{\n border-radius:3px;\n z-index:14; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]{\n z-index:13; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]:focus{\n z-index:15; }\n .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{\n z-index:1; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input{\n z-index:13; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input:focus{\n z-index:15; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select select,\n .bp3-control-group .bp3-select select{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n border-radius:inherit;\n z-index:4; }\n .bp3-control-group .bp3-button:focus,\n .bp3-control-group .bp3-html-select select:focus,\n .bp3-control-group .bp3-select select:focus{\n z-index:5; }\n .bp3-control-group .bp3-button:hover,\n .bp3-control-group .bp3-html-select select:hover,\n .bp3-control-group .bp3-select select:hover{\n z-index:6; }\n .bp3-control-group .bp3-button:active,\n .bp3-control-group .bp3-html-select select:active,\n .bp3-control-group .bp3-select select:active{\n z-index:7; }\n .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,\n .bp3-control-group .bp3-html-select select[readonly],\n .bp3-control-group .bp3-html-select select:disabled,\n .bp3-control-group .bp3-html-select select.bp3-disabled,\n .bp3-control-group .bp3-select select[readonly],\n .bp3-control-group .bp3-select select:disabled,\n .bp3-control-group .bp3-select select.bp3-disabled{\n z-index:3; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]{\n z-index:9; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:focus{\n z-index:10; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:hover{\n z-index:11; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:active{\n z-index:12; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"][readonly], .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:disabled, .bp3-control-group .bp3-button[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"].bp3-disabled{\n z-index:8; }\n .bp3-control-group .bp3-input-group > .bp3-icon,\n .bp3-control-group .bp3-input-group > .bp3-button,\n .bp3-control-group .bp3-input-group > .bp3-input-left-container,\n .bp3-control-group .bp3-input-group > .bp3-input-action{\n z-index:16; }\n .bp3-control-group .bp3-select::after,\n .bp3-control-group .bp3-html-select::after,\n .bp3-control-group .bp3-select > .bp3-icon,\n .bp3-control-group .bp3-html-select > .bp3-icon{\n z-index:17; }\n .bp3-control-group .bp3-select:focus-within{\n z-index:5; }\n .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:-1px; }\n .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){\n margin-left:6px; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:0; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{\n margin-left:1px; }\n .bp3-control-group .bp3-popover-wrapper,\n .bp3-control-group .bp3-popover-target{\n border-radius:inherit; }\n .bp3-control-group > :first-child{\n border-radius:3px 0 0 3px; }\n .bp3-control-group > :last-child{\n border-radius:0 3px 3px 0;\n margin-right:0; }\n .bp3-control-group > :only-child{\n border-radius:3px;\n margin-right:0; }\n .bp3-control-group .bp3-input-group .bp3-button{\n border-radius:3px; }\n .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-control-group.bp3-fill{\n width:100%; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-fill > *:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-vertical{\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-control-group.bp3-vertical > *{\n margin-top:-1px; }\n .bp3-control-group.bp3-vertical > :first-child{\n border-radius:3px 3px 0 0;\n margin-top:0; }\n .bp3-control-group.bp3-vertical > :last-child{\n border-radius:0 0 3px 3px; }\n.bp3-control{\n cursor:pointer;\n display:block;\n margin-bottom:10px;\n position:relative;\n text-transform:none; }\n .bp3-control input:checked ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control:not(.bp3-align-right){\n padding-left:26px; }\n .bp3-control:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-26px; }\n .bp3-control.bp3-align-right{\n padding-right:26px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n margin-right:-26px; }\n .bp3-control.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-control.bp3-inline{\n display:inline-block;\n margin-right:20px; }\n .bp3-control input{\n left:0;\n opacity:0;\n position:absolute;\n top:0;\n z-index:-1; }\n .bp3-control .bp3-control-indicator{\n background-clip:padding-box;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n border:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n cursor:pointer;\n display:inline-block;\n font-size:16px;\n height:1em;\n margin-right:10px;\n margin-top:-3px;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n vertical-align:middle;\n width:1em; }\n .bp3-control .bp3-control-indicator::before{\n content:\"\";\n display:block;\n height:1em;\n width:1em; }\n .bp3-control:hover .bp3-control-indicator{\n background-color:#ebf1f5; }\n .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#d8e1e8;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-control input:focus ~ .bp3-control-indicator{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n float:right;\n margin-left:10px;\n margin-top:1px; }\n .bp3-control.bp3-large{\n font-size:16px; }\n .bp3-control.bp3-large:not(.bp3-align-right){\n padding-left:30px; }\n .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-30px; }\n .bp3-control.bp3-large.bp3-align-right{\n padding-right:30px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-30px; }\n .bp3-control.bp3-large .bp3-control-indicator{\n font-size:20px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-top:0; }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control.bp3-checkbox .bp3-control-indicator{\n border-radius:3px; }\n .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-radio .bp3-control-indicator{\n border-radius:50%; }\n .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{\n background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }\n .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{\n opacity:0.5; }\n .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{\n -moz-outline-radius:16px; }\n .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(167, 182, 194, 0.5); }\n .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(115, 134, 148, 0.5); }\n .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(92, 112, 128, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5); }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch:not(.bp3-align-right){\n padding-left:38px; }\n .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-38px; }\n .bp3-control.bp3-switch.bp3-align-right{\n padding-right:38px; }\n .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{\n margin-right:-38px; }\n .bp3-control.bp3-switch .bp3-control-indicator{\n border:none;\n border-radius:1.75em;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n min-width:1.75em;\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:auto; }\n .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#ffffff;\n border-radius:50%;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:calc(1em - 4px);\n left:0;\n margin:2px;\n position:absolute;\n -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:calc(1em - 4px); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n left:calc(100% - 1em); }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){\n padding-left:45px; }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right{\n padding-right:45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-45px; }\n .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.7); }\n .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.9); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-control.bp3-switch .bp3-switch-inner-text{\n font-size:0.7em;\n text-align:center; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{\n line-height:0;\n margin-left:0.5em;\n margin-right:1.2em;\n visibility:hidden; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{\n line-height:1em;\n margin-left:1.2em;\n margin-right:0.5em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{\n line-height:1em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{\n line-height:0;\n visibility:hidden; }\n .bp3-dark .bp3-control{\n color:#f5f8fa; }\n .bp3-dark .bp3-control.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-control .bp3-control-indicator{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover .bp3-control-indicator{\n background-color:#30404d; }\n .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#202b33;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-file-input{\n cursor:pointer;\n display:inline-block;\n height:30px;\n position:relative; }\n .bp3-file-input input{\n margin:0;\n min-width:200px;\n opacity:0; }\n .bp3-file-input input:disabled + .bp3-file-upload-input,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#182026; }\n .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#f5f8fa; }\n .bp3-file-input.bp3-fill{\n width:100%; }\n .bp3-file-input.bp3-large,\n .bp3-large .bp3-file-input{\n height:40px; }\n .bp3-file-input .bp3-file-upload-input-custom-text::after{\n content:attr(bp3-button-text); }\n\n.bp3-file-upload-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:rgba(92, 112, 128, 0.6);\n left:0;\n padding-right:80px;\n position:absolute;\n right:0;\n top:0;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input[type=\"search\"], .bp3-file-upload-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-upload-input::after{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n min-height:24px;\n min-width:24px;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n border-radius:3px;\n content:\"Browse\";\n line-height:24px;\n margin:3px;\n position:absolute;\n right:0;\n text-align:center;\n top:0;\n width:70px; }\n .bp3-file-upload-input::after:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-file-upload-input:hover::after{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input:active::after{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-large .bp3-file-upload-input{\n font-size:16px;\n height:40px;\n line-height:40px;\n padding-right:95px; }\n .bp3-large .bp3-file-upload-input[type=\"search\"], .bp3-large .bp3-file-upload-input.bp3-round{\n padding:0 15px; }\n .bp3-large .bp3-file-upload-input::after{\n min-height:30px;\n min-width:30px;\n line-height:30px;\n margin:5px;\n width:85px; }\n .bp3-dark .bp3-file-upload-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-file-upload-input:hover::after{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:active::after{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n.bp3-file-upload-input::after{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n.bp3-form-group{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0 0 15px; }\n .bp3-form-group label.bp3-label{\n margin-bottom:5px; }\n .bp3-form-group .bp3-control{\n margin-top:7px; }\n .bp3-form-group .bp3-form-helper-text{\n color:#5c7080;\n font-size:12px;\n margin-top:5px; }\n .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#106ba3; }\n .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#0d8050; }\n .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#bf7326; }\n .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#c23030; }\n .bp3-form-group.bp3-inline{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row; }\n .bp3-form-group.bp3-inline.bp3-large label.bp3-label{\n line-height:40px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-inline label.bp3-label{\n line-height:30px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#48aff0; }\n .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#3dcc91; }\n .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#ffb366; }\n .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#ff7373; }\n .bp3-dark .bp3-form-group .bp3-form-helper-text{\n color:#a7b6c2; }\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(167, 182, 194, 0.6) !important; }\n.bp3-input-group{\n display:block;\n position:relative; }\n .bp3-input-group .bp3-input{\n position:relative;\n width:100%; }\n .bp3-input-group .bp3-input:not(:first-child){\n padding-left:30px; }\n .bp3-input-group .bp3-input:not(:last-child){\n padding-right:30px; }\n .bp3-input-group .bp3-input-action,\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-button,\n .bp3-input-group > .bp3-icon{\n position:absolute;\n top:0; }\n .bp3-input-group .bp3-input-action:first-child,\n .bp3-input-group > .bp3-input-left-container:first-child,\n .bp3-input-group > .bp3-button:first-child,\n .bp3-input-group > .bp3-icon:first-child{\n left:0; }\n .bp3-input-group .bp3-input-action:last-child,\n .bp3-input-group > .bp3-input-left-container:last-child,\n .bp3-input-group > .bp3-button:last-child,\n .bp3-input-group > .bp3-icon:last-child{\n right:0; }\n .bp3-input-group .bp3-button{\n min-height:24px;\n min-width:24px;\n margin:3px;\n padding:0 7px; }\n .bp3-input-group .bp3-button:empty{\n padding:0; }\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-icon{\n z-index:1; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon{\n color:#5c7080; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,\n .bp3-input-group > .bp3-icon:empty{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon,\n .bp3-input-group .bp3-input-action > .bp3-spinner{\n margin:7px; }\n .bp3-input-group .bp3-tag{\n margin:5px; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#5c7080; }\n .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#a7b6c2; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{\n color:#5c7080; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group.bp3-disabled{\n cursor:not-allowed; }\n .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-input-group.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n margin:5px; }\n .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-large > .bp3-icon,\n .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{\n margin:12px; }\n .bp3-input-group.bp3-large .bp3-input{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input-group.bp3-large .bp3-input[type=\"search\"], .bp3-input-group.bp3-large .bp3-input.bp3-round{\n padding:0 15px; }\n .bp3-input-group.bp3-large .bp3-input:not(:first-child){\n padding-left:40px; }\n .bp3-input-group.bp3-large .bp3-input:not(:last-child){\n padding-right:40px; }\n .bp3-input-group.bp3-small .bp3-button{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small .bp3-tag{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-small > .bp3-icon,\n .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{\n margin:4px; }\n .bp3-input-group.bp3-small .bp3-input{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input-group.bp3-small .bp3-input[type=\"search\"], .bp3-input-group.bp3-small .bp3-input.bp3-round{\n padding:0 12px; }\n .bp3-input-group.bp3-small .bp3-input:not(:first-child){\n padding-left:24px; }\n .bp3-input-group.bp3-small .bp3-input:not(:last-child){\n padding-right:24px; }\n .bp3-input-group.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-input-group.bp3-round .bp3-button,\n .bp3-input-group.bp3-round .bp3-input,\n .bp3-input-group.bp3-round .bp3-tag{\n border-radius:30px; }\n .bp3-dark .bp3-input-group .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input-group.bp3-intent-primary .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#106ba3; }\n .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#48aff0; }\n .bp3-input-group.bp3-intent-success .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#0d8050; }\n .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#3dcc91; }\n .bp3-input-group.bp3-intent-warning .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#bf7326; }\n .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#ffb366; }\n .bp3-input-group.bp3-intent-danger .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#c23030; }\n .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#ff7373; }\n.bp3-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle; }\n .bp3-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:focus, .bp3-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input[type=\"search\"], .bp3-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-input:disabled, .bp3-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-input.bp3-large{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input.bp3-large[type=\"search\"], .bp3-input.bp3-large.bp3-round{\n padding:0 15px; }\n .bp3-input.bp3-small{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input.bp3-small[type=\"search\"], .bp3-input.bp3-small.bp3-round{\n padding:0 12px; }\n .bp3-input.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-dark .bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input::-ms-clear{\n display:none; }\ntextarea.bp3-input{\n max-width:100%;\n padding:10px; }\n textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{\n height:auto;\n line-height:inherit; }\n textarea.bp3-input.bp3-small{\n padding:8px; }\n .bp3-dark textarea.bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark textarea.bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\nlabel.bp3-label{\n display:block;\n margin-bottom:15px;\n margin-top:0; }\n label.bp3-label .bp3-html-select,\n label.bp3-label .bp3-input,\n label.bp3-label .bp3-select,\n label.bp3-label .bp3-slider,\n label.bp3-label .bp3-popover-wrapper{\n display:block;\n margin-top:5px;\n text-transform:none; }\n label.bp3-label .bp3-button-group{\n margin-top:5px; }\n label.bp3-label .bp3-select select,\n label.bp3-label .bp3-html-select select{\n font-weight:400;\n vertical-align:top;\n width:100%; }\n label.bp3-label.bp3-disabled,\n label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(92, 112, 128, 0.6); }\n label.bp3-label.bp3-inline{\n line-height:30px; }\n label.bp3-label.bp3-inline .bp3-html-select,\n label.bp3-label.bp3-inline .bp3-input,\n label.bp3-label.bp3-inline .bp3-input-group,\n label.bp3-label.bp3-inline .bp3-select,\n label.bp3-label.bp3-inline .bp3-popover-wrapper{\n display:inline-block;\n margin:0 0 0 5px;\n vertical-align:top; }\n label.bp3-label.bp3-inline .bp3-button-group{\n margin:0 0 0 5px; }\n label.bp3-label.bp3-inline .bp3-input-group .bp3-input{\n margin-left:0; }\n label.bp3-label.bp3-inline.bp3-large{\n line-height:40px; }\n label.bp3-label:not(.bp3-inline) .bp3-popover-target{\n display:block; }\n .bp3-dark label.bp3-label{\n color:#f5f8fa; }\n .bp3-dark label.bp3-label.bp3-disabled,\n .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{\n -webkit-box-flex:1;\n -ms-flex:1 1 14px;\n flex:1 1 14px;\n min-height:0;\n padding:0;\n width:30px; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{\n border-radius:0 3px 0 0; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{\n border-radius:0 0 3px 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{\n border-radius:3px 0 0 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{\n border-radius:0 0 0 3px; }\n\n.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{\n width:40px; }\n\nform{\n display:block; }\n.bp3-html-select select,\n.bp3-select select{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n -moz-appearance:none;\n -webkit-appearance:none;\n border-radius:3px;\n height:30px;\n padding:0 25px 0 10px;\n width:100%; }\n .bp3-html-select select > *, .bp3-select select > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-html-select select::before,\n .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{\n margin-right:7px; }\n .bp3-html-select select:empty::before,\n .bp3-select select:empty::before,\n .bp3-html-select select > :last-child,\n .bp3-select select > :last-child{\n margin-right:0; }\n .bp3-html-select select:hover,\n .bp3-select select:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-html-select select:active,\n .bp3-select select:active, .bp3-html-select select.bp3-active,\n .bp3-select select.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-html-select select:disabled,\n .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,\n .bp3-select select.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-html-select select:disabled.bp3-active,\n .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,\n .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,\n .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,\n .bp3-select select.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n\n.bp3-html-select.bp3-minimal select,\n.bp3-select.bp3-minimal select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-html-select.bp3-minimal select:hover,\n .bp3-select.bp3-minimal select:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-html-select.bp3-minimal select:active,\n .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,\n .bp3-select.bp3-minimal select.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-html-select.bp3-minimal select:disabled,\n .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,\n .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,\n .bp3-select.bp3-minimal select.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-html-select.bp3-minimal select:disabled.bp3-active,\n .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,\n .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,\n .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary,\n .bp3-select.bp3-minimal select.bp3-intent-primary{\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success,\n .bp3-select.bp3-minimal select.bp3-intent-success{\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning,\n .bp3-select.bp3-minimal select.bp3-intent-warning{\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger,\n .bp3-select.bp3-minimal select.bp3-intent-danger{\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n\n.bp3-html-select.bp3-large select,\n.bp3-select.bp3-large select{\n font-size:16px;\n height:40px;\n padding-right:35px; }\n\n.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n\n.bp3-html-select select:disabled,\n.bp3-select select:disabled{\n background-color:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-html-select .bp3-icon,\n.bp3-select .bp3-icon, .bp3-select::after{\n color:#5c7080;\n pointer-events:none;\n position:absolute;\n right:7px;\n top:7px; }\n .bp3-html-select .bp3-disabled.bp3-icon,\n .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{\n color:rgba(92, 112, 128, 0.6); }\n.bp3-html-select,\n.bp3-select{\n display:inline-block;\n letter-spacing:normal;\n position:relative;\n vertical-align:middle; }\n .bp3-html-select select::-ms-expand,\n .bp3-select select::-ms-expand{\n display:none; }\n .bp3-html-select .bp3-icon,\n .bp3-select .bp3-icon{\n color:#5c7080; }\n .bp3-html-select .bp3-icon:hover,\n .bp3-select .bp3-icon:hover{\n color:#182026; }\n .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark\n .bp3-select .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark\n .bp3-select .bp3-icon:hover{\n color:#f5f8fa; }\n .bp3-html-select.bp3-large::after,\n .bp3-html-select.bp3-large .bp3-icon,\n .bp3-select.bp3-large::after,\n .bp3-select.bp3-large .bp3-icon{\n right:12px;\n top:12px; }\n .bp3-html-select.bp3-fill,\n .bp3-html-select.bp3-fill select,\n .bp3-select.bp3-fill,\n .bp3-select.bp3-fill select{\n width:100%; }\n .bp3-dark .bp3-html-select option, .bp3-dark\n .bp3-select option{\n background-color:#30404d;\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select option:disabled, .bp3-dark\n .bp3-select option:disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select::after, .bp3-dark\n .bp3-select::after{\n color:#a7b6c2; }\n\n.bp3-select::after{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6c6\"; }\n.bp3-running-text table, table.bp3-html-table{\n border-spacing:0;\n font-size:14px; }\n .bp3-running-text table th, table.bp3-html-table th,\n .bp3-running-text table td,\n table.bp3-html-table td{\n padding:11px;\n text-align:left;\n vertical-align:top; }\n .bp3-running-text table th, table.bp3-html-table th{\n color:#182026;\n font-weight:600; }\n \n .bp3-running-text table td,\n table.bp3-html-table td{\n color:#182026; }\n .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,\n .bp3-running-text table tbody tr:first-child td,\n table.bp3-html-table tbody tr:first-child td,\n .bp3-running-text table tfoot tr:first-child th,\n table.bp3-html-table tfoot tr:first-child th,\n .bp3-running-text table tfoot tr:first-child td,\n table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,\n .bp3-dark .bp3-running-text table tbody tr:first-child td,\n .bp3-running-text .bp3-dark table tbody tr:first-child td,\n .bp3-dark table.bp3-html-table tbody tr:first-child td,\n .bp3-dark .bp3-running-text table tfoot tr:first-child th,\n .bp3-running-text .bp3-dark table tfoot tr:first-child th,\n .bp3-dark table.bp3-html-table tfoot tr:first-child th,\n .bp3-dark .bp3-running-text table tfoot tr:first-child td,\n .bp3-running-text .bp3-dark table tfoot tr:first-child td,\n .bp3-dark table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-condensed th,\ntable.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,\ntable.bp3-html-table.bp3-small td{\n padding-bottom:6px;\n padding-top:6px; }\n\ntable.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(191, 204, 214, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered tbody tr td,\ntable.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:none;\n box-shadow:none; }\n table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(191, 204, 214, 0.3);\n cursor:pointer; }\n\ntable.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-dark table.bp3-html-table{ }\n .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(92, 112, 128, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(92, 112, 128, 0.3);\n cursor:pointer; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(92, 112, 128, 0.4); }\n\n.bp3-key-combo{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center; }\n .bp3-key-combo > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-key-combo > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-key-combo::before,\n .bp3-key-combo > *{\n margin-right:5px; }\n .bp3-key-combo:empty::before,\n .bp3-key-combo > :last-child{\n margin-right:0; }\n\n.bp3-hotkey-dialog{\n padding-bottom:0;\n top:40px; }\n .bp3-hotkey-dialog .bp3-dialog-body{\n margin:0;\n padding:0; }\n .bp3-hotkey-dialog .bp3-hotkey-label{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1; }\n\n.bp3-hotkey-column{\n margin:auto;\n max-height:80vh;\n overflow-y:auto;\n padding:30px; }\n .bp3-hotkey-column .bp3-heading{\n margin-bottom:20px; }\n .bp3-hotkey-column .bp3-heading:not(:first-child){\n margin-top:40px; }\n\n.bp3-hotkey{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:justify;\n -ms-flex-pack:justify;\n justify-content:space-between;\n margin-left:0;\n margin-right:0; }\n .bp3-hotkey:not(:last-child){\n margin-bottom:10px; }\n.bp3-icon{\n display:inline-block;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n vertical-align:text-bottom; }\n .bp3-icon:not(:empty)::before{\n content:\"\" !important;\n content:unset !important; }\n .bp3-icon > svg{\n display:block; }\n .bp3-icon > svg:not([fill]){\n fill:currentColor; }\n\n.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{\n color:#106ba3; }\n .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{\n color:#48aff0; }\n\n.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{\n color:#0d8050; }\n .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{\n color:#3dcc91; }\n\n.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{\n color:#bf7326; }\n .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{\n color:#ffb366; }\n\n.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{\n color:#c23030; }\n .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{\n color:#ff7373; }\n\nspan.bp3-icon-standard{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon-large{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon:empty{\n font-family:\"Icons20\";\n font-size:inherit;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n span.bp3-icon:empty::before{\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n\n.bp3-icon-add::before{\n content:\"\ue63e\"; }\n\n.bp3-icon-add-column-left::before{\n content:\"\ue6f9\"; }\n\n.bp3-icon-add-column-right::before{\n content:\"\ue6fa\"; }\n\n.bp3-icon-add-row-bottom::before{\n content:\"\ue6f8\"; }\n\n.bp3-icon-add-row-top::before{\n content:\"\ue6f7\"; }\n\n.bp3-icon-add-to-artifact::before{\n content:\"\ue67c\"; }\n\n.bp3-icon-add-to-folder::before{\n content:\"\ue6d2\"; }\n\n.bp3-icon-airplane::before{\n content:\"\ue74b\"; }\n\n.bp3-icon-align-center::before{\n content:\"\ue603\"; }\n\n.bp3-icon-align-justify::before{\n content:\"\ue605\"; }\n\n.bp3-icon-align-left::before{\n content:\"\ue602\"; }\n\n.bp3-icon-align-right::before{\n content:\"\ue604\"; }\n\n.bp3-icon-alignment-bottom::before{\n content:\"\ue727\"; }\n\n.bp3-icon-alignment-horizontal-center::before{\n content:\"\ue726\"; }\n\n.bp3-icon-alignment-left::before{\n content:\"\ue722\"; }\n\n.bp3-icon-alignment-right::before{\n content:\"\ue724\"; }\n\n.bp3-icon-alignment-top::before{\n content:\"\ue725\"; }\n\n.bp3-icon-alignment-vertical-center::before{\n content:\"\ue723\"; }\n\n.bp3-icon-annotation::before{\n content:\"\ue6f0\"; }\n\n.bp3-icon-application::before{\n content:\"\ue735\"; }\n\n.bp3-icon-applications::before{\n content:\"\ue621\"; }\n\n.bp3-icon-archive::before{\n content:\"\ue907\"; }\n\n.bp3-icon-arrow-bottom-left::before{\n content:\"\u2199\"; }\n\n.bp3-icon-arrow-bottom-right::before{\n content:\"\u2198\"; }\n\n.bp3-icon-arrow-down::before{\n content:\"\u2193\"; }\n\n.bp3-icon-arrow-left::before{\n content:\"\u2190\"; }\n\n.bp3-icon-arrow-right::before{\n content:\"\u2192\"; }\n\n.bp3-icon-arrow-top-left::before{\n content:\"\u2196\"; }\n\n.bp3-icon-arrow-top-right::before{\n content:\"\u2197\"; }\n\n.bp3-icon-arrow-up::before{\n content:\"\u2191\"; }\n\n.bp3-icon-arrows-horizontal::before{\n content:\"\u2194\"; }\n\n.bp3-icon-arrows-vertical::before{\n content:\"\u2195\"; }\n\n.bp3-icon-asterisk::before{\n content:\"*\"; }\n\n.bp3-icon-automatic-updates::before{\n content:\"\ue65f\"; }\n\n.bp3-icon-badge::before{\n content:\"\ue6e3\"; }\n\n.bp3-icon-ban-circle::before{\n content:\"\ue69d\"; }\n\n.bp3-icon-bank-account::before{\n content:\"\ue76f\"; }\n\n.bp3-icon-barcode::before{\n content:\"\ue676\"; }\n\n.bp3-icon-blank::before{\n content:\"\ue900\"; }\n\n.bp3-icon-blocked-person::before{\n content:\"\ue768\"; }\n\n.bp3-icon-bold::before{\n content:\"\ue606\"; }\n\n.bp3-icon-book::before{\n content:\"\ue6b8\"; }\n\n.bp3-icon-bookmark::before{\n content:\"\ue61a\"; }\n\n.bp3-icon-box::before{\n content:\"\ue6bf\"; }\n\n.bp3-icon-briefcase::before{\n content:\"\ue674\"; }\n\n.bp3-icon-bring-data::before{\n content:\"\ue90a\"; }\n\n.bp3-icon-build::before{\n content:\"\ue72d\"; }\n\n.bp3-icon-calculator::before{\n content:\"\ue70b\"; }\n\n.bp3-icon-calendar::before{\n content:\"\ue62b\"; }\n\n.bp3-icon-camera::before{\n content:\"\ue69e\"; }\n\n.bp3-icon-caret-down::before{\n content:\"\u2304\"; }\n\n.bp3-icon-caret-left::before{\n content:\"\u2329\"; }\n\n.bp3-icon-caret-right::before{\n content:\"\u232a\"; }\n\n.bp3-icon-caret-up::before{\n content:\"\u2303\"; }\n\n.bp3-icon-cell-tower::before{\n content:\"\ue770\"; }\n\n.bp3-icon-changes::before{\n content:\"\ue623\"; }\n\n.bp3-icon-chart::before{\n content:\"\ue67e\"; }\n\n.bp3-icon-chat::before{\n content:\"\ue689\"; }\n\n.bp3-icon-chevron-backward::before{\n content:\"\ue6df\"; }\n\n.bp3-icon-chevron-down::before{\n content:\"\ue697\"; }\n\n.bp3-icon-chevron-forward::before{\n content:\"\ue6e0\"; }\n\n.bp3-icon-chevron-left::before{\n content:\"\ue694\"; }\n\n.bp3-icon-chevron-right::before{\n content:\"\ue695\"; }\n\n.bp3-icon-chevron-up::before{\n content:\"\ue696\"; }\n\n.bp3-icon-circle::before{\n content:\"\ue66a\"; }\n\n.bp3-icon-circle-arrow-down::before{\n content:\"\ue68e\"; }\n\n.bp3-icon-circle-arrow-left::before{\n content:\"\ue68c\"; }\n\n.bp3-icon-circle-arrow-right::before{\n content:\"\ue68b\"; }\n\n.bp3-icon-circle-arrow-up::before{\n content:\"\ue68d\"; }\n\n.bp3-icon-citation::before{\n content:\"\ue61b\"; }\n\n.bp3-icon-clean::before{\n content:\"\ue7c5\"; }\n\n.bp3-icon-clipboard::before{\n content:\"\ue61d\"; 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}\n\n.bp3-icon-sort-alphabetical-desc::before{\n content:\"\ue6c8\"; }\n\n.bp3-icon-sort-asc::before{\n content:\"\ue6d5\"; }\n\n.bp3-icon-sort-desc::before{\n content:\"\ue6d6\"; }\n\n.bp3-icon-sort-numerical::before{\n content:\"\ue64e\"; }\n\n.bp3-icon-sort-numerical-desc::before{\n content:\"\ue6c9\"; }\n\n.bp3-icon-split-columns::before{\n content:\"\ue750\"; }\n\n.bp3-icon-square::before{\n content:\"\ue686\"; }\n\n.bp3-icon-stacked-chart::before{\n content:\"\ue6e7\"; }\n\n.bp3-icon-star::before{\n content:\"\u2605\"; }\n\n.bp3-icon-star-empty::before{\n content:\"\u2606\"; }\n\n.bp3-icon-step-backward::before{\n content:\"\ue6a7\"; }\n\n.bp3-icon-step-chart::before{\n content:\"\ue70f\"; }\n\n.bp3-icon-step-forward::before{\n content:\"\ue6ad\"; }\n\n.bp3-icon-stop::before{\n content:\"\ue6aa\"; }\n\n.bp3-icon-stopwatch::before{\n content:\"\ue901\"; }\n\n.bp3-icon-strikethrough::before{\n content:\"\ue7a6\"; }\n\n.bp3-icon-style::before{\n content:\"\ue601\"; }\n\n.bp3-icon-swap-horizontal::before{\n content:\"\ue745\"; }\n\n.bp3-icon-swap-vertical::before{\n content:\"\ue744\"; }\n\n.bp3-icon-symbol-circle::before{\n content:\"\ue72e\"; }\n\n.bp3-icon-symbol-cross::before{\n content:\"\ue731\"; }\n\n.bp3-icon-symbol-diamond::before{\n content:\"\ue730\"; }\n\n.bp3-icon-symbol-square::before{\n content:\"\ue72f\"; }\n\n.bp3-icon-symbol-triangle-down::before{\n content:\"\ue733\"; }\n\n.bp3-icon-symbol-triangle-up::before{\n content:\"\ue732\"; }\n\n.bp3-icon-tag::before{\n content:\"\ue61c\"; }\n\n.bp3-icon-take-action::before{\n content:\"\ue6ca\"; }\n\n.bp3-icon-taxi::before{\n content:\"\ue79e\"; }\n\n.bp3-icon-text-highlight::before{\n content:\"\ue6dd\"; }\n\n.bp3-icon-th::before{\n content:\"\ue667\"; }\n\n.bp3-icon-th-derived::before{\n content:\"\ue669\"; }\n\n.bp3-icon-th-disconnect::before{\n content:\"\ue7d8\"; }\n\n.bp3-icon-th-filtered::before{\n content:\"\ue7c6\"; }\n\n.bp3-icon-th-list::before{\n content:\"\ue668\"; }\n\n.bp3-icon-thumbs-down::before{\n content:\"\ue6be\"; }\n\n.bp3-icon-thumbs-up::before{\n content:\"\ue6bd\"; }\n\n.bp3-icon-tick::before{\n content:\"\u2713\"; }\n\n.bp3-icon-tick-circle::before{\n content:\"\ue779\"; }\n\n.bp3-icon-time::before{\n content:\"\u23f2\"; }\n\n.bp3-icon-timeline-area-chart::before{\n content:\"\ue6cd\"; }\n\n.bp3-icon-timeline-bar-chart::before{\n content:\"\ue620\"; }\n\n.bp3-icon-timeline-events::before{\n content:\"\ue61e\"; }\n\n.bp3-icon-timeline-line-chart::before{\n content:\"\ue61f\"; }\n\n.bp3-icon-tint::before{\n content:\"\ue6b2\"; }\n\n.bp3-icon-torch::before{\n content:\"\ue677\"; }\n\n.bp3-icon-tractor::before{\n content:\"\ue90c\"; }\n\n.bp3-icon-train::before{\n content:\"\ue79f\"; }\n\n.bp3-icon-translate::before{\n content:\"\ue759\"; }\n\n.bp3-icon-trash::before{\n content:\"\ue63b\"; }\n\n.bp3-icon-tree::before{\n content:\"\ue7b7\"; }\n\n.bp3-icon-trending-down::before{\n content:\"\ue71a\"; }\n\n.bp3-icon-trending-up::before{\n content:\"\ue719\"; }\n\n.bp3-icon-truck::before{\n content:\"\ue90b\"; }\n\n.bp3-icon-two-columns::before{\n content:\"\ue657\"; }\n\n.bp3-icon-unarchive::before{\n content:\"\ue906\"; }\n\n.bp3-icon-underline::before{\n content:\"\u2381\"; }\n\n.bp3-icon-undo::before{\n content:\"\u238c\"; }\n\n.bp3-icon-ungroup-objects::before{\n content:\"\ue688\"; }\n\n.bp3-icon-unknown-vehicle::before{\n content:\"\ue73d\"; }\n\n.bp3-icon-unlock::before{\n content:\"\ue626\"; }\n\n.bp3-icon-unpin::before{\n content:\"\ue650\"; }\n\n.bp3-icon-unresolve::before{\n content:\"\ue679\"; }\n\n.bp3-icon-updated::before{\n content:\"\ue7a7\"; }\n\n.bp3-icon-upload::before{\n content:\"\ue68f\"; }\n\n.bp3-icon-user::before{\n content:\"\ue627\"; }\n\n.bp3-icon-variable::before{\n content:\"\ue6f5\"; }\n\n.bp3-icon-vertical-bar-chart-asc::before{\n content:\"\ue75b\"; }\n\n.bp3-icon-vertical-bar-chart-desc::before{\n content:\"\ue71c\"; }\n\n.bp3-icon-vertical-distribution::before{\n content:\"\ue721\"; }\n\n.bp3-icon-video::before{\n content:\"\ue6a0\"; }\n\n.bp3-icon-volume-down::before{\n content:\"\ue6a4\"; }\n\n.bp3-icon-volume-off::before{\n content:\"\ue6a3\"; }\n\n.bp3-icon-volume-up::before{\n content:\"\ue6a5\"; }\n\n.bp3-icon-walk::before{\n content:\"\ue79d\"; }\n\n.bp3-icon-warning-sign::before{\n content:\"\ue647\"; }\n\n.bp3-icon-waterfall-chart::before{\n content:\"\ue6e6\"; }\n\n.bp3-icon-widget::before{\n content:\"\ue678\"; }\n\n.bp3-icon-widget-button::before{\n content:\"\ue790\"; }\n\n.bp3-icon-widget-footer::before{\n content:\"\ue792\"; }\n\n.bp3-icon-widget-header::before{\n content:\"\ue791\"; }\n\n.bp3-icon-wrench::before{\n content:\"\ue734\"; }\n\n.bp3-icon-zoom-in::before{\n content:\"\ue641\"; }\n\n.bp3-icon-zoom-out::before{\n content:\"\ue642\"; }\n\n.bp3-icon-zoom-to-fit::before{\n content:\"\ue67b\"; }\n.bp3-submenu > .bp3-popover-wrapper{\n display:block; }\n\n.bp3-submenu .bp3-popover-target{\n display:block; }\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }\n\n.bp3-submenu.bp3-popover{\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0 5px; }\n .bp3-submenu.bp3-popover > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n.bp3-menu{\n background:#ffffff;\n border-radius:3px;\n color:#182026;\n list-style:none;\n margin:0;\n min-width:180px;\n padding:5px;\n text-align:left; }\n\n.bp3-menu-divider{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px; }\n .bp3-dark .bp3-menu-divider{\n border-top-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-menu-item{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n border-radius:2px;\n color:inherit;\n line-height:20px;\n padding:5px 7px;\n text-decoration:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-menu-item > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-menu-item > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-menu-item::before,\n .bp3-menu-item > *{\n margin-right:7px; }\n .bp3-menu-item:empty::before,\n .bp3-menu-item > :last-child{\n margin-right:0; }\n .bp3-menu-item > .bp3-fill{\n word-break:break-word; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(167, 182, 194, 0.3);\n cursor:pointer;\n text-decoration:none; }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-menu-item{\n color:inherit; }\n .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(138, 155, 168, 0.15);\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-menu-item.bp3-intent-primary{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,\n .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-success{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,\n .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-warning{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,\n .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-danger{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,\n .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:7px; }\n .bp3-menu-item::before,\n .bp3-menu-item > .bp3-icon{\n color:#5c7080;\n margin-top:2px; }\n .bp3-menu-item .bp3-menu-item-label{\n color:#5c7080; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n color:inherit; }\n .bp3-menu-item.bp3-active, .bp3-menu-item:active{\n background-color:rgba(115, 134, 148, 0.3); }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit !important;\n color:rgba(92, 112, 128, 0.6) !important;\n cursor:not-allowed !important;\n outline:none !important; }\n .bp3-menu-item.bp3-disabled::before,\n .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-large .bp3-menu-item{\n font-size:16px;\n line-height:22px;\n padding:9px 7px; }\n .bp3-large .bp3-menu-item .bp3-icon{\n margin-top:3px; }\n .bp3-large .bp3-menu-item::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:10px;\n margin-top:1px; }\n\nbutton.bp3-menu-item{\n background:none;\n border:none;\n text-align:left;\n width:100%; }\n.bp3-menu-header{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px;\n cursor:default;\n padding-left:2px; }\n .bp3-dark .bp3-menu-header{\n border-top-color:rgba(255, 255, 255, 0.15); }\n .bp3-menu-header:first-of-type{\n border-top:none; }\n .bp3-menu-header > h6{\n color:#182026;\n font-weight:600;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n line-height:17px;\n margin:0;\n padding:10px 7px 0 1px; }\n .bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n .bp3-large .bp3-menu-header > h6{\n font-size:18px;\n padding-bottom:5px;\n padding-top:15px; }\n .bp3-large .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n\n.bp3-dark .bp3-menu{\n background:#30404d;\n color:#f5f8fa; }\n\n.bp3-dark .bp3-menu-item{ }\n .bp3-dark .bp3-menu-item.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item::before,\n .bp3-dark .bp3-menu-item > .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item .bp3-menu-item-label{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{\n background-color:rgba(138, 155, 168, 0.3); }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n color:rgba(167, 182, 194, 0.6) !important; }\n .bp3-dark .bp3-menu-item.bp3-disabled::before,\n .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(167, 182, 194, 0.6) !important; }\n\n.bp3-dark .bp3-menu-divider,\n.bp3-dark .bp3-menu-header{\n border-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n\n.bp3-label .bp3-menu{\n margin-top:5px; }\n.bp3-navbar{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:50px;\n padding:0 15px;\n position:relative;\n width:100%;\n z-index:10; }\n .bp3-navbar.bp3-dark,\n .bp3-dark .bp3-navbar{\n background-color:#394b59; }\n .bp3-navbar.bp3-dark{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-navbar{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-navbar.bp3-fixed-top{\n left:0;\n position:fixed;\n right:0;\n top:0; }\n\n.bp3-navbar-heading{\n font-size:16px;\n margin-right:15px; }\n\n.bp3-navbar-group{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:50px; }\n .bp3-navbar-group.bp3-align-left{\n float:left; }\n .bp3-navbar-group.bp3-align-right{\n float:right; }\n\n.bp3-navbar-divider{\n border-left:1px solid rgba(16, 22, 26, 0.15);\n height:20px;\n margin:0 10px; }\n .bp3-dark .bp3-navbar-divider{\n border-left-color:rgba(255, 255, 255, 0.15); }\n.bp3-non-ideal-state{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n height:100%;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n text-align:center;\n width:100%; }\n .bp3-non-ideal-state > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-non-ideal-state > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-non-ideal-state::before,\n .bp3-non-ideal-state > *{\n margin-bottom:20px; }\n .bp3-non-ideal-state:empty::before,\n .bp3-non-ideal-state > :last-child{\n margin-bottom:0; }\n .bp3-non-ideal-state > *{\n max-width:400px; }\n\n.bp3-non-ideal-state-visual{\n color:rgba(92, 112, 128, 0.6);\n font-size:60px; }\n .bp3-dark .bp3-non-ideal-state-visual{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-overflow-list{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:nowrap;\n flex-wrap:nowrap;\n min-width:0; }\n\n.bp3-overflow-list-spacer{\n -ms-flex-negative:1;\n flex-shrink:1;\n width:1px; }\n\nbody.bp3-overlay-open{\n overflow:hidden; }\n\n.bp3-overlay{\n bottom:0;\n left:0;\n position:static;\n right:0;\n top:0;\n z-index:20; }\n .bp3-overlay:not(.bp3-overlay-open){\n pointer-events:none; }\n .bp3-overlay.bp3-overlay-container{\n overflow:hidden;\n position:fixed; }\n .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-scroll-container{\n overflow:auto;\n position:fixed; }\n .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-inline{\n display:inline;\n overflow:visible; }\n\n.bp3-overlay-content{\n position:fixed;\n z-index:20; }\n .bp3-overlay-inline .bp3-overlay-content,\n .bp3-overlay-scroll-container .bp3-overlay-content{\n position:absolute; }\n\n.bp3-overlay-backdrop{\n bottom:0;\n left:0;\n position:fixed;\n right:0;\n top:0;\n opacity:1;\n background-color:rgba(16, 22, 26, 0.7);\n overflow:auto;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n z-index:20; }\n .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{\n opacity:0; }\n .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop.bp3-overlay-exit{\n opacity:1; }\n .bp3-overlay-backdrop.bp3-overlay-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop:focus{\n outline:none; }\n .bp3-overlay-inline .bp3-overlay-backdrop{\n position:absolute; }\n.bp3-panel-stack{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-view{\n background-color:#30404d; }\n .bp3-panel-stack-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-panel-stack2{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack2-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack2-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack2-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack2-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack2-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack2-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-view{\n background-color:#30404d; }\n .bp3-panel-stack2-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1);\n border-radius:3px;\n display:inline-block;\n z-index:20; }\n .bp3-popover .bp3-popover-arrow{\n height:30px;\n position:absolute;\n width:30px; }\n .bp3-popover .bp3-popover-arrow::before{\n height:20px;\n margin:5px;\n width:20px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{\n margin-bottom:17px;\n margin-top:-17px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n bottom:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{\n margin-left:17px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n left:-11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{\n margin-top:17px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n top:-11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{\n margin-left:-17px;\n margin-right:17px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n right:-11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n top:-0.3934px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n right:-0.3934px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n left:-0.3934px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n bottom:-0.3934px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-popover .bp3-popover-content{\n background:#ffffff;\n color:inherit; }\n .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-popover .bp3-popover-arrow-fill{\n fill:#ffffff; }\n .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3); }\n .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover-exit > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover .bp3-popover-content{\n border-radius:3px;\n position:relative; }\n .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{\n max-width:350px;\n padding:20px; }\n .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{\n width:350px; }\n .bp3-popover.bp3-minimal{\n margin:0 !important; }\n .bp3-popover.bp3-minimal .bp3-popover-arrow{\n display:none; }\n .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover.bp3-dark,\n .bp3-dark .bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-popover .bp3-popover-content{\n background:#30404d;\n color:inherit; }\n .bp3-popover.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-popover.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-popover .bp3-popover-arrow-fill{\n fill:#30404d; }\n\n.bp3-popover-arrow::before{\n border-radius:2px;\n content:\"\";\n display:block;\n position:absolute;\n -webkit-transform:rotate(45deg);\n transform:rotate(45deg); }\n\n.bp3-tether-pinned .bp3-popover-arrow{\n display:none; }\n\n.bp3-popover-backdrop{\n background:rgba(255, 255, 255, 0); }\n\n.bp3-transition-container{\n opacity:1;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n z-index:20; }\n .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{\n opacity:0; }\n .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container.bp3-popover-exit{\n opacity:1; }\n .bp3-transition-container.bp3-popover-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container:focus{\n outline:none; }\n .bp3-transition-container.bp3-popover-leave .bp3-popover-content{\n pointer-events:none; }\n .bp3-transition-container[data-x-out-of-boundaries]{\n display:none; }\n\nspan.bp3-popover-target{\n display:inline-block; }\n\n.bp3-popover-wrapper.bp3-fill{\n width:100%; }\n\n.bp3-portal{\n left:0;\n position:absolute;\n right:0;\n top:0; }\n@-webkit-keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n@keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n\n.bp3-progress-bar{\n background:rgba(92, 112, 128, 0.2);\n border-radius:40px;\n display:block;\n height:8px;\n overflow:hidden;\n position:relative;\n width:100%; }\n .bp3-progress-bar .bp3-progress-meter{\n background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);\n background-color:rgba(92, 112, 128, 0.8);\n background-size:30px 30px;\n border-radius:40px;\n height:100%;\n position:absolute;\n -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:100%; }\n .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{\n animation:linear-progress-bar-stripes 300ms linear infinite reverse; }\n .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{\n background-image:none; }\n\n.bp3-dark .bp3-progress-bar{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-progress-bar .bp3-progress-meter{\n background-color:#8a9ba8; }\n\n.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{\n background-color:#137cbd; }\n\n.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{\n background-color:#0f9960; }\n\n.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{\n background-color:#d9822b; }\n\n.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{\n background-color:#db3737; }\n@-webkit-keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n@keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n.bp3-skeleton{\n -webkit-animation:1000ms linear infinite alternate skeleton-glow;\n animation:1000ms linear infinite alternate skeleton-glow;\n background:rgba(206, 217, 224, 0.2);\n background-clip:padding-box !important;\n border-color:rgba(206, 217, 224, 0.2) !important;\n border-radius:2px;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n color:transparent !important;\n cursor:default;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-skeleton::before, .bp3-skeleton::after,\n .bp3-skeleton *{\n visibility:hidden !important; }\n.bp3-slider{\n height:40px;\n min-width:150px;\n width:100%;\n cursor:default;\n outline:none;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-slider:hover{\n cursor:pointer; }\n .bp3-slider:active{\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-slider.bp3-disabled{\n cursor:not-allowed;\n opacity:0.5; }\n .bp3-slider.bp3-slider-unlabeled{\n height:16px; }\n\n.bp3-slider-track,\n.bp3-slider-progress{\n height:6px;\n left:0;\n right:0;\n top:5px;\n position:absolute; }\n\n.bp3-slider-track{\n border-radius:3px;\n overflow:hidden; }\n\n.bp3-slider-progress{\n background:rgba(92, 112, 128, 0.2); }\n .bp3-dark .bp3-slider-progress{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-slider-progress.bp3-intent-primary{\n background-color:#137cbd; }\n .bp3-slider-progress.bp3-intent-success{\n background-color:#0f9960; }\n .bp3-slider-progress.bp3-intent-warning{\n background-color:#d9822b; }\n .bp3-slider-progress.bp3-intent-danger{\n background-color:#db3737; }\n\n.bp3-slider-handle{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:pointer;\n height:16px;\n left:0;\n position:absolute;\n top:0;\n width:16px; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-slider-handle:focus{\n z-index:1; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:-webkit-grab;\n cursor:grab;\n z-index:2; }\n .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-disabled .bp3-slider-handle{\n background:#bfccd6;\n -webkit-box-shadow:none;\n box-shadow:none;\n pointer-events:none; }\n .bp3-dark .bp3-slider-handle{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{\n background-color:#394b59; }\n .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#293742; }\n .bp3-dark .bp3-disabled .bp3-slider-handle{\n background:#5c7080;\n border-color:#5c7080;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle .bp3-slider-label{\n background:#394b59;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n color:#f5f8fa;\n margin-left:8px; }\n .bp3-dark .bp3-slider-handle .bp3-slider-label{\n background:#e1e8ed;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n color:#394b59; }\n .bp3-disabled .bp3-slider-handle .bp3-slider-label{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{\n width:8px; }\n .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:0;\n border-top-right-radius:0; }\n .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-top-left-radius:0;\n margin-left:8px; }\n .bp3-slider-handle.bp3-end .bp3-slider-label{\n margin-left:0; }\n\n.bp3-slider-label{\n -webkit-transform:translate(-50%, 20px);\n transform:translate(-50%, 20px);\n display:inline-block;\n font-size:12px;\n line-height:1;\n padding:2px 5px;\n position:absolute;\n vertical-align:top; }\n\n.bp3-slider.bp3-vertical{\n height:150px;\n min-width:40px;\n width:40px; }\n .bp3-slider.bp3-vertical .bp3-slider-track,\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n bottom:0;\n height:auto;\n left:5px;\n top:0;\n width:6px; }\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-label{\n -webkit-transform:translate(20px, 50%);\n transform:translate(20px, 50%); }\n .bp3-slider.bp3-vertical .bp3-slider-handle{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{\n margin-left:0;\n margin-top:-8px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n height:8px;\n margin-left:0;\n width:16px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:3px;\n border-top-left-radius:0; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{\n -webkit-transform:translate(20px);\n transform:translate(20px); }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-bottom-right-radius:0;\n border-top-left-radius:3px;\n margin-bottom:8px; }\n\n@-webkit-keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n@keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n.bp3-spinner{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n overflow:visible;\n vertical-align:middle; }\n .bp3-spinner svg{\n display:block; }\n .bp3-spinner path{\n fill-opacity:0; }\n .bp3-spinner .bp3-spinner-head{\n stroke:rgba(92, 112, 128, 0.8);\n stroke-linecap:round;\n -webkit-transform-origin:center;\n transform-origin:center;\n -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-spinner .bp3-spinner-track{\n stroke:rgba(92, 112, 128, 0.2); }\n\n.bp3-spinner-animation{\n -webkit-animation:pt-spinner-animation 500ms linear infinite;\n animation:pt-spinner-animation 500ms linear infinite; }\n .bp3-no-spin > .bp3-spinner-animation{\n -webkit-animation:none;\n animation:none; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-track{\n stroke:rgba(16, 22, 26, 0.5); }\n\n.bp3-spinner.bp3-intent-primary .bp3-spinner-head{\n stroke:#137cbd; }\n\n.bp3-spinner.bp3-intent-success .bp3-spinner-head{\n stroke:#0f9960; }\n\n.bp3-spinner.bp3-intent-warning .bp3-spinner-head{\n stroke:#d9822b; }\n\n.bp3-spinner.bp3-intent-danger .bp3-spinner-head{\n stroke:#db3737; }\n.bp3-tabs.bp3-vertical{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{\n border-radius:3px;\n padding:0 10px;\n width:100%; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected=\"true\"]{\n background-color:rgba(19, 124, 189, 0.2);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:rgba(19, 124, 189, 0.2);\n border-radius:3px;\n bottom:0;\n height:auto;\n left:0;\n right:0;\n top:0; }\n .bp3-tabs.bp3-vertical > .bp3-tab-panel{\n margin-top:0;\n padding-left:20px; }\n\n.bp3-tab-list{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end;\n border:none;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n list-style:none;\n margin:0;\n padding:0;\n position:relative; }\n .bp3-tab-list > *:not(:last-child){\n margin-right:20px; }\n\n.bp3-tab{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:#182026;\n cursor:pointer;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n font-size:14px;\n line-height:30px;\n max-width:100%;\n position:relative;\n vertical-align:top; }\n .bp3-tab a{\n color:inherit;\n display:block;\n text-decoration:none; }\n .bp3-tab-indicator-wrapper ~ .bp3-tab{\n background-color:transparent !important;\n -webkit-box-shadow:none !important;\n box-shadow:none !important; }\n .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-tab[aria-selected=\"true\"]{\n border-radius:0;\n -webkit-box-shadow:inset 0 -3px 0 #106ba3;\n box-shadow:inset 0 -3px 0 #106ba3; }\n .bp3-tab[aria-selected=\"true\"], .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#106ba3; }\n .bp3-tab:focus{\n -moz-outline-radius:0; }\n .bp3-large > .bp3-tab{\n font-size:16px;\n line-height:40px; }\n\n.bp3-tab-panel{\n margin-top:20px; }\n .bp3-tab-panel[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-tab-indicator-wrapper{\n left:0;\n pointer-events:none;\n position:absolute;\n top:0;\n -webkit-transform:translateX(0), translateY(0);\n transform:translateX(0), translateY(0);\n -webkit-transition:height, width, -webkit-transform;\n transition:height, width, -webkit-transform;\n transition:height, transform, width;\n transition:height, transform, width, -webkit-transform;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:#106ba3;\n bottom:0;\n height:3px;\n left:0;\n position:absolute;\n right:0; }\n .bp3-tab-indicator-wrapper.bp3-no-animation{\n -webkit-transition:none;\n transition:none; }\n\n.bp3-dark .bp3-tab{\n color:#f5f8fa; }\n .bp3-dark .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tab[aria-selected=\"true\"]{\n -webkit-box-shadow:inset 0 -3px 0 #48aff0;\n box-shadow:inset 0 -3px 0 #48aff0; }\n .bp3-dark .bp3-tab[aria-selected=\"true\"], .bp3-dark .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#48aff0; }\n\n.bp3-dark .bp3-tab-indicator{\n background-color:#48aff0; }\n\n.bp3-flex-expander{\n -webkit-box-flex:1;\n -ms-flex:1 1;\n flex:1 1; }\n.bp3-tag{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#5c7080;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#f5f8fa;\n font-size:12px;\n line-height:16px;\n max-width:100%;\n min-height:20px;\n min-width:20px;\n padding:2px 6px;\n position:relative; }\n .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.85); }\n .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.7); }\n .bp3-tag > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag::before,\n .bp3-tag > *{\n margin-right:4px; }\n .bp3-tag:empty::before,\n .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag.bp3-round{\n border-radius:30px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-dark .bp3-tag{\n background-color:#bfccd6;\n color:#182026; }\n .bp3-dark .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.85); }\n .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.7); }\n .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{\n fill:currentColor; }\n .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{\n fill:#ffffff; }\n .bp3-tag.bp3-large,\n .bp3-large .bp3-tag{\n font-size:14px;\n line-height:20px;\n min-height:30px;\n min-width:30px;\n padding:5px 10px; }\n .bp3-tag.bp3-large::before,\n .bp3-tag.bp3-large > *,\n .bp3-large .bp3-tag::before,\n .bp3-large .bp3-tag > *{\n margin-right:7px; }\n .bp3-tag.bp3-large:empty::before,\n .bp3-tag.bp3-large > :last-child,\n .bp3-large .bp3-tag:empty::before,\n .bp3-large .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag.bp3-large.bp3-round,\n .bp3-large .bp3-tag.bp3-round{\n padding-left:12px;\n padding-right:12px; }\n .bp3-tag.bp3-intent-primary{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tag.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.85); }\n .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.7); }\n .bp3-tag.bp3-intent-success{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tag.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.85); }\n .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.7); }\n .bp3-tag.bp3-intent-warning{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tag.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.85); }\n .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.7); }\n .bp3-tag.bp3-intent-danger{\n background:#db3737;\n color:#ffffff; }\n .bp3-tag.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.85); }\n .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.7); }\n .bp3-tag.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{\n fill:#5c7080; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n background-color:rgba(138, 155, 168, 0.2);\n color:#182026; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n color:#f5f8fa; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.3); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n fill:#a7b6c2; }\n .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{\n fill:#137cbd; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25);\n color:#48aff0; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{\n fill:#0f9960; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25);\n color:#3dcc91; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{\n fill:#d9822b; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25);\n color:#ffb366; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{\n fill:#db3737; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25);\n color:#ff7373; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.45); }\n\n.bp3-tag-remove{\n background:none;\n border:none;\n color:inherit;\n cursor:pointer;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin-bottom:-2px;\n margin-right:-6px !important;\n margin-top:-2px;\n opacity:0.5;\n padding:2px;\n padding-left:0; }\n .bp3-tag-remove:hover{\n background:none;\n opacity:0.8;\n text-decoration:none; }\n .bp3-tag-remove:active{\n opacity:1; }\n .bp3-tag-remove:empty::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6d7\"; }\n .bp3-large .bp3-tag-remove{\n margin-right:-10px !important;\n padding:0 5px 0 0; }\n .bp3-large .bp3-tag-remove:empty::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n.bp3-tag-input{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n cursor:text;\n height:auto;\n line-height:inherit;\n min-height:30px;\n padding-left:5px;\n padding-right:0; }\n .bp3-tag-input > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input > .bp3-tag-input-values{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-icon{\n color:#5c7080;\n margin-left:2px;\n margin-right:7px;\n margin-top:7px; }\n .bp3-tag-input .bp3-tag-input-values{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -ms-flex-item-align:stretch;\n align-self:stretch;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n margin-right:7px;\n margin-top:5px;\n min-width:0; }\n .bp3-tag-input .bp3-tag-input-values > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input .bp3-tag-input-values > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-values::before,\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-right:5px; }\n .bp3-tag-input .bp3-tag-input-values:empty::before,\n .bp3-tag-input .bp3-tag-input-values > :last-child{\n margin-right:0; }\n .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{\n padding-left:5px; }\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-bottom:5px; }\n .bp3-tag-input .bp3-tag{\n overflow-wrap:break-word; }\n .bp3-tag-input .bp3-tag.bp3-active{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag-input .bp3-input-ghost{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:20px;\n width:80px; }\n .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{\n cursor:not-allowed; }\n .bp3-tag-input .bp3-button,\n .bp3-tag-input .bp3-spinner{\n margin:3px;\n margin-left:0; }\n .bp3-tag-input .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-tag-input.bp3-large{\n height:auto;\n min-height:40px; }\n .bp3-tag-input.bp3-large::before,\n .bp3-tag-input.bp3-large > *{\n margin-right:10px; }\n .bp3-tag-input.bp3-large:empty::before,\n .bp3-tag-input.bp3-large > :last-child{\n margin-right:0; }\n .bp3-tag-input.bp3-large .bp3-tag-input-icon{\n margin-left:5px;\n margin-top:10px; }\n .bp3-tag-input.bp3-large .bp3-input-ghost{\n line-height:30px; }\n .bp3-tag-input.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n padding:5px 10px;\n margin:5px;\n margin-left:0; }\n .bp3-tag-input.bp3-large .bp3-spinner{\n margin:8px;\n margin-left:0; }\n .bp3-tag-input.bp3-active{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{\n color:#f5f8fa; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-input-ghost{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0; }\n .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:focus{\n outline:none !important; }\n.bp3-toast{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:20px 0 0;\n max-width:500px;\n min-width:300px;\n pointer-events:all;\n position:relative !important; }\n .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-exit{\n opacity:1;\n -webkit-filter:blur(0);\n filter:blur(0); }\n .bp3-toast.bp3-toast-exit-active{\n opacity:0;\n -webkit-filter:blur(10px);\n filter:blur(10px);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:opacity, filter;\n transition-property:opacity, filter, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast.bp3-toast-exit ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px);\n -webkit-transition-delay:50ms;\n transition-delay:50ms;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast .bp3-button-group{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:5px;\n padding-left:0; }\n .bp3-toast > .bp3-icon{\n color:#5c7080;\n margin:12px;\n margin-right:0; }\n .bp3-toast.bp3-dark,\n .bp3-dark .bp3-toast{\n background-color:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-toast.bp3-dark > .bp3-icon,\n .bp3-dark .bp3-toast > .bp3-icon{\n color:#a7b6c2; }\n .bp3-toast[class*=\"bp3-intent-\"] a{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-toast[class*=\"bp3-intent-\"] a:hover{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] > .bp3-icon{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::before,\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button .bp3-icon, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n color:rgba(255, 255, 255, 0.7) !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:focus{\n outline-color:rgba(255, 255, 255, 0.5); }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:hover{\n background-color:rgba(255, 255, 255, 0.15) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n background-color:rgba(255, 255, 255, 0.3) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::after{\n background:rgba(255, 255, 255, 0.3) !important; }\n .bp3-toast.bp3-intent-primary{\n background-color:#137cbd;\n color:#ffffff; }\n .bp3-toast.bp3-intent-success{\n background-color:#0f9960;\n color:#ffffff; }\n .bp3-toast.bp3-intent-warning{\n background-color:#d9822b;\n color:#ffffff; }\n .bp3-toast.bp3-intent-danger{\n background-color:#db3737;\n color:#ffffff; }\n\n.bp3-toast-message{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n padding:11px;\n word-break:break-word; }\n\n.bp3-toast-container{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box !important;\n display:-ms-flexbox !important;\n display:flex !important;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n left:0;\n overflow:hidden;\n padding:0 20px 20px;\n pointer-events:none;\n right:0;\n z-index:40; }\n .bp3-toast-container.bp3-toast-container-in-portal{\n position:fixed; }\n .bp3-toast-container.bp3-toast-container-inline{\n position:absolute; }\n .bp3-toast-container.bp3-toast-container-top{\n top:0; }\n .bp3-toast-container.bp3-toast-container-bottom{\n bottom:0;\n -webkit-box-orient:vertical;\n -webkit-box-direction:reverse;\n -ms-flex-direction:column-reverse;\n flex-direction:column-reverse;\n top:auto; }\n .bp3-toast-container.bp3-toast-container-left{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start; }\n .bp3-toast-container.bp3-toast-container-right{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end; }\n\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{\n -webkit-transform:translateY(60px);\n transform:translateY(60px); }\n.bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-tooltip .bp3-popover-arrow{\n height:22px;\n position:absolute;\n width:22px; }\n .bp3-tooltip .bp3-popover-arrow::before{\n height:14px;\n margin:4px;\n width:14px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{\n margin-bottom:11px;\n margin-top:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-8px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{\n margin-left:11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n left:-8px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{\n margin-top:11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n top:-8px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{\n margin-left:-11px;\n margin-right:11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n right:-8px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n top:-0.22183px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n right:-0.22183px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n left:-0.22183px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-0.22183px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-tooltip .bp3-popover-content{\n background:#394b59;\n color:#f5f8fa; }\n .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#394b59; }\n .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8); }\n .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tooltip .bp3-popover-content{\n padding:10px 12px; }\n .bp3-tooltip.bp3-dark,\n .bp3-dark .bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-tooltip .bp3-popover-content{\n background:#e1e8ed;\n color:#394b59; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#e1e8ed; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-content{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{\n fill:#137cbd; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-content{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{\n fill:#0f9960; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-content{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{\n fill:#d9822b; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-content{\n background:#db3737;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{\n fill:#db3737; }\n\n.bp3-tooltip-indicator{\n border-bottom:dotted 1px;\n cursor:help; }\n.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{\n color:#5c7080; }\n .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-tree-node-list{\n list-style:none;\n margin:0;\n padding-left:0; }\n\n.bp3-tree-root{\n background-color:transparent;\n cursor:default;\n padding-left:0;\n position:relative; }\n\n.bp3-tree-node-content-0{\n padding-left:0px; }\n\n.bp3-tree-node-content-1{\n padding-left:23px; }\n\n.bp3-tree-node-content-2{\n padding-left:46px; }\n\n.bp3-tree-node-content-3{\n padding-left:69px; }\n\n.bp3-tree-node-content-4{\n padding-left:92px; }\n\n.bp3-tree-node-content-5{\n padding-left:115px; }\n\n.bp3-tree-node-content-6{\n padding-left:138px; }\n\n.bp3-tree-node-content-7{\n padding-left:161px; }\n\n.bp3-tree-node-content-8{\n padding-left:184px; }\n\n.bp3-tree-node-content-9{\n padding-left:207px; }\n\n.bp3-tree-node-content-10{\n padding-left:230px; }\n\n.bp3-tree-node-content-11{\n padding-left:253px; }\n\n.bp3-tree-node-content-12{\n padding-left:276px; }\n\n.bp3-tree-node-content-13{\n padding-left:299px; }\n\n.bp3-tree-node-content-14{\n padding-left:322px; }\n\n.bp3-tree-node-content-15{\n padding-left:345px; }\n\n.bp3-tree-node-content-16{\n padding-left:368px; }\n\n.bp3-tree-node-content-17{\n padding-left:391px; }\n\n.bp3-tree-node-content-18{\n padding-left:414px; }\n\n.bp3-tree-node-content-19{\n padding-left:437px; }\n\n.bp3-tree-node-content-20{\n padding-left:460px; }\n\n.bp3-tree-node-content{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:30px;\n padding-right:5px;\n width:100%; }\n .bp3-tree-node-content:hover{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-tree-node-caret,\n.bp3-tree-node-caret-none{\n min-width:30px; }\n\n.bp3-tree-node-caret{\n color:#5c7080;\n cursor:pointer;\n padding:7px;\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg);\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tree-node-caret:hover{\n color:#182026; }\n .bp3-dark .bp3-tree-node-caret{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree-node-caret:hover{\n color:#f5f8fa; }\n .bp3-tree-node-caret.bp3-tree-node-caret-open{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tree-node-caret.bp3-icon-standard::before{\n content:\"\ue695\"; }\n\n.bp3-tree-node-icon{\n margin-right:7px;\n position:relative; }\n\n.bp3-tree-node-label{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-label span{\n display:inline; }\n\n.bp3-tree-node-secondary-label{\n padding:0 5px;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-secondary-label .bp3-popover-wrapper,\n .bp3-tree-node-secondary-label .bp3-popover-target{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-content{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,\n.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{\n color:#ffffff; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{\n color:#ffffff; }\n\n.bp3-dark .bp3-tree-node-content:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n\n.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n.bp3-omnibar{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n left:calc(50% - 250px);\n top:20vh;\n width:500px;\n z-index:21; }\n .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2; }\n .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar.bp3-overlay-exit{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1; }\n .bp3-omnibar.bp3-overlay-exit-active{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar .bp3-input{\n background-color:transparent;\n border-radius:0; }\n .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-omnibar .bp3-menu{\n background-color:transparent;\n border-radius:0;\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n max-height:calc(60vh - 40px);\n overflow:auto; }\n .bp3-omnibar .bp3-menu:empty{\n display:none; }\n .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-omnibar-overlay .bp3-overlay-backdrop{\n background-color:rgba(16, 22, 26, 0.2); }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\n.bp3-multi-select{\n min-width:150px; }\n\n.bp3-multi-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto; }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* This file was auto-generated by ensureUiComponents() in @jupyterlab\/buildutils *\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n\/* Icons urls *\/\n\n:root {\n --jp-icon-add: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);\n --jp-icon-bug: url(data:image\/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yMCA4aC0yLjgxYy0uNDUtLjc4LTEuMDctMS40NS0xLjgyLTEuOTZMMTcgNC40MSAxNS41OSAzbC0yLjE3IDIuMTdDMTIuOTYgNS4wNiAxMi40OSA1IDEyIDVjLS40OSAwLS45Ni4wNi0xLjQxLjE3TDguNDEgMyA3IDQuNDFsMS42MiAxLjYzQzcuODggNi41NSA3LjI2IDcuMjIgNi44MSA4SDR2MmgyLjA5Yy0uMDUuMzMtLjA5LjY2LS4wOSAxdjFINHYyaDJ2MWMwIC4zNC4wNC42Ny4wOSAxSDR2MmgyLjgxYzEuMDQgMS43OSAyLjk3IDMgNS4xOSAzczQuMTUtMS4yMSA1LjE5LTNIMjB2LTJoLTIuMDljLjA1LS4zMy4wOS0uNjYuMDktMXYtMWgydi0yaC0ydi0xYzAtLjM0LS4wNC0uNjctLjA5LTFIMjBWOHptLTYgOGgtNHYtMmg0djJ6bTAtNGgtNHYtMmg0djJ6Ii8+CiAgPC9nPgo8L3N2Zz4K);\n --jp-icon-build: url(data:image\/svg+xml;base64,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);\n --jp-icon-caret-down-empty-thin: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);\n --jp-icon-caret-down-empty: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);\n --jp-icon-caret-down: 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url(data:image\/svg+xml;base64,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);\n}\n\n\/* Icon CSS class declarations *\/\n\n.jp-AddIcon {\n background-image: var(--jp-icon-add);\n}\n.jp-BugIcon {\n background-image: var(--jp-icon-bug);\n}\n.jp-BuildIcon {\n background-image: var(--jp-icon-build);\n}\n.jp-CaretDownEmptyIcon {\n background-image: var(--jp-icon-caret-down-empty);\n}\n.jp-CaretDownEmptyThinIcon {\n background-image: var(--jp-icon-caret-down-empty-thin);\n}\n.jp-CaretDownIcon {\n background-image: var(--jp-icon-caret-down);\n}\n.jp-CaretLeftIcon {\n background-image: var(--jp-icon-caret-left);\n}\n.jp-CaretRightIcon {\n background-image: var(--jp-icon-caret-right);\n}\n.jp-CaretUpEmptyThinIcon {\n background-image: var(--jp-icon-caret-up-empty-thin);\n}\n.jp-CaretUpIcon {\n background-image: var(--jp-icon-caret-up);\n}\n.jp-CaseSensitiveIcon {\n background-image: var(--jp-icon-case-sensitive);\n}\n.jp-CheckIcon {\n background-image: var(--jp-icon-check);\n}\n.jp-CircleEmptyIcon {\n background-image: var(--jp-icon-circle-empty);\n}\n.jp-CircleIcon {\n background-image: var(--jp-icon-circle);\n}\n.jp-ClearIcon {\n background-image: var(--jp-icon-clear);\n}\n.jp-CloseIcon {\n background-image: var(--jp-icon-close);\n}\n.jp-CodeIcon {\n background-image: var(--jp-icon-code);\n}\n.jp-ConsoleIcon {\n background-image: var(--jp-icon-console);\n}\n.jp-CopyIcon {\n background-image: var(--jp-icon-copy);\n}\n.jp-CopyrightIcon {\n background-image: var(--jp-icon-copyright);\n}\n.jp-CutIcon {\n background-image: var(--jp-icon-cut);\n}\n.jp-DownloadIcon {\n background-image: var(--jp-icon-download);\n}\n.jp-EditIcon {\n background-image: var(--jp-icon-edit);\n}\n.jp-EllipsesIcon {\n background-image: var(--jp-icon-ellipses);\n}\n.jp-ExtensionIcon {\n background-image: var(--jp-icon-extension);\n}\n.jp-FastForwardIcon {\n background-image: var(--jp-icon-fast-forward);\n}\n.jp-FileIcon {\n background-image: var(--jp-icon-file);\n}\n.jp-FileUploadIcon {\n background-image: var(--jp-icon-file-upload);\n}\n.jp-FilterListIcon {\n background-image: var(--jp-icon-filter-list);\n}\n.jp-FolderIcon {\n background-image: var(--jp-icon-folder);\n}\n.jp-Html5Icon {\n background-image: var(--jp-icon-html5);\n}\n.jp-ImageIcon {\n background-image: var(--jp-icon-image);\n}\n.jp-InspectorIcon {\n background-image: var(--jp-icon-inspector);\n}\n.jp-JsonIcon {\n background-image: var(--jp-icon-json);\n}\n.jp-JuliaIcon {\n background-image: var(--jp-icon-julia);\n}\n.jp-JupyterFaviconIcon {\n background-image: var(--jp-icon-jupyter-favicon);\n}\n.jp-JupyterIcon {\n background-image: var(--jp-icon-jupyter);\n}\n.jp-JupyterlabWordmarkIcon {\n background-image: var(--jp-icon-jupyterlab-wordmark);\n}\n.jp-KernelIcon {\n background-image: var(--jp-icon-kernel);\n}\n.jp-KeyboardIcon {\n background-image: var(--jp-icon-keyboard);\n}\n.jp-LauncherIcon {\n background-image: var(--jp-icon-launcher);\n}\n.jp-LineFormIcon {\n background-image: var(--jp-icon-line-form);\n}\n.jp-LinkIcon {\n background-image: var(--jp-icon-link);\n}\n.jp-ListIcon {\n background-image: var(--jp-icon-list);\n}\n.jp-ListingsInfoIcon {\n background-image: var(--jp-icon-listings-info);\n}\n.jp-MarkdownIcon {\n background-image: var(--jp-icon-markdown);\n}\n.jp-NewFolderIcon {\n background-image: var(--jp-icon-new-folder);\n}\n.jp-NotTrustedIcon {\n background-image: var(--jp-icon-not-trusted);\n}\n.jp-NotebookIcon {\n background-image: var(--jp-icon-notebook);\n}\n.jp-NumberingIcon {\n background-image: var(--jp-icon-numbering);\n}\n.jp-OfflineBoltIcon {\n background-image: var(--jp-icon-offline-bolt);\n}\n.jp-PaletteIcon {\n background-image: var(--jp-icon-palette);\n}\n.jp-PasteIcon {\n background-image: var(--jp-icon-paste);\n}\n.jp-PdfIcon {\n background-image: var(--jp-icon-pdf);\n}\n.jp-PythonIcon {\n background-image: var(--jp-icon-python);\n}\n.jp-RKernelIcon {\n background-image: var(--jp-icon-r-kernel);\n}\n.jp-ReactIcon {\n background-image: var(--jp-icon-react);\n}\n.jp-RedoIcon {\n background-image: var(--jp-icon-redo);\n}\n.jp-RefreshIcon {\n background-image: var(--jp-icon-refresh);\n}\n.jp-RegexIcon {\n background-image: var(--jp-icon-regex);\n}\n.jp-RunIcon {\n background-image: var(--jp-icon-run);\n}\n.jp-RunningIcon {\n background-image: var(--jp-icon-running);\n}\n.jp-SaveIcon {\n background-image: var(--jp-icon-save);\n}\n.jp-SearchIcon {\n background-image: var(--jp-icon-search);\n}\n.jp-SettingsIcon {\n background-image: var(--jp-icon-settings);\n}\n.jp-SpreadsheetIcon {\n background-image: var(--jp-icon-spreadsheet);\n}\n.jp-StopIcon {\n background-image: var(--jp-icon-stop);\n}\n.jp-TabIcon {\n background-image: var(--jp-icon-tab);\n}\n.jp-TableRowsIcon {\n background-image: var(--jp-icon-table-rows);\n}\n.jp-TagIcon {\n background-image: var(--jp-icon-tag);\n}\n.jp-TerminalIcon {\n background-image: var(--jp-icon-terminal);\n}\n.jp-TextEditorIcon {\n background-image: var(--jp-icon-text-editor);\n}\n.jp-TocIcon {\n background-image: var(--jp-icon-toc);\n}\n.jp-TreeViewIcon {\n background-image: var(--jp-icon-tree-view);\n}\n.jp-TrustedIcon {\n background-image: var(--jp-icon-trusted);\n}\n.jp-UndoIcon {\n background-image: var(--jp-icon-undo);\n}\n.jp-VegaIcon {\n background-image: var(--jp-icon-vega);\n}\n.jp-YamlIcon {\n background-image: var(--jp-icon-yaml);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n.jp-Icon,\n.jp-MaterialIcon {\n background-position: center;\n background-repeat: no-repeat;\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-cover {\n background-position: center;\n background-repeat: no-repeat;\n background-size: cover;\n}\n\n\/**\n * (DEPRECATED) Support for specific CSS icon sizes\n *\/\n\n.jp-Icon-16 {\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-18 {\n background-size: 18px;\n min-width: 18px;\n min-height: 18px;\n}\n\n.jp-Icon-20 {\n background-size: 20px;\n min-width: 20px;\n min-height: 20px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for icons as inline SVG HTMLElements\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\/* recolor the accent elements of an icon *\/\n.jp-icon-accent0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-accent1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-accent2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-accent3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-accent4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-accent0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-accent1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-accent2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-accent3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-accent4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\/* set the color of an icon to transparent *\/\n.jp-icon-none[fill] {\n fill: none;\n}\n\n.jp-icon-none[stroke] {\n stroke: none;\n}\n\/* brand icon colors. Same for light and dark *\/\n.jp-icon-brand0[fill] {\n fill: var(--jp-brand-color0);\n}\n.jp-icon-brand1[fill] {\n fill: var(--jp-brand-color1);\n}\n.jp-icon-brand2[fill] {\n fill: var(--jp-brand-color2);\n}\n.jp-icon-brand3[fill] {\n fill: var(--jp-brand-color3);\n}\n.jp-icon-brand4[fill] {\n fill: var(--jp-brand-color4);\n}\n\n.jp-icon-brand0[stroke] {\n stroke: var(--jp-brand-color0);\n}\n.jp-icon-brand1[stroke] {\n stroke: var(--jp-brand-color1);\n}\n.jp-icon-brand2[stroke] {\n stroke: var(--jp-brand-color2);\n}\n.jp-icon-brand3[stroke] {\n stroke: var(--jp-brand-color3);\n}\n.jp-icon-brand4[stroke] {\n stroke: var(--jp-brand-color4);\n}\n\/* warn icon colors. Same for light and dark *\/\n.jp-icon-warn0[fill] {\n fill: var(--jp-warn-color0);\n}\n.jp-icon-warn1[fill] {\n fill: var(--jp-warn-color1);\n}\n.jp-icon-warn2[fill] {\n fill: var(--jp-warn-color2);\n}\n.jp-icon-warn3[fill] {\n fill: var(--jp-warn-color3);\n}\n\n.jp-icon-warn0[stroke] {\n stroke: var(--jp-warn-color0);\n}\n.jp-icon-warn1[stroke] {\n stroke: var(--jp-warn-color1);\n}\n.jp-icon-warn2[stroke] {\n stroke: var(--jp-warn-color2);\n}\n.jp-icon-warn3[stroke] {\n stroke: var(--jp-warn-color3);\n}\n\/* icon colors that contrast well with each other and most backgrounds *\/\n.jp-icon-contrast0[fill] {\n fill: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[fill] {\n fill: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[fill] {\n fill: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[fill] {\n fill: var(--jp-icon-contrast-color3);\n}\n\n.jp-icon-contrast0[stroke] {\n stroke: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[stroke] {\n stroke: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[stroke] {\n stroke: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[stroke] {\n stroke: var(--jp-icon-contrast-color3);\n}\n\n\/* CSS for icons in selected items in the settings editor *\/\n#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n#setting-editor\n .jp-PluginList\n .jp-mod-selected\n .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected filebrowser listing items *\/\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected tabs in the sidebar tab manager *\/\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable[fill] {\n fill: var(--jp-brand-color1);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable-inverse[fill] {\n fill: #fff;\n}\n\n\/**\n * TODO: come up with non css-hack solution for showing the busy icon on top\n * of the close icon\n * CSS for complex behavior of close icon of tabs in the sidebar tab manager\n *\/\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty.jp-mod-active\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: #fff;\n}\n\n\/**\n* TODO: come up with non css-hack solution for showing the busy icon on top\n* of the close icon\n* CSS for complex behavior of close icon of tabs in the main area tabbar\n*\/\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n\/* CSS for icons in status bar *\/\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\/* special handling for splash icon CSS. While the theme CSS reloads during\n splash, the splash icon can loose theming. To prevent that, we set a\n default for its color variable *\/\n:root {\n --jp-warn-color0: var(--md-orange-700);\n}\n\n\/* not sure what to do with this one, used in filebrowser listing *\/\n.jp-DragIcon {\n margin-right: 4px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for alt colors for icons as inline SVG HTMLElements\n *\/\n\n\/* alt recolor the primary elements of an icon *\/\n.jp-icon-alt .jp-icon0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-alt .jp-icon0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* alt recolor the accent elements of an icon *\/\n.jp-icon-alt .jp-icon-accent0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-alt .jp-icon-accent0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-icon-hoverShow:not(:hover) svg {\n display: none !important;\n}\n\n\/**\n * Support for hover colors for icons as inline SVG HTMLElements\n *\/\n\n\/**\n * regular colors\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon-hover :hover .jp-icon0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/* recolor the accent elements of an icon *\/\n.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* set the color of an icon to transparent *\/\n.jp-icon-hover :hover .jp-icon-none-hover[fill] {\n fill: none;\n}\n\n.jp-icon-hover :hover .jp-icon-none-hover[stroke] {\n stroke: none;\n}\n\n\/**\n * inverse colors\n *\/\n\n\/* inverse recolor the primary elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* inverse recolor the accent elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-switch {\n display: flex;\n align-items: center;\n padding-left: 4px;\n padding-right: 4px;\n font-size: var(--jp-ui-font-size1);\n background-color: transparent;\n color: var(--jp-ui-font-color1);\n border: none;\n height: 20px;\n}\n\n.jp-switch:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-switch-label {\n margin-right: 5px;\n}\n\n.jp-switch-track {\n cursor: pointer;\n background-color: var(--jp-border-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 34px;\n height: 16px;\n width: 35px;\n position: relative;\n}\n\n.jp-switch-track::before {\n content: '';\n position: absolute;\n height: 10px;\n width: 10px;\n margin: 3px;\n left: 0px;\n background-color: var(--jp-ui-inverse-font-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 50%;\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track {\n background-color: var(--jp-warn-color0);\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track::before {\n \/* track width (35) - margins (3 + 3) - thumb width (10) *\/\n left: 19px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* Sibling imports *\/\n\n\/* Override Blueprint's _reset.scss styles *\/\nhtml {\n box-sizing: unset;\n}\n\n*,\n*::before,\n*::after {\n box-sizing: unset;\n}\n\nbody {\n color: unset;\n font-family: var(--jp-ui-font-family);\n}\n\np {\n margin-top: unset;\n margin-bottom: unset;\n}\n\nsmall {\n font-size: unset;\n}\n\nstrong {\n font-weight: unset;\n}\n\n\/* Override Blueprint's _typography.scss styles *\/\na {\n text-decoration: unset;\n color: unset;\n}\na:hover {\n text-decoration: unset;\n color: unset;\n}\n\n\/* Override Blueprint's _accessibility.scss styles *\/\n:focus {\n outline: unset;\n outline-offset: unset;\n -moz-outline-radius: unset;\n}\n\n\/* Styles for ui-components *\/\n.jp-Button {\n border-radius: var(--jp-border-radius);\n padding: 0px 12px;\n font-size: var(--jp-ui-font-size1);\n}\n\n\/* Use our own theme for hover styles *\/\nbutton.jp-Button.bp3-button.bp3-minimal:hover {\n background-color: var(--jp-layout-color2);\n}\n.jp-Button.minimal {\n color: unset !important;\n}\n\n.jp-Button.jp-ToolbarButtonComponent {\n text-transform: none;\n}\n\n.jp-InputGroup input {\n box-sizing: border-box;\n border-radius: 0;\n background-color: transparent;\n color: var(--jp-ui-font-color0);\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.jp-InputGroup input:focus {\n box-shadow: inset 0 0 0 var(--jp-border-width)\n var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-InputGroup input::placeholder,\ninput::placeholder {\n color: var(--jp-ui-font-color3);\n}\n\n.jp-BPIcon {\n display: inline-block;\n vertical-align: middle;\n margin: auto;\n}\n\n\/* Stop blueprint futzing with our icon fills *\/\n.bp3-icon.jp-BPIcon > svg:not([fill]) {\n fill: var(--jp-inverse-layout-color3);\n}\n\n.jp-InputGroupAction {\n padding: 6px;\n}\n\n.jp-HTMLSelect.jp-DefaultStyle select {\n background-color: initial;\n border: none;\n border-radius: 0;\n box-shadow: none;\n color: var(--jp-ui-font-color0);\n display: block;\n font-size: var(--jp-ui-font-size1);\n height: 24px;\n line-height: 14px;\n padding: 0 25px 0 10px;\n text-align: left;\n -moz-appearance: none;\n -webkit-appearance: none;\n}\n\n\/* Use our own theme for hover and option styles *\/\n.jp-HTMLSelect.jp-DefaultStyle select:hover,\n.jp-HTMLSelect.jp-DefaultStyle select > option {\n background-color: var(--jp-layout-color2);\n color: var(--jp-ui-font-color0);\n}\nselect {\n box-sizing: border-box;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapse {\n display: flex;\n flex-direction: column;\n align-items: stretch;\n border-top: 1px solid var(--jp-border-color2);\n border-bottom: 1px solid var(--jp-border-color2);\n}\n\n.jp-Collapse-header {\n padding: 1px 12px;\n color: var(--jp-ui-font-color1);\n background-color: var(--jp-layout-color1);\n font-size: var(--jp-ui-font-size2);\n}\n\n.jp-Collapse-header:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-Collapse-contents {\n padding: 0px 12px 0px 12px;\n background-color: var(--jp-layout-color1);\n color: var(--jp-ui-font-color1);\n overflow: auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-commandpalette-search-height: 28px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Overall styles\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette {\n padding-bottom: 0px;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Modal variant\n|----------------------------------------------------------------------------*\/\n\n.jp-ModalCommandPalette {\n position: absolute;\n z-index: 10000;\n top: 38px;\n left: 30%;\n margin: 0;\n padding: 4px;\n width: 40%;\n box-shadow: var(--jp-elevation-z4);\n border-radius: 4px;\n background: var(--jp-layout-color0);\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette {\n max-height: 40vh;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {\n margin-left: 4px;\n margin-right: 4px;\n}\n\n.jp-ModalCommandPalette\n .lm-CommandPalette\n .lm-CommandPalette-item.lm-mod-disabled {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Search\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-search {\n padding: 4px;\n background-color: var(--jp-layout-color1);\n z-index: 2;\n}\n\n.lm-CommandPalette-wrapper {\n overflow: overlay;\n padding: 0px 9px;\n background-color: var(--jp-input-active-background);\n height: 30px;\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {\n box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-SearchIconGroup {\n color: white;\n background-color: var(--jp-brand-color1);\n position: absolute;\n top: 4px;\n right: 4px;\n padding: 5px 5px 1px 5px;\n}\n\n.jp-SearchIconGroup svg {\n height: 20px;\n width: 20px;\n}\n\n.jp-SearchIconGroup .jp-icon3[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-input {\n background: transparent;\n width: calc(100% - 18px);\n float: left;\n border: none;\n outline: none;\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n line-height: var(--jp-private-commandpalette-search-height);\n}\n\n.lm-CommandPalette-input::-webkit-input-placeholder,\n.lm-CommandPalette-input::-moz-placeholder,\n.lm-CommandPalette-input:-ms-input-placeholder {\n color: var(--jp-ui-font-color2);\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Results\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-header:first-child {\n margin-top: 0px;\n}\n\n.lm-CommandPalette-header {\n border-bottom: solid var(--jp-border-width) var(--jp-border-color2);\n color: var(--jp-ui-font-color1);\n cursor: pointer;\n display: flex;\n font-size: var(--jp-ui-font-size0);\n font-weight: 600;\n letter-spacing: 1px;\n margin-top: 8px;\n padding: 8px 0 8px 12px;\n text-transform: uppercase;\n}\n\n.lm-CommandPalette-header.lm-mod-active {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-header > mark {\n background-color: transparent;\n font-weight: bold;\n color: var(--jp-ui-font-color1);\n}\n\n.lm-CommandPalette-item {\n padding: 4px 12px 4px 4px;\n color: var(--jp-ui-font-color1);\n font-size: var(--jp-ui-font-size1);\n font-weight: 400;\n display: flex;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item.lm-mod-active {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-itemContent {\n overflow: hidden;\n}\n\n.lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled mark {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemIcon {\n margin: 0 4px 0 0;\n position: relative;\n width: 16px;\n top: 2px;\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {\n opacity: 0.6;\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-itemCaption {\n display: none;\n}\n\n.lm-CommandPalette-content {\n background-color: var(--jp-layout-color1);\n}\n\n.lm-CommandPalette-content:empty:after {\n content: 'No results';\n margin: auto;\n margin-top: 20px;\n width: 100px;\n display: block;\n font-size: var(--jp-ui-font-size2);\n font-family: var(--jp-ui-font-family);\n font-weight: lighter;\n}\n\n.lm-CommandPalette-emptyMessage {\n text-align: center;\n margin-top: 24px;\n line-height: 1.32;\n padding: 0px 8px;\n color: var(--jp-content-font-color3);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Dialog {\n position: absolute;\n z-index: 10000;\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n top: 0px;\n left: 0px;\n margin: 0;\n padding: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-dialog-background);\n}\n\n.jp-Dialog-content {\n display: flex;\n flex-direction: column;\n margin-left: auto;\n margin-right: auto;\n background: var(--jp-layout-color1);\n padding: 24px;\n padding-bottom: 12px;\n min-width: 300px;\n min-height: 150px;\n max-width: 1000px;\n max-height: 500px;\n box-sizing: border-box;\n box-shadow: var(--jp-elevation-z20);\n word-wrap: break-word;\n border-radius: var(--jp-border-radius);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color1);\n resize: both;\n}\n\n.jp-Dialog-button {\n overflow: visible;\n}\n\nbutton.jp-Dialog-button:focus {\n outline: 1px solid var(--jp-brand-color1);\n outline-offset: 4px;\n -moz-outline-radius: 0px;\n}\n\nbutton.jp-Dialog-button:focus::-moz-focus-inner {\n border: 0;\n}\n\nbutton.jp-Dialog-close-button {\n padding: 0;\n height: 100%;\n min-width: unset;\n min-height: unset;\n}\n\n.jp-Dialog-header {\n display: flex;\n justify-content: space-between;\n flex: 0 0 auto;\n padding-bottom: 12px;\n font-size: var(--jp-ui-font-size3);\n font-weight: 400;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-body {\n display: flex;\n flex-direction: column;\n flex: 1 1 auto;\n font-size: var(--jp-ui-font-size1);\n background: var(--jp-layout-color1);\n overflow: auto;\n}\n\n.jp-Dialog-footer {\n display: flex;\n flex-direction: row;\n justify-content: flex-end;\n flex: 0 0 auto;\n margin-left: -12px;\n margin-right: -12px;\n padding: 12px;\n}\n\n.jp-Dialog-title {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.jp-Dialog-body > .jp-select-wrapper {\n width: 100%;\n}\n\n.jp-Dialog-body > button {\n padding: 0px 16px;\n}\n\n.jp-Dialog-body > label {\n line-height: 1.4;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-button.jp-mod-styled:not(:last-child) {\n margin-right: 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-HoverBox {\n position: fixed;\n}\n\n.jp-HoverBox.jp-mod-outofview {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-IFrame {\n width: 100%;\n height: 100%;\n}\n\n.jp-IFrame > iframe {\n border: none;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-IFrame {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-IFrame:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n.jp-Input-Boolean-Dialog {\n flex-direction: row-reverse;\n align-items: end;\n width: 100%;\n}\n\n.jp-Input-Boolean-Dialog > label {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MainAreaWidget > :focus {\n outline: none;\n}\n\n\/**\n * google-material-color v1.2.6\n * https:\/\/github.com\/danlevan\/google-material-color\n *\/\n:root {\n --md-red-50: #ffebee;\n --md-red-100: #ffcdd2;\n --md-red-200: #ef9a9a;\n --md-red-300: #e57373;\n --md-red-400: #ef5350;\n --md-red-500: #f44336;\n --md-red-600: #e53935;\n --md-red-700: #d32f2f;\n --md-red-800: #c62828;\n --md-red-900: #b71c1c;\n --md-red-A100: #ff8a80;\n --md-red-A200: #ff5252;\n --md-red-A400: #ff1744;\n --md-red-A700: #d50000;\n\n --md-pink-50: #fce4ec;\n --md-pink-100: #f8bbd0;\n --md-pink-200: #f48fb1;\n --md-pink-300: #f06292;\n --md-pink-400: #ec407a;\n --md-pink-500: #e91e63;\n --md-pink-600: #d81b60;\n --md-pink-700: #c2185b;\n --md-pink-800: #ad1457;\n --md-pink-900: #880e4f;\n --md-pink-A100: #ff80ab;\n --md-pink-A200: #ff4081;\n --md-pink-A400: #f50057;\n --md-pink-A700: #c51162;\n\n --md-purple-50: #f3e5f5;\n --md-purple-100: #e1bee7;\n --md-purple-200: #ce93d8;\n --md-purple-300: #ba68c8;\n --md-purple-400: #ab47bc;\n --md-purple-500: #9c27b0;\n --md-purple-600: #8e24aa;\n --md-purple-700: #7b1fa2;\n --md-purple-800: #6a1b9a;\n --md-purple-900: #4a148c;\n --md-purple-A100: #ea80fc;\n --md-purple-A200: #e040fb;\n --md-purple-A400: #d500f9;\n --md-purple-A700: #aa00ff;\n\n --md-deep-purple-50: #ede7f6;\n --md-deep-purple-100: #d1c4e9;\n --md-deep-purple-200: #b39ddb;\n --md-deep-purple-300: #9575cd;\n --md-deep-purple-400: #7e57c2;\n --md-deep-purple-500: #673ab7;\n --md-deep-purple-600: #5e35b1;\n --md-deep-purple-700: #512da8;\n --md-deep-purple-800: #4527a0;\n --md-deep-purple-900: #311b92;\n --md-deep-purple-A100: #b388ff;\n --md-deep-purple-A200: #7c4dff;\n --md-deep-purple-A400: #651fff;\n --md-deep-purple-A700: #6200ea;\n\n --md-indigo-50: #e8eaf6;\n --md-indigo-100: #c5cae9;\n --md-indigo-200: #9fa8da;\n --md-indigo-300: #7986cb;\n --md-indigo-400: #5c6bc0;\n --md-indigo-500: #3f51b5;\n --md-indigo-600: #3949ab;\n --md-indigo-700: #303f9f;\n --md-indigo-800: #283593;\n --md-indigo-900: #1a237e;\n --md-indigo-A100: #8c9eff;\n --md-indigo-A200: #536dfe;\n --md-indigo-A400: #3d5afe;\n --md-indigo-A700: #304ffe;\n\n --md-blue-50: #e3f2fd;\n --md-blue-100: #bbdefb;\n --md-blue-200: #90caf9;\n --md-blue-300: #64b5f6;\n --md-blue-400: #42a5f5;\n --md-blue-500: #2196f3;\n --md-blue-600: #1e88e5;\n --md-blue-700: #1976d2;\n --md-blue-800: #1565c0;\n --md-blue-900: #0d47a1;\n --md-blue-A100: #82b1ff;\n --md-blue-A200: #448aff;\n --md-blue-A400: #2979ff;\n --md-blue-A700: #2962ff;\n\n --md-light-blue-50: #e1f5fe;\n --md-light-blue-100: #b3e5fc;\n --md-light-blue-200: #81d4fa;\n --md-light-blue-300: #4fc3f7;\n --md-light-blue-400: #29b6f6;\n --md-light-blue-500: #03a9f4;\n --md-light-blue-600: #039be5;\n --md-light-blue-700: #0288d1;\n --md-light-blue-800: #0277bd;\n --md-light-blue-900: #01579b;\n --md-light-blue-A100: #80d8ff;\n --md-light-blue-A200: #40c4ff;\n --md-light-blue-A400: #00b0ff;\n --md-light-blue-A700: #0091ea;\n\n --md-cyan-50: #e0f7fa;\n --md-cyan-100: #b2ebf2;\n --md-cyan-200: #80deea;\n --md-cyan-300: #4dd0e1;\n --md-cyan-400: #26c6da;\n --md-cyan-500: #00bcd4;\n --md-cyan-600: #00acc1;\n --md-cyan-700: #0097a7;\n --md-cyan-800: #00838f;\n --md-cyan-900: #006064;\n --md-cyan-A100: #84ffff;\n --md-cyan-A200: #18ffff;\n --md-cyan-A400: #00e5ff;\n --md-cyan-A700: #00b8d4;\n\n --md-teal-50: #e0f2f1;\n --md-teal-100: #b2dfdb;\n --md-teal-200: #80cbc4;\n --md-teal-300: #4db6ac;\n --md-teal-400: #26a69a;\n --md-teal-500: #009688;\n --md-teal-600: #00897b;\n --md-teal-700: #00796b;\n --md-teal-800: #00695c;\n --md-teal-900: #004d40;\n --md-teal-A100: #a7ffeb;\n --md-teal-A200: #64ffda;\n --md-teal-A400: #1de9b6;\n --md-teal-A700: #00bfa5;\n\n --md-green-50: #e8f5e9;\n --md-green-100: #c8e6c9;\n --md-green-200: #a5d6a7;\n --md-green-300: #81c784;\n --md-green-400: #66bb6a;\n --md-green-500: #4caf50;\n --md-green-600: #43a047;\n --md-green-700: #388e3c;\n --md-green-800: #2e7d32;\n --md-green-900: #1b5e20;\n --md-green-A100: #b9f6ca;\n --md-green-A200: #69f0ae;\n --md-green-A400: #00e676;\n --md-green-A700: #00c853;\n\n --md-light-green-50: #f1f8e9;\n --md-light-green-100: #dcedc8;\n --md-light-green-200: #c5e1a5;\n --md-light-green-300: #aed581;\n --md-light-green-400: #9ccc65;\n --md-light-green-500: #8bc34a;\n --md-light-green-600: #7cb342;\n --md-light-green-700: #689f38;\n --md-light-green-800: #558b2f;\n --md-light-green-900: #33691e;\n --md-light-green-A100: #ccff90;\n --md-light-green-A200: #b2ff59;\n --md-light-green-A400: #76ff03;\n --md-light-green-A700: #64dd17;\n\n --md-lime-50: #f9fbe7;\n --md-lime-100: #f0f4c3;\n --md-lime-200: #e6ee9c;\n --md-lime-300: #dce775;\n --md-lime-400: #d4e157;\n --md-lime-500: #cddc39;\n --md-lime-600: #c0ca33;\n --md-lime-700: #afb42b;\n --md-lime-800: #9e9d24;\n --md-lime-900: #827717;\n --md-lime-A100: #f4ff81;\n --md-lime-A200: #eeff41;\n --md-lime-A400: #c6ff00;\n --md-lime-A700: #aeea00;\n\n --md-yellow-50: #fffde7;\n --md-yellow-100: #fff9c4;\n --md-yellow-200: #fff59d;\n --md-yellow-300: #fff176;\n --md-yellow-400: #ffee58;\n --md-yellow-500: #ffeb3b;\n --md-yellow-600: #fdd835;\n --md-yellow-700: #fbc02d;\n --md-yellow-800: #f9a825;\n --md-yellow-900: #f57f17;\n --md-yellow-A100: #ffff8d;\n --md-yellow-A200: #ffff00;\n --md-yellow-A400: #ffea00;\n --md-yellow-A700: #ffd600;\n\n --md-amber-50: #fff8e1;\n --md-amber-100: #ffecb3;\n --md-amber-200: #ffe082;\n --md-amber-300: #ffd54f;\n --md-amber-400: #ffca28;\n --md-amber-500: #ffc107;\n --md-amber-600: #ffb300;\n --md-amber-700: #ffa000;\n --md-amber-800: #ff8f00;\n --md-amber-900: #ff6f00;\n --md-amber-A100: #ffe57f;\n --md-amber-A200: #ffd740;\n --md-amber-A400: #ffc400;\n --md-amber-A700: #ffab00;\n\n --md-orange-50: #fff3e0;\n --md-orange-100: #ffe0b2;\n --md-orange-200: #ffcc80;\n --md-orange-300: #ffb74d;\n --md-orange-400: #ffa726;\n --md-orange-500: #ff9800;\n --md-orange-600: #fb8c00;\n --md-orange-700: #f57c00;\n --md-orange-800: #ef6c00;\n --md-orange-900: #e65100;\n --md-orange-A100: #ffd180;\n --md-orange-A200: #ffab40;\n --md-orange-A400: #ff9100;\n --md-orange-A700: #ff6d00;\n\n --md-deep-orange-50: #fbe9e7;\n --md-deep-orange-100: #ffccbc;\n --md-deep-orange-200: #ffab91;\n --md-deep-orange-300: #ff8a65;\n --md-deep-orange-400: #ff7043;\n --md-deep-orange-500: #ff5722;\n --md-deep-orange-600: #f4511e;\n --md-deep-orange-700: #e64a19;\n --md-deep-orange-800: #d84315;\n --md-deep-orange-900: #bf360c;\n --md-deep-orange-A100: #ff9e80;\n --md-deep-orange-A200: #ff6e40;\n --md-deep-orange-A400: #ff3d00;\n --md-deep-orange-A700: #dd2c00;\n\n --md-brown-50: #efebe9;\n --md-brown-100: #d7ccc8;\n --md-brown-200: #bcaaa4;\n --md-brown-300: #a1887f;\n --md-brown-400: #8d6e63;\n --md-brown-500: #795548;\n --md-brown-600: #6d4c41;\n --md-brown-700: #5d4037;\n --md-brown-800: #4e342e;\n --md-brown-900: #3e2723;\n\n --md-grey-50: #fafafa;\n --md-grey-100: #f5f5f5;\n --md-grey-200: #eeeeee;\n --md-grey-300: #e0e0e0;\n --md-grey-400: #bdbdbd;\n --md-grey-500: #9e9e9e;\n --md-grey-600: #757575;\n --md-grey-700: #616161;\n --md-grey-800: #424242;\n --md-grey-900: #212121;\n\n --md-blue-grey-50: #eceff1;\n --md-blue-grey-100: #cfd8dc;\n --md-blue-grey-200: #b0bec5;\n --md-blue-grey-300: #90a4ae;\n --md-blue-grey-400: #78909c;\n --md-blue-grey-500: #607d8b;\n --md-blue-grey-600: #546e7a;\n --md-blue-grey-700: #455a64;\n --md-blue-grey-800: #37474f;\n --md-blue-grey-900: #263238;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Spinner {\n position: absolute;\n display: flex;\n justify-content: center;\n align-items: center;\n z-index: 10;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-layout-color0);\n outline: none;\n}\n\n.jp-SpinnerContent {\n font-size: 10px;\n margin: 50px auto;\n text-indent: -9999em;\n width: 3em;\n height: 3em;\n border-radius: 50%;\n background: var(--jp-brand-color3);\n background: linear-gradient(\n to right,\n #f37626 10%,\n rgba(255, 255, 255, 0) 42%\n );\n position: relative;\n animation: load3 1s infinite linear, fadeIn 1s;\n}\n\n.jp-SpinnerContent:before {\n width: 50%;\n height: 50%;\n background: #f37626;\n border-radius: 100% 0 0 0;\n position: absolute;\n top: 0;\n left: 0;\n content: '';\n}\n\n.jp-SpinnerContent:after {\n background: var(--jp-layout-color0);\n width: 75%;\n height: 75%;\n border-radius: 50%;\n content: '';\n margin: auto;\n position: absolute;\n top: 0;\n left: 0;\n bottom: 0;\n right: 0;\n}\n\n@keyframes fadeIn {\n 0% {\n opacity: 0;\n }\n 100% {\n opacity: 1;\n }\n}\n\n@keyframes load3 {\n 0% {\n transform: rotate(0deg);\n }\n 100% {\n transform: rotate(360deg);\n }\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\nbutton.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: none;\n box-sizing: border-box;\n text-align: center;\n line-height: 32px;\n height: 32px;\n padding: 0px 12px;\n letter-spacing: 0.8px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput.jp-mod-styled {\n background: var(--jp-input-background);\n height: 28px;\n box-sizing: border-box;\n border: var(--jp-border-width) solid var(--jp-border-color1);\n padding-left: 7px;\n padding-right: 7px;\n font-size: var(--jp-ui-font-size2);\n color: var(--jp-ui-font-color0);\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput[type='checkbox'].jp-mod-styled {\n appearance: checkbox;\n -webkit-appearance: checkbox;\n -moz-appearance: checkbox;\n height: auto;\n}\n\ninput.jp-mod-styled:focus {\n border: var(--jp-border-width) solid var(--md-blue-500);\n box-shadow: inset 0 0 4px var(--md-blue-300);\n}\n\n.jp-FileDialog-Checkbox {\n margin-top: 35px;\n display: flex;\n flex-direction: row;\n align-items: end;\n width: 100%;\n}\n\n.jp-FileDialog-Checkbox > label {\n flex: 1 1 auto;\n}\n\n.jp-select-wrapper {\n display: flex;\n position: relative;\n flex-direction: column;\n padding: 1px;\n background-color: var(--jp-layout-color1);\n height: 28px;\n box-sizing: border-box;\n margin-bottom: 12px;\n}\n\n.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-input-active-background);\n}\n\nselect.jp-mod-styled:hover {\n background-color: var(--jp-layout-color1);\n cursor: pointer;\n color: var(--jp-ui-font-color0);\n background-color: var(--jp-input-hover-background);\n box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);\n}\n\nselect.jp-mod-styled {\n flex: 1 1 auto;\n height: 32px;\n width: 100%;\n font-size: var(--jp-ui-font-size2);\n background: var(--jp-input-background);\n color: var(--jp-ui-font-color0);\n padding: 0 25px 0 8px;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-toolbar-height: calc(\n 28px + var(--jp-border-width)\n ); \/* leave 28px for content *\/\n}\n\n.jp-Toolbar {\n color: var(--jp-ui-font-color1);\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);\n box-shadow: var(--jp-toolbar-box-shadow);\n background: var(--jp-toolbar-background);\n min-height: var(--jp-toolbar-micro-height);\n padding: 2px;\n z-index: 1;\n overflow-x: auto;\n}\n\n\/* Toolbar items *\/\n\n.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\n.jp-Toolbar-item.jp-Toolbar-kernelStatus {\n display: inline-block;\n width: 32px;\n background-repeat: no-repeat;\n background-position: center;\n background-size: 16px;\n}\n\n.jp-Toolbar > .jp-Toolbar-item {\n flex: 0 0 auto;\n display: flex;\n padding-left: 1px;\n padding-right: 1px;\n font-size: var(--jp-ui-font-size1);\n line-height: var(--jp-private-toolbar-height);\n height: 100%;\n}\n\n\/* Toolbar buttons *\/\n\n\/* This is the div we use to wrap the react component into a Widget *\/\ndiv.jp-ToolbarButton {\n color: transparent;\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px;\n margin: 0px;\n}\n\nbutton.jp-ToolbarButtonComponent {\n background: var(--jp-layout-color1);\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px 6px;\n margin: 0px;\n height: 24px;\n border-radius: var(--jp-border-radius);\n display: flex;\n align-items: center;\n text-align: center;\n font-size: 14px;\n min-width: unset;\n min-height: unset;\n}\n\nbutton.jp-ToolbarButtonComponent:disabled {\n opacity: 0.4;\n}\n\nbutton.jp-ToolbarButtonComponent span {\n padding: 0px;\n flex: 0 0 auto;\n}\n\nbutton.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {\n font-size: var(--jp-ui-font-size1);\n line-height: 100%;\n padding-left: 2px;\n color: var(--jp-ui-font-color1);\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar.jp-Toolbar-micro {\n padding: 0;\n min-height: 0;\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar {\n border: none;\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ body.p-mod-override-cursor *, \/* <\/DEPRECATED> *\/\nbody.lm-mod-override-cursor * {\n cursor: inherit !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-JSONEditor {\n display: flex;\n flex-direction: column;\n width: 100%;\n}\n\n.jp-JSONEditor-host {\n flex: 1 1 auto;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n background: var(--jp-layout-color0);\n min-height: 50px;\n padding: 1px;\n}\n\n.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {\n border-color: red;\n outline-color: red;\n}\n\n.jp-JSONEditor-header {\n display: flex;\n flex: 1 0 auto;\n padding: 0 0 0 12px;\n}\n\n.jp-JSONEditor-header label {\n flex: 0 0 auto;\n}\n\n.jp-JSONEditor-commitButton {\n height: 16px;\n width: 16px;\n background-size: 18px;\n background-repeat: no-repeat;\n background-position: center;\n}\n\n.jp-JSONEditor-host.jp-mod-focused {\n background-color: var(--jp-input-active-background);\n border: 1px solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n.jp-Editor.jp-mod-dropTarget {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n\/* BASICS *\/\n\n.CodeMirror {\n \/* Set height, width, borders, and global font properties here *\/\n font-family: monospace;\n height: 300px;\n color: black;\n direction: ltr;\n}\n\n\/* PADDING *\/\n\n.CodeMirror-lines {\n padding: 4px 0; \/* Vertical padding around content *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n padding: 0 4px; \/* Horizontal padding of content *\/\n}\n\n.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n background-color: white; \/* The little square between H and V scrollbars *\/\n}\n\n\/* GUTTER *\/\n\n.CodeMirror-gutters {\n border-right: 1px solid #ddd;\n background-color: #f7f7f7;\n white-space: nowrap;\n}\n.CodeMirror-linenumbers {}\n.CodeMirror-linenumber {\n padding: 0 3px 0 5px;\n min-width: 20px;\n text-align: right;\n color: #999;\n white-space: nowrap;\n}\n\n.CodeMirror-guttermarker { color: black; }\n.CodeMirror-guttermarker-subtle { color: #999; }\n\n\/* CURSOR *\/\n\n.CodeMirror-cursor {\n border-left: 1px solid black;\n border-right: none;\n width: 0;\n}\n\/* Shown when moving in bi-directional text *\/\n.CodeMirror div.CodeMirror-secondarycursor {\n border-left: 1px solid silver;\n}\n.cm-fat-cursor .CodeMirror-cursor {\n width: auto;\n border: 0 !important;\n background: #7e7;\n}\n.cm-fat-cursor div.CodeMirror-cursors {\n z-index: 1;\n}\n.cm-fat-cursor-mark {\n background-color: rgba(20, 255, 20, 0.5);\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n}\n.cm-animate-fat-cursor {\n width: auto;\n border: 0;\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n background-color: #7e7;\n}\n@-moz-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@-webkit-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n\n\/* Can style cursor different in overwrite (non-insert) mode *\/\n.CodeMirror-overwrite .CodeMirror-cursor {}\n\n.cm-tab { display: inline-block; text-decoration: inherit; }\n\n.CodeMirror-rulers {\n position: absolute;\n left: 0; right: 0; top: -50px; bottom: 0;\n overflow: hidden;\n}\n.CodeMirror-ruler {\n border-left: 1px solid #ccc;\n top: 0; bottom: 0;\n position: absolute;\n}\n\n\/* DEFAULT THEME *\/\n\n.cm-s-default .cm-header {color: blue;}\n.cm-s-default .cm-quote {color: #090;}\n.cm-negative {color: #d44;}\n.cm-positive {color: #292;}\n.cm-header, .cm-strong {font-weight: bold;}\n.cm-em {font-style: italic;}\n.cm-link {text-decoration: underline;}\n.cm-strikethrough {text-decoration: line-through;}\n\n.cm-s-default .cm-keyword {color: #708;}\n.cm-s-default .cm-atom {color: #219;}\n.cm-s-default .cm-number {color: #164;}\n.cm-s-default .cm-def {color: #00f;}\n.cm-s-default .cm-variable,\n.cm-s-default .cm-punctuation,\n.cm-s-default .cm-property,\n.cm-s-default .cm-operator {}\n.cm-s-default .cm-variable-2 {color: #05a;}\n.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}\n.cm-s-default .cm-comment {color: #a50;}\n.cm-s-default .cm-string {color: #a11;}\n.cm-s-default .cm-string-2 {color: #f50;}\n.cm-s-default .cm-meta {color: #555;}\n.cm-s-default .cm-qualifier {color: #555;}\n.cm-s-default .cm-builtin {color: #30a;}\n.cm-s-default .cm-bracket {color: #997;}\n.cm-s-default .cm-tag {color: #170;}\n.cm-s-default .cm-attribute {color: #00c;}\n.cm-s-default .cm-hr {color: #999;}\n.cm-s-default .cm-link {color: #00c;}\n\n.cm-s-default .cm-error {color: #f00;}\n.cm-invalidchar {color: #f00;}\n\n.CodeMirror-composing { border-bottom: 2px solid; }\n\n\/* Default styles for common addons *\/\n\ndiv.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}\ndiv.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}\n.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }\n.CodeMirror-activeline-background {background: #e8f2ff;}\n\n\/* STOP *\/\n\n\/* The rest of this file contains styles related to the mechanics of\n the editor. You probably shouldn't touch them. *\/\n\n.CodeMirror {\n position: relative;\n overflow: hidden;\n background: white;\n}\n\n.CodeMirror-scroll {\n overflow: scroll !important; \/* Things will break if this is overridden *\/\n \/* 50px is the magic margin used to hide the element's real scrollbars *\/\n \/* See overflow: hidden in .CodeMirror *\/\n margin-bottom: -50px; margin-right: -50px;\n padding-bottom: 50px;\n height: 100%;\n outline: none; \/* Prevent dragging from highlighting the element *\/\n position: relative;\n}\n.CodeMirror-sizer {\n position: relative;\n border-right: 50px solid transparent;\n}\n\n\/* The fake, visible scrollbars. Used to force redraw during scrolling\n before actual scrolling happens, thus preventing shaking and\n flickering artifacts. *\/\n.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n position: absolute;\n z-index: 6;\n display: none;\n outline: none;\n}\n.CodeMirror-vscrollbar {\n right: 0; top: 0;\n overflow-x: hidden;\n overflow-y: scroll;\n}\n.CodeMirror-hscrollbar {\n bottom: 0; left: 0;\n overflow-y: hidden;\n overflow-x: scroll;\n}\n.CodeMirror-scrollbar-filler {\n right: 0; bottom: 0;\n}\n.CodeMirror-gutter-filler {\n left: 0; bottom: 0;\n}\n\n.CodeMirror-gutters {\n position: absolute; left: 0; top: 0;\n min-height: 100%;\n z-index: 3;\n}\n.CodeMirror-gutter {\n white-space: normal;\n height: 100%;\n display: inline-block;\n vertical-align: top;\n margin-bottom: -50px;\n}\n.CodeMirror-gutter-wrapper {\n position: absolute;\n z-index: 4;\n background: none !important;\n border: none !important;\n}\n.CodeMirror-gutter-background {\n position: absolute;\n top: 0; bottom: 0;\n z-index: 4;\n}\n.CodeMirror-gutter-elt {\n position: absolute;\n cursor: default;\n z-index: 4;\n}\n.CodeMirror-gutter-wrapper ::selection { background-color: transparent }\n.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }\n\n.CodeMirror-lines {\n cursor: text;\n min-height: 1px; \/* prevents collapsing before first draw *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n \/* Reset some styles that the rest of the page might have set *\/\n -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;\n border-width: 0;\n background: transparent;\n font-family: inherit;\n font-size: inherit;\n margin: 0;\n white-space: pre;\n word-wrap: normal;\n line-height: inherit;\n color: inherit;\n z-index: 2;\n position: relative;\n overflow: visible;\n -webkit-tap-highlight-color: transparent;\n -webkit-font-variant-ligatures: contextual;\n font-variant-ligatures: contextual;\n}\n.CodeMirror-wrap pre.CodeMirror-line,\n.CodeMirror-wrap pre.CodeMirror-line-like {\n word-wrap: break-word;\n white-space: pre-wrap;\n word-break: normal;\n}\n\n.CodeMirror-linebackground {\n position: absolute;\n left: 0; right: 0; top: 0; bottom: 0;\n z-index: 0;\n}\n\n.CodeMirror-linewidget {\n position: relative;\n z-index: 2;\n padding: 0.1px; \/* Force widget margins to stay inside of the container *\/\n}\n\n.CodeMirror-widget {}\n\n.CodeMirror-rtl pre { direction: rtl; }\n\n.CodeMirror-code {\n outline: none;\n}\n\n\/* Force content-box sizing for the elements where we expect it *\/\n.CodeMirror-scroll,\n.CodeMirror-sizer,\n.CodeMirror-gutter,\n.CodeMirror-gutters,\n.CodeMirror-linenumber {\n -moz-box-sizing: content-box;\n box-sizing: content-box;\n}\n\n.CodeMirror-measure {\n position: absolute;\n width: 100%;\n height: 0;\n overflow: hidden;\n visibility: hidden;\n}\n\n.CodeMirror-cursor {\n position: absolute;\n pointer-events: none;\n}\n.CodeMirror-measure pre { position: static; }\n\ndiv.CodeMirror-cursors {\n visibility: hidden;\n position: relative;\n z-index: 3;\n}\ndiv.CodeMirror-dragcursors {\n visibility: visible;\n}\n\n.CodeMirror-focused div.CodeMirror-cursors {\n visibility: visible;\n}\n\n.CodeMirror-selected { background: #d9d9d9; }\n.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }\n.CodeMirror-crosshair { cursor: crosshair; }\n.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }\n.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }\n\n.cm-searching {\n background-color: #ffa;\n background-color: rgba(255, 255, 0, .4);\n}\n\n\/* Used to force a border model for a node *\/\n.cm-force-border { padding-right: .1px; }\n\n@media print {\n \/* Hide the cursor when printing *\/\n .CodeMirror div.CodeMirror-cursors {\n visibility: hidden;\n }\n}\n\n\/* See issue #2901 *\/\n.cm-tab-wrap-hack:after { content: ''; }\n\n\/* Help users use markselection to safely style text background *\/\nspan.CodeMirror-selectedtext { background: none; }\n\n.CodeMirror-dialog {\n position: absolute;\n left: 0; right: 0;\n background: inherit;\n z-index: 15;\n padding: .1em .8em;\n overflow: hidden;\n color: inherit;\n}\n\n.CodeMirror-dialog-top {\n border-bottom: 1px solid #eee;\n top: 0;\n}\n\n.CodeMirror-dialog-bottom {\n border-top: 1px solid #eee;\n bottom: 0;\n}\n\n.CodeMirror-dialog input {\n border: none;\n outline: none;\n background: transparent;\n width: 20em;\n color: inherit;\n font-family: monospace;\n}\n\n.CodeMirror-dialog button {\n font-size: 70%;\n}\n\n.CodeMirror-foldmarker {\n color: blue;\n text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;\n font-family: arial;\n line-height: .3;\n cursor: pointer;\n}\n.CodeMirror-foldgutter {\n width: .7em;\n}\n.CodeMirror-foldgutter-open,\n.CodeMirror-foldgutter-folded {\n cursor: pointer;\n}\n.CodeMirror-foldgutter-open:after {\n content: \"\\25BE\";\n}\n.CodeMirror-foldgutter-folded:after {\n content: \"\\25B8\";\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.CodeMirror {\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n border: 0;\n border-radius: 0;\n height: auto;\n \/* Changed to auto to autogrow *\/\n}\n\n.CodeMirror pre {\n padding: 0 var(--jp-code-padding);\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* This causes https:\/\/github.com\/jupyter\/jupyterlab\/issues\/522 *\/\n\/* May not cause it not because we changed it! *\/\n.CodeMirror-lines {\n padding: var(--jp-code-padding) 0;\n}\n\n.CodeMirror-linenumber {\n padding: 0 8px;\n}\n\n.jp-CodeMirrorEditor {\n cursor: text;\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n\n\/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height *\/\n@media screen and (min-width: 2138px) and (max-width: 4319px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width1) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n\/* When zoomed out less than 33% *\/\n@media screen and (min-width: 4320px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width2) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {\n display: none;\n}\n\n.CodeMirror-gutters {\n border-right: 1px solid var(--jp-border-color2);\n background-color: var(--jp-layout-color0);\n}\n\n.jp-CollaboratorCursor {\n border-left: 5px solid transparent;\n border-right: 5px solid transparent;\n border-top: none;\n border-bottom: 3px solid;\n background-clip: content-box;\n margin-left: -5px;\n margin-right: -5px;\n}\n\n.CodeMirror-selectedtext.cm-searching {\n background-color: var(--jp-search-selected-match-background-color) !important;\n color: var(--jp-search-selected-match-color) !important;\n}\n\n.cm-searching {\n background-color: var(\n --jp-search-unselected-match-background-color\n ) !important;\n color: var(--jp-search-unselected-match-color) !important;\n}\n\n.CodeMirror-focused .CodeMirror-selected {\n background-color: var(--jp-editor-selected-focused-background);\n}\n\n.CodeMirror-selected {\n background-color: var(--jp-editor-selected-background);\n}\n\n.jp-CollaboratorCursor-hover {\n position: absolute;\n z-index: 1;\n transform: translateX(-50%);\n color: white;\n border-radius: 3px;\n padding-left: 4px;\n padding-right: 4px;\n padding-top: 1px;\n padding-bottom: 1px;\n text-align: center;\n font-size: var(--jp-ui-font-size1);\n white-space: nowrap;\n}\n\n.jp-CodeMirror-ruler {\n border-left: 1px dashed var(--jp-border-color2);\n}\n\n\/**\n * Here is our jupyter theme for CodeMirror syntax highlighting\n * This is used in our marked.js syntax highlighting and CodeMirror itself\n * The string \"jupyter\" is set in ..\/codemirror\/widget.DEFAULT_CODEMIRROR_THEME\n * This came from the classic notebook, which came form highlight.js\/GitHub\n *\/\n\n\/**\n * CodeMirror themes are handling the background\/color in this way. This works\n * fine for CodeMirror editors outside the notebook, but the notebook styles\n * these things differently.\n *\/\n.CodeMirror.cm-s-jupyter {\n background: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* In the notebook, we want this styling to be handled by its container *\/\n.jp-CodeConsole .CodeMirror.cm-s-jupyter,\n.jp-Notebook .CodeMirror.cm-s-jupyter {\n background: transparent;\n}\n\n.cm-s-jupyter .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n.cm-s-jupyter span.cm-keyword {\n color: var(--jp-mirror-editor-keyword-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-atom {\n color: var(--jp-mirror-editor-atom-color);\n}\n.cm-s-jupyter span.cm-number {\n color: var(--jp-mirror-editor-number-color);\n}\n.cm-s-jupyter span.cm-def {\n color: var(--jp-mirror-editor-def-color);\n}\n.cm-s-jupyter span.cm-variable {\n color: var(--jp-mirror-editor-variable-color);\n}\n.cm-s-jupyter span.cm-variable-2 {\n color: var(--jp-mirror-editor-variable-2-color);\n}\n.cm-s-jupyter span.cm-variable-3 {\n color: var(--jp-mirror-editor-variable-3-color);\n}\n.cm-s-jupyter span.cm-punctuation {\n color: var(--jp-mirror-editor-punctuation-color);\n}\n.cm-s-jupyter span.cm-property {\n color: var(--jp-mirror-editor-property-color);\n}\n.cm-s-jupyter span.cm-operator {\n color: var(--jp-mirror-editor-operator-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-comment {\n color: var(--jp-mirror-editor-comment-color);\n font-style: italic;\n}\n.cm-s-jupyter span.cm-string {\n color: var(--jp-mirror-editor-string-color);\n}\n.cm-s-jupyter span.cm-string-2 {\n color: var(--jp-mirror-editor-string-2-color);\n}\n.cm-s-jupyter span.cm-meta {\n color: var(--jp-mirror-editor-meta-color);\n}\n.cm-s-jupyter span.cm-qualifier {\n color: var(--jp-mirror-editor-qualifier-color);\n}\n.cm-s-jupyter span.cm-builtin {\n color: var(--jp-mirror-editor-builtin-color);\n}\n.cm-s-jupyter span.cm-bracket {\n color: var(--jp-mirror-editor-bracket-color);\n}\n.cm-s-jupyter span.cm-tag {\n color: var(--jp-mirror-editor-tag-color);\n}\n.cm-s-jupyter span.cm-attribute {\n color: var(--jp-mirror-editor-attribute-color);\n}\n.cm-s-jupyter span.cm-header {\n color: var(--jp-mirror-editor-header-color);\n}\n.cm-s-jupyter span.cm-quote {\n color: var(--jp-mirror-editor-quote-color);\n}\n.cm-s-jupyter span.cm-link {\n color: var(--jp-mirror-editor-link-color);\n}\n.cm-s-jupyter span.cm-error {\n color: var(--jp-mirror-editor-error-color);\n}\n.cm-s-jupyter span.cm-hr {\n color: #999;\n}\n\n.cm-s-jupyter span.cm-tab {\n background: url(data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH\/ZOdnZOcM\/sgk\/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j\/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);\n background-position: right;\n background-repeat: no-repeat;\n}\n\n.cm-s-jupyter .CodeMirror-activeline-background,\n.cm-s-jupyter .CodeMirror-gutter {\n background-color: var(--jp-layout-color2);\n}\n\n\/* Styles for shared cursors (remote cursor locations and selected ranges) *\/\n.jp-CodeMirrorEditor .remote-caret {\n position: relative;\n border-left: 2px solid black;\n margin-left: -1px;\n margin-right: -1px;\n box-sizing: border-box;\n}\n\n.jp-CodeMirrorEditor .remote-caret > div {\n white-space: nowrap;\n position: absolute;\n top: -1.15em;\n padding-bottom: 0.05em;\n left: -2px;\n font-size: 0.95em;\n background-color: rgb(250, 129, 0);\n font-family: var(--jp-ui-font-family);\n font-weight: bold;\n line-height: normal;\n user-select: none;\n color: white;\n padding-left: 2px;\n padding-right: 2px;\n z-index: 3;\n transition: opacity 0.3s ease-in-out;\n}\n\n.jp-CodeMirrorEditor .remote-caret.hide-name > div {\n transition-delay: 0.7s;\n opacity: 0;\n}\n\n.jp-CodeMirrorEditor .remote-caret:hover > div {\n opacity: 1;\n transition-delay: 0s;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| RenderedText\n|----------------------------------------------------------------------------*\/\n\n:root {\n \/* This is the padding value to fill the gaps between lines containing spans with background color. *\/\n --jp-private-code-span-padding: calc(\n (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) \/ 2\n );\n}\n\n.jp-RenderedText {\n text-align: left;\n padding-left: var(--jp-code-padding);\n line-height: var(--jp-code-line-height);\n font-family: var(--jp-code-font-family);\n}\n\n.jp-RenderedText pre,\n.jp-RenderedJavaScript pre,\n.jp-RenderedHTMLCommon pre {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-code-font-size);\n border: none;\n margin: 0px;\n padding: 0px;\n}\n\n.jp-RenderedText pre a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* console foregrounds and backgrounds *\/\n.jp-RenderedText pre .ansi-black-fg {\n color: #3e424d;\n}\n.jp-RenderedText pre .ansi-red-fg {\n color: #e75c58;\n}\n.jp-RenderedText pre .ansi-green-fg {\n color: #00a250;\n}\n.jp-RenderedText pre .ansi-yellow-fg {\n color: #ddb62b;\n}\n.jp-RenderedText pre .ansi-blue-fg {\n color: #208ffb;\n}\n.jp-RenderedText pre .ansi-magenta-fg {\n color: #d160c4;\n}\n.jp-RenderedText pre .ansi-cyan-fg {\n color: #60c6c8;\n}\n.jp-RenderedText pre .ansi-white-fg {\n color: #c5c1b4;\n}\n\n.jp-RenderedText pre .ansi-black-bg {\n background-color: #3e424d;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-bg {\n background-color: #e75c58;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-bg {\n background-color: #00a250;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-bg {\n background-color: #ddb62b;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-bg {\n background-color: #208ffb;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-bg {\n background-color: #d160c4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-bg {\n background-color: #60c6c8;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-bg {\n background-color: #c5c1b4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-black-intense-fg {\n color: #282c36;\n}\n.jp-RenderedText pre .ansi-red-intense-fg {\n color: #b22b31;\n}\n.jp-RenderedText pre .ansi-green-intense-fg {\n color: #007427;\n}\n.jp-RenderedText pre .ansi-yellow-intense-fg {\n color: #b27d12;\n}\n.jp-RenderedText pre .ansi-blue-intense-fg {\n color: #0065ca;\n}\n.jp-RenderedText pre .ansi-magenta-intense-fg {\n color: #a03196;\n}\n.jp-RenderedText pre .ansi-cyan-intense-fg {\n color: #258f8f;\n}\n.jp-RenderedText pre .ansi-white-intense-fg {\n color: #a1a6b2;\n}\n\n.jp-RenderedText pre .ansi-black-intense-bg {\n background-color: #282c36;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-intense-bg {\n background-color: #b22b31;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-intense-bg {\n background-color: #007427;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-intense-bg {\n background-color: #b27d12;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-intense-bg {\n background-color: #0065ca;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-intense-bg {\n background-color: #a03196;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-intense-bg {\n background-color: #258f8f;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-intense-bg {\n background-color: #a1a6b2;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-default-inverse-fg {\n color: var(--jp-ui-inverse-font-color0);\n}\n.jp-RenderedText pre .ansi-default-inverse-bg {\n background-color: var(--jp-inverse-layout-color0);\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-bold {\n font-weight: bold;\n}\n.jp-RenderedText pre .ansi-underline {\n text-decoration: underline;\n}\n\n.jp-RenderedText[data-mime-type='application\/vnd.jupyter.stderr'] {\n background: var(--jp-rendermime-error-background);\n padding-top: var(--jp-code-padding);\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedLatex\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedLatex {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n}\n\n\/* Left-justify outputs.*\/\n.jp-OutputArea-output.jp-RenderedLatex {\n padding: var(--jp-code-padding);\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedHTML\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedHTMLCommon {\n color: var(--jp-content-font-color1);\n font-family: var(--jp-content-font-family);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n \/* Give a bit more R padding on Markdown text to keep line lengths reasonable *\/\n padding-right: 20px;\n}\n\n.jp-RenderedHTMLCommon em {\n font-style: italic;\n}\n\n.jp-RenderedHTMLCommon strong {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon u {\n text-decoration: underline;\n}\n\n.jp-RenderedHTMLCommon a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* Headings *\/\n\n.jp-RenderedHTMLCommon h1,\n.jp-RenderedHTMLCommon h2,\n.jp-RenderedHTMLCommon h3,\n.jp-RenderedHTMLCommon h4,\n.jp-RenderedHTMLCommon h5,\n.jp-RenderedHTMLCommon h6 {\n line-height: var(--jp-content-heading-line-height);\n font-weight: var(--jp-content-heading-font-weight);\n font-style: normal;\n margin: var(--jp-content-heading-margin-top) 0\n var(--jp-content-heading-margin-bottom) 0;\n}\n\n.jp-RenderedHTMLCommon h1:first-child,\n.jp-RenderedHTMLCommon h2:first-child,\n.jp-RenderedHTMLCommon h3:first-child,\n.jp-RenderedHTMLCommon h4:first-child,\n.jp-RenderedHTMLCommon h5:first-child,\n.jp-RenderedHTMLCommon h6:first-child {\n margin-top: calc(0.5 * var(--jp-content-heading-margin-top));\n}\n\n.jp-RenderedHTMLCommon h1:last-child,\n.jp-RenderedHTMLCommon h2:last-child,\n.jp-RenderedHTMLCommon h3:last-child,\n.jp-RenderedHTMLCommon h4:last-child,\n.jp-RenderedHTMLCommon h5:last-child,\n.jp-RenderedHTMLCommon h6:last-child {\n margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));\n}\n\n.jp-RenderedHTMLCommon h1 {\n font-size: var(--jp-content-font-size5);\n}\n\n.jp-RenderedHTMLCommon h2 {\n font-size: var(--jp-content-font-size4);\n}\n\n.jp-RenderedHTMLCommon h3 {\n font-size: var(--jp-content-font-size3);\n}\n\n.jp-RenderedHTMLCommon h4 {\n font-size: var(--jp-content-font-size2);\n}\n\n.jp-RenderedHTMLCommon h5 {\n font-size: var(--jp-content-font-size1);\n}\n\n.jp-RenderedHTMLCommon h6 {\n font-size: var(--jp-content-font-size0);\n}\n\n\/* Lists *\/\n\n.jp-RenderedHTMLCommon ul:not(.list-inline),\n.jp-RenderedHTMLCommon ol:not(.list-inline) {\n padding-left: 2em;\n}\n\n.jp-RenderedHTMLCommon ul {\n list-style: disc;\n}\n\n.jp-RenderedHTMLCommon ul ul {\n list-style: square;\n}\n\n.jp-RenderedHTMLCommon ul ul ul {\n list-style: circle;\n}\n\n.jp-RenderedHTMLCommon ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol ol {\n list-style: upper-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol {\n list-style: lower-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol {\n list-style: lower-roman;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol,\n.jp-RenderedHTMLCommon ul {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon ul ul,\n.jp-RenderedHTMLCommon ul ol,\n.jp-RenderedHTMLCommon ol ul,\n.jp-RenderedHTMLCommon ol ol {\n margin-bottom: 0em;\n}\n\n.jp-RenderedHTMLCommon hr {\n color: var(--jp-border-color2);\n background-color: var(--jp-border-color1);\n margin-top: 1em;\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon > pre {\n margin: 1.5em 2em;\n}\n\n.jp-RenderedHTMLCommon pre,\n.jp-RenderedHTMLCommon code {\n border: 0;\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n line-height: var(--jp-code-line-height);\n padding: 0;\n white-space: pre-wrap;\n}\n\n.jp-RenderedHTMLCommon :not(pre) > code {\n background-color: var(--jp-layout-color2);\n padding: 1px 5px;\n}\n\n\/* Tables *\/\n\n.jp-RenderedHTMLCommon table {\n border-collapse: collapse;\n border-spacing: 0;\n border: none;\n color: var(--jp-ui-font-color1);\n font-size: 12px;\n table-layout: fixed;\n margin-left: auto;\n margin-right: auto;\n}\n\n.jp-RenderedHTMLCommon thead {\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n vertical-align: bottom;\n}\n\n.jp-RenderedHTMLCommon td,\n.jp-RenderedHTMLCommon th,\n.jp-RenderedHTMLCommon tr {\n vertical-align: middle;\n padding: 0.5em 0.5em;\n line-height: normal;\n white-space: normal;\n max-width: none;\n border: none;\n}\n\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {\n max-width: none;\n}\n\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {\n text-align: right;\n}\n\n.jp-RenderedHTMLCommon th {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {\n background: var(--jp-layout-color0);\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(even) {\n background: var(--jp-rendermime-table-row-background);\n}\n\n.jp-RenderedHTMLCommon tbody tr:hover {\n background: var(--jp-rendermime-table-row-hover-background);\n}\n\n.jp-RenderedHTMLCommon table {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon p {\n text-align: left;\n margin: 0px;\n}\n\n.jp-RenderedHTMLCommon p {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon img {\n -moz-force-broken-image-icon: 1;\n}\n\n\/* Restrict to direct children as other images could be nested in other content. *\/\n.jp-RenderedHTMLCommon > img {\n display: block;\n margin-left: 0;\n margin-right: 0;\n margin-bottom: 1em;\n}\n\n\/* Change color behind transparent images if they need it... *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n\/* ...or leave it untouched if they don't *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {\n}\n\n.jp-RenderedHTMLCommon img,\n.jp-RenderedImage img,\n.jp-RenderedHTMLCommon svg,\n.jp-RenderedSVG svg {\n max-width: 100%;\n height: auto;\n}\n\n.jp-RenderedHTMLCommon img.jp-mod-unconfined,\n.jp-RenderedImage img.jp-mod-unconfined,\n.jp-RenderedHTMLCommon svg.jp-mod-unconfined,\n.jp-RenderedSVG svg.jp-mod-unconfined {\n max-width: none;\n}\n\n.jp-RenderedHTMLCommon .alert {\n padding: var(--jp-notebook-padding);\n border: var(--jp-border-width) solid transparent;\n border-radius: var(--jp-border-radius);\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon .alert-info {\n color: var(--jp-info-color0);\n background-color: var(--jp-info-color3);\n border-color: var(--jp-info-color2);\n}\n.jp-RenderedHTMLCommon .alert-info hr {\n border-color: var(--jp-info-color3);\n}\n.jp-RenderedHTMLCommon .alert-info > p:last-child,\n.jp-RenderedHTMLCommon .alert-info > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-warning {\n color: var(--jp-warn-color0);\n background-color: var(--jp-warn-color3);\n border-color: var(--jp-warn-color2);\n}\n.jp-RenderedHTMLCommon .alert-warning hr {\n border-color: var(--jp-warn-color3);\n}\n.jp-RenderedHTMLCommon .alert-warning > p:last-child,\n.jp-RenderedHTMLCommon .alert-warning > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-success {\n color: var(--jp-success-color0);\n background-color: var(--jp-success-color3);\n border-color: var(--jp-success-color2);\n}\n.jp-RenderedHTMLCommon .alert-success hr {\n border-color: var(--jp-success-color3);\n}\n.jp-RenderedHTMLCommon .alert-success > p:last-child,\n.jp-RenderedHTMLCommon .alert-success > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-danger {\n color: var(--jp-error-color0);\n background-color: var(--jp-error-color3);\n border-color: var(--jp-error-color2);\n}\n.jp-RenderedHTMLCommon .alert-danger hr {\n border-color: var(--jp-error-color3);\n}\n.jp-RenderedHTMLCommon .alert-danger > p:last-child,\n.jp-RenderedHTMLCommon .alert-danger > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon blockquote {\n margin: 1em 2em;\n padding: 0 1em;\n border-left: 5px solid var(--jp-border-color2);\n}\n\na.jp-InternalAnchorLink {\n visibility: hidden;\n margin-left: 8px;\n color: var(--md-blue-800);\n}\n\nh1:hover .jp-InternalAnchorLink,\nh2:hover .jp-InternalAnchorLink,\nh3:hover .jp-InternalAnchorLink,\nh4:hover .jp-InternalAnchorLink,\nh5:hover .jp-InternalAnchorLink,\nh6:hover .jp-InternalAnchorLink {\n visibility: visible;\n}\n\n.jp-RenderedHTMLCommon kbd {\n background-color: var(--jp-rendermime-table-row-background);\n border: 1px solid var(--jp-border-color0);\n border-bottom-color: var(--jp-border-color2);\n border-radius: 3px;\n box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);\n display: inline-block;\n font-size: 0.8em;\n line-height: 1em;\n padding: 0.2em 0.5em;\n}\n\n\/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.\n * At the bottom of cells this is a bit too much as there is also spacing\n * between cells. Going all the way to 0 gets too tight between markdown and\n * code cells.\n *\/\n.jp-RenderedHTMLCommon > *:last-child {\n margin-bottom: 0.5em;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MimeDocument {\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-filebrowser-button-height: 28px;\n --jp-private-filebrowser-button-width: 48px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser {\n display: flex;\n flex-direction: column;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n border-bottom: none;\n height: auto;\n margin: var(--jp-toolbar-header-margin);\n box-shadow: none;\n}\n\n.jp-BreadCrumbs {\n flex: 0 0 auto;\n margin: 8px 12px 8px 12px;\n}\n\n.jp-BreadCrumbs-item {\n margin: 0px 2px;\n padding: 0px 2px;\n border-radius: var(--jp-border-radius);\n cursor: pointer;\n}\n\n.jp-BreadCrumbs-item:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-BreadCrumbs-item:first-child {\n margin-left: 0px;\n}\n\n.jp-BreadCrumbs-item.jp-mod-dropTarget {\n background-color: var(--jp-brand-color2);\n opacity: 0.7;\n}\n\n\/*-----------------------------------------------------------------------------\n| Buttons\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n padding: 0px;\n margin: 8px 12px 0px 12px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n justify-content: flex-start;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {\n flex: 0 0 auto;\n padding-left: 0px;\n padding-right: 2px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {\n width: 40px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent {\n width: 72px;\n background: var(--jp-brand-color1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent:focus-visible {\n background-color: var(--jp-brand-color0);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent\n .jp-icon3 {\n fill: white;\n}\n\n\/*-----------------------------------------------------------------------------\n| Other styles\n|----------------------------------------------------------------------------*\/\n\n.jp-FileDialog.jp-mod-conflict input {\n color: var(--jp-error-color1);\n}\n\n.jp-FileDialog .jp-new-name-title {\n margin-top: 12px;\n}\n\n.jp-LastModified-hidden {\n display: none;\n}\n\n.jp-FileBrowser-filterBox {\n padding: 0px;\n flex: 0 0 auto;\n margin: 8px 12px 0px 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| DirListing\n|----------------------------------------------------------------------------*\/\n\n.jp-DirListing {\n flex: 1 1 auto;\n display: flex;\n flex-direction: column;\n outline: 0;\n}\n\n.jp-DirListing:focus-visible {\n border: 1px solid var(--jp-brand-color1);\n}\n\n.jp-DirListing-header {\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n overflow: hidden;\n border-top: var(--jp-border-width) solid var(--jp-border-color2);\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n box-shadow: var(--jp-toolbar-box-shadow);\n z-index: 2;\n}\n\n.jp-DirListing-headerItem {\n padding: 4px 12px 2px 12px;\n font-weight: 500;\n}\n\n.jp-DirListing-headerItem:hover {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-headerItem.jp-id-name {\n flex: 1 0 84px;\n}\n\n.jp-DirListing-headerItem.jp-id-modified {\n flex: 0 0 112px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n}\n\n.jp-id-narrow {\n display: none;\n flex: 0 0 5px;\n padding: 4px 4px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n color: var(--jp-border-color2);\n}\n\n.jp-DirListing-narrow .jp-id-narrow {\n display: block;\n}\n\n.jp-DirListing-narrow .jp-id-modified,\n.jp-DirListing-narrow .jp-DirListing-itemModified {\n display: none;\n}\n\n.jp-DirListing-headerItem.jp-mod-selected {\n font-weight: 600;\n}\n\n\/* increase specificity to override bundled default *\/\n.jp-DirListing-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-DirListing-content mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n\/* Style the directory listing content when a user drops a file to upload *\/\n.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {\n outline: 5px dashed rgba(128, 128, 128, 0.5);\n outline-offset: -10px;\n cursor: copy;\n}\n\n.jp-DirListing-item {\n display: flex;\n flex-direction: row;\n padding: 4px 12px;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n.jp-DirListing-item[data-is-dot] {\n opacity: 75%;\n}\n\n.jp-DirListing-item.jp-mod-selected {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.jp-DirListing-item.jp-mod-dropTarget {\n background: var(--jp-brand-color3);\n}\n\n.jp-DirListing-item:hover:not(.jp-mod-selected) {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-itemIcon {\n flex: 0 0 20px;\n margin-right: 4px;\n}\n\n.jp-DirListing-itemText {\n flex: 1 0 64px;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n user-select: none;\n}\n\n.jp-DirListing-itemModified {\n flex: 0 0 125px;\n text-align: right;\n}\n\n.jp-DirListing-editor {\n flex: 1 0 64px;\n outline: none;\n border: none;\n}\n\n.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {\n color: var(--jp-success-color1);\n content: '\\25CF';\n font-size: 8px;\n position: absolute;\n left: -8px;\n}\n\n.jp-DirListing-item.jp-mod-running.jp-mod-selected\n .jp-DirListing-itemIcon:before {\n color: var(--jp-ui-inverse-font-color1);\n}\n\n.jp-DirListing-item.lm-mod-drag-image,\n.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {\n font-size: var(--jp-ui-font-size1);\n padding-left: 4px;\n margin-left: 4px;\n width: 160px;\n background-color: var(--jp-ui-inverse-font-color2);\n box-shadow: var(--jp-elevation-z2);\n border-radius: 0px;\n color: var(--jp-ui-font-color1);\n transform: translateX(-40%) translateY(-58%);\n}\n\n.jp-DirListing-deadSpace {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-Document {\n min-width: 120px;\n min-height: 120px;\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n}\n\n\/*-----------------------------------------------------------------------------\n| Main OutputArea\n| OutputArea has a list of Outputs\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea {\n overflow-y: auto;\n}\n\n.jp-OutputArea-child {\n display: flex;\n flex-direction: row;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child {\n flex-direction: column;\n}\n\n.jp-OutputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-outprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n.jp-OutputArea-output {\n height: auto;\n overflow: auto;\n user-select: text;\n -moz-user-select: text;\n -webkit-user-select: text;\n -ms-user-select: text;\n}\n\n.jp-OutputArea-child .jp-OutputArea-output {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n margin-left: var(--jp-notebook-padding);\n}\n\n\/**\n * Isolated output.\n *\/\n.jp-OutputArea-output.jp-mod-isolated {\n width: 100%;\n display: block;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n\/* pre *\/\n\n.jp-OutputArea-output pre {\n border: none;\n margin: 0px;\n padding: 0px;\n overflow-x: auto;\n overflow-y: auto;\n word-break: break-all;\n word-wrap: break-word;\n white-space: pre-wrap;\n}\n\n\/* tables *\/\n\n.jp-OutputArea-output.jp-RenderedHTMLCommon table {\n margin-left: 0;\n margin-right: 0;\n}\n\n\/* description lists *\/\n\n.jp-OutputArea-output dl,\n.jp-OutputArea-output dt,\n.jp-OutputArea-output dd {\n display: block;\n}\n\n.jp-OutputArea-output dl {\n width: 100%;\n overflow: hidden;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dt {\n font-weight: bold;\n float: left;\n width: 20%;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dd {\n float: left;\n width: 80%;\n padding: 0;\n margin: 0;\n}\n\n\/* Hide the gutter in case of\n * - nested output areas (e.g. in the case of output widgets)\n * - mirrored output areas\n *\/\n.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| executeResult is added to any Output-result for the display of the object\n| returned by a cell\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n margin-left: 0px;\n flex: 1 1 auto;\n}\n\n\/* Text output with the Out[] prompt needs a top padding to match the\n * alignment of the Out[] prompt itself.\n *\/\n.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {\n padding-top: var(--jp-code-padding);\n border-top: var(--jp-border-width) solid transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| The Stdin output\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-stdin {\n line-height: var(--jp-code-line-height);\n padding-top: var(--jp-code-padding);\n display: flex;\n}\n\n.jp-Stdin-prompt {\n color: var(--jp-content-font-color0);\n padding-right: var(--jp-code-padding);\n vertical-align: baseline;\n flex: 0 0 auto;\n}\n\n.jp-Stdin-input {\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n color: inherit;\n background-color: inherit;\n width: 42%;\n min-width: 200px;\n \/* make sure input baseline aligns with prompt *\/\n vertical-align: baseline;\n \/* padding + margin = 0.5em between prompt and cursor *\/\n padding: 0em 0.25em;\n margin: 0em 0.25em;\n flex: 0 0 70%;\n}\n\n.jp-Stdin-input:focus {\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Output Area View\n|----------------------------------------------------------------------------*\/\n\n.jp-LinkedOutputView .jp-OutputArea {\n height: 100%;\n display: block;\n}\n\n.jp-LinkedOutputView .jp-OutputArea-output:only-child {\n height: 100%;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapser {\n flex: 0 0 var(--jp-cell-collapser-width);\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n border-radius: var(--jp-border-radius);\n opacity: 1;\n}\n\n.jp-Collapser-child {\n display: block;\n width: 100%;\n box-sizing: border-box;\n \/* height: 100% doesn't work because the height of its parent is computed from content *\/\n position: absolute;\n top: 0px;\n bottom: 0px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Header\/Footer\n|----------------------------------------------------------------------------*\/\n\n\/* Hidden by zero height by default *\/\n.jp-CellHeader,\n.jp-CellFooter {\n height: 0px;\n width: 100%;\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Input\n|----------------------------------------------------------------------------*\/\n\n\/* All input areas *\/\n.jp-InputArea {\n display: flex;\n flex-direction: row;\n overflow: hidden;\n}\n\nbody[data-format='mobile'] .jp-InputArea {\n flex-direction: column;\n}\n\n.jp-InputArea-editor {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n \/* This is the non-active, default styling *\/\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n border-radius: 0px;\n background: var(--jp-cell-editor-background);\n}\n\nbody[data-format='mobile'] .jp-InputArea-editor {\n margin-left: var(--jp-notebook-padding);\n}\n\n.jp-InputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-inprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n opacity: var(--jp-cell-prompt-opacity);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-InputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Placeholder {\n display: flex;\n flex-direction: row;\n flex: 1 1 auto;\n}\n\n.jp-Placeholder-prompt {\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content {\n flex: 1 1 auto;\n border: none;\n background: transparent;\n height: 20px;\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon {\n width: 32px;\n height: 16px;\n border: 1px solid transparent;\n border-radius: var(--jp-border-radius);\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon:hover {\n border: 1px solid var(--jp-border-color1);\n box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);\n background-color: var(--jp-layout-color0);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-cell-scrolling-output-offset: 5px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell {\n padding: var(--jp-cell-padding);\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Common input\/output\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-inputWrapper,\n.jp-Cell-outputWrapper {\n display: flex;\n flex-direction: row;\n padding: 0px;\n margin: 0px;\n \/* Added to reveal the box-shadow on the input and output collapsers. *\/\n overflow: visible;\n}\n\n\/* Only input\/output areas inside cells *\/\n.jp-Cell-inputArea,\n.jp-Cell-outputArea {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Collapser\n|----------------------------------------------------------------------------*\/\n\n\/* Make the output collapser disappear when there is not output, but do so\n * in a manner that leaves it in the layout and preserves its width.\n *\/\n.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {\n border: none !important;\n background: transparent !important;\n}\n\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {\n min-height: var(--jp-cell-collapser-min-height);\n}\n\n\/*-----------------------------------------------------------------------------\n| Output\n|----------------------------------------------------------------------------*\/\n\n\/* Put a space between input and output when there IS output *\/\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {\n margin-top: 5px;\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {\n overflow-y: auto;\n max-height: 200px;\n box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);\n margin-left: var(--jp-private-cell-scrolling-output-offset);\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n flex: 0 0\n calc(\n var(--jp-cell-prompt-width) -\n var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n\/*-----------------------------------------------------------------------------\n| CodeCell\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| MarkdownCell\n|----------------------------------------------------------------------------*\/\n\n.jp-MarkdownOutput {\n flex: 1 1 auto;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: var(--jp-code-padding);\n}\n\n.jp-MarkdownOutput.jp-RenderedHTMLCommon {\n overflow: auto;\n}\n\n.jp-showHiddenCellsButton {\n margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));\n margin-top: var(--jp-code-padding);\n border: 1px solid var(--jp-border-color2);\n background-color: var(--jp-border-color3) !important;\n color: var(--jp-content-font-color0) !important;\n}\n\n.jp-showHiddenCellsButton:hover {\n background-color: var(--jp-border-color2) !important;\n}\n\n.jp-collapseHeadingButton {\n display: none;\n}\n\n.jp-MarkdownCell:hover .jp-collapseHeadingButton {\n display: flex;\n min-height: var(--jp-cell-collapser-min-height);\n position: absolute;\n right: 0;\n top: 0;\n bottom: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel-toolbar {\n padding: 2px;\n}\n\n.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {\n border: none;\n box-shadow: none;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown select {\n height: 24px;\n font-size: var(--jp-ui-font-size1);\n line-height: 14px;\n border-radius: 0;\n display: block;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown span {\n top: 5px !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-notebook-dragImage-width: 304px;\n --jp-private-notebook-dragImage-height: 36px;\n --jp-private-notebook-selected-color: var(--md-blue-400);\n --jp-private-notebook-active-color: var(--md-green-400);\n}\n\n\/*-----------------------------------------------------------------------------\n| Imports\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Notebook\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel {\n display: block;\n height: 100%;\n}\n\n.jp-NotebookPanel.jp-Document {\n min-width: 240px;\n min-height: 120px;\n}\n\n.jp-Notebook {\n padding: var(--jp-notebook-padding);\n outline: none;\n overflow: auto;\n background: var(--jp-layout-color0);\n}\n\n.jp-Notebook.jp-mod-scrollPastEnd::after {\n display: block;\n content: '';\n min-height: var(--jp-notebook-scroll-padding);\n}\n\n.jp-MainAreaWidget-ContainStrict .jp-Notebook * {\n contain: strict;\n}\n\n.jp-Notebook-render * {\n contain: none !important;\n}\n\n.jp-Notebook .jp-Cell {\n overflow: visible;\n}\n\n.jp-Notebook .jp-Cell .jp-InputPrompt {\n cursor: move;\n float: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook state related styling\n|\n| The notebook and cells each have states, here are the possibilities:\n|\n| - Notebook\n| - Command\n| - Edit\n| - Cell\n| - None\n| - Active (only one can be active)\n| - Selected (the cells actions are applied to)\n| - Multiselected (when multiple selected, the cursor)\n| - No outputs\n|----------------------------------------------------------------------------*\/\n\n\/* Command or edit modes *\/\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n\/* cell is active *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {\n background: var(--jp-brand-color1);\n}\n\n\/* cell is dirty *\/\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {\n color: var(--jp-warn-color1);\n}\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {\n color: var(--jp-warn-color1);\n content: '\u2022';\n}\n\n.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {\n background: var(--jp-warn-color1);\n}\n\n\/* collapser is hovered *\/\n.jp-Notebook .jp-Cell .jp-Collapser:hover {\n box-shadow: var(--jp-elevation-z2);\n background: var(--jp-brand-color1);\n opacity: var(--jp-cell-collapser-not-active-hover-opacity);\n}\n\n\/* cell is active and collapser is hovered *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {\n background: var(--jp-brand-color0);\n opacity: 1;\n}\n\n\/* Command mode *\/\n\n.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {\n background: var(--jp-notebook-multiselected-color);\n}\n\n.jp-Notebook.jp-mod-commandMode\n .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {\n background: transparent;\n}\n\n\/* Edit mode *\/\n\n.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {\n border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-cell-editor-active-background);\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook drag and drop\n|----------------------------------------------------------------------------*\/\n\n.jp-Notebook-cell.jp-mod-dropSource {\n opacity: 0.5;\n}\n\n.jp-Notebook-cell.jp-mod-dropTarget,\n.jp-Notebook.jp-mod-commandMode\n .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {\n border-top-color: var(--jp-private-notebook-selected-color);\n border-top-style: solid;\n border-top-width: 2px;\n}\n\n.jp-dragImage {\n display: block;\n flex-direction: row;\n width: var(--jp-private-notebook-dragImage-width);\n height: var(--jp-private-notebook-dragImage-height);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background);\n overflow: visible;\n}\n\n.jp-dragImage-singlePrompt {\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n.jp-dragImage .jp-dragImage-content {\n flex: 1 1 auto;\n z-index: 2;\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n line-height: var(--jp-code-line-height);\n padding: var(--jp-code-padding);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background-color);\n color: var(--jp-content-font-color3);\n text-align: left;\n margin: 4px 4px 4px 0px;\n}\n\n.jp-dragImage .jp-dragImage-prompt {\n flex: 0 0 auto;\n min-width: 36px;\n color: var(--jp-cell-inprompt-font-color);\n padding: var(--jp-code-padding);\n padding-left: 12px;\n font-family: var(--jp-cell-prompt-font-family);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: 1.9;\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n}\n\n.jp-dragImage-multipleBack {\n z-index: -1;\n position: absolute;\n height: 32px;\n width: 300px;\n top: 8px;\n left: 8px;\n background: var(--jp-layout-color2);\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell toolbar\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookTools {\n display: block;\n min-width: var(--jp-sidebar-min-width);\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n overflow: auto;\n}\n\n.jp-NotebookTools-tool {\n padding: 0px 12px 0 12px;\n}\n\n.jp-ActiveCellTool {\n padding: 12px;\n background-color: var(--jp-layout-color1);\n border-top: none !important;\n}\n\n.jp-ActiveCellTool .jp-InputArea-prompt {\n flex: 0 0 auto;\n padding-left: 0px;\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor {\n flex: 1 1 auto;\n background: var(--jp-cell-editor-background);\n border-color: var(--jp-cell-editor-border-color);\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {\n background: transparent;\n}\n\n.jp-MetadataEditorTool {\n flex-direction: column;\n padding: 12px 0px 12px 0px;\n}\n\n.jp-RankedPanel > :not(:first-child) {\n margin-top: 12px;\n}\n\n.jp-KeySelector select.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: var(--jp-border-width) solid var(--jp-border-color1);\n}\n\n.jp-KeySelector label,\n.jp-MetadataEditorTool label {\n line-height: 1.4;\n}\n\n.jp-NotebookTools .jp-select-wrapper {\n margin-top: 4px;\n margin-bottom: 0px;\n}\n\n.jp-NotebookTools .jp-Collapse {\n margin-top: 16px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Presentation Mode (.jp-mod-presentationMode)\n|----------------------------------------------------------------------------*\/\n\n.jp-mod-presentationMode .jp-Notebook {\n --jp-content-font-size1: var(--jp-content-presentation-font-size1);\n --jp-code-font-size: var(--jp-code-presentation-font-size);\n}\n\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {\n flex: 0 0 110px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-Placeholder {\n padding-left: 55px;\n}\n\n.jp-Cell-Placeholder-wrapper {\n background: #fff;\n border: 1px solid;\n border-color: #e5e6e9 #dfe0e4 #d0d1d5;\n border-radius: 4px;\n -webkit-border-radius: 4px;\n margin: 10px 15px;\n}\n\n.jp-Cell-Placeholder-wrapper-inner {\n padding: 15px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body {\n background-repeat: repeat;\n background-size: 50% auto;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n background: #f6f7f8;\n background-image: -webkit-linear-gradient(\n left,\n #f6f7f8 0%,\n #edeef1 20%,\n #f6f7f8 40%,\n #f6f7f8 100%\n );\n background-repeat: no-repeat;\n background-size: 800px 104px;\n height: 104px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n position: absolute;\n right: 15px;\n left: 15px;\n top: 15px;\n}\n\ndiv.jp-Cell-Placeholder-h1 {\n top: 20px;\n height: 20px;\n left: 15px;\n width: 150px;\n}\n\ndiv.jp-Cell-Placeholder-h2 {\n left: 15px;\n top: 50px;\n height: 10px;\n width: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-1,\ndiv.jp-Cell-Placeholder-content-2,\ndiv.jp-Cell-Placeholder-content-3 {\n left: 15px;\n right: 15px;\n height: 10px;\n}\n\ndiv.jp-Cell-Placeholder-content-1 {\n top: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-2 {\n top: 120px;\n}\n\ndiv.jp-Cell-Placeholder-content-3 {\n top: 140px;\n}\n\n<\/style>\n\n <style type=\"text\/css\">\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*\/\n\n:root {\n \/* Elevation\n *\n * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:\n *\n * https:\/\/github.com\/material-components\/material-components-web\n * https:\/\/material-components-web.appspot.com\/elevation.html\n *\/\n\n --jp-shadow-base-lightness: 0;\n --jp-shadow-umbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.2\n );\n --jp-shadow-penumbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.14\n );\n --jp-shadow-ambient-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.12\n );\n --jp-elevation-z0: none;\n --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),\n 0px 1px 1px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 3px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),\n 0px 2px 2px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 5px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),\n 0px 4px 5px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 10px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),\n 0px 6px 10px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 18px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),\n 0px 8px 10px 1px var(--jp-shadow-penumbra-color),\n 0px 3px 14px 2px var(--jp-shadow-ambient-color);\n --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),\n 0px 12px 17px 2px var(--jp-shadow-penumbra-color),\n 0px 5px 22px 4px var(--jp-shadow-ambient-color);\n --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),\n 0px 16px 24px 2px var(--jp-shadow-penumbra-color),\n 0px 6px 30px 5px var(--jp-shadow-ambient-color);\n --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),\n 0px 20px 31px 3px var(--jp-shadow-penumbra-color),\n 0px 8px 38px 7px var(--jp-shadow-ambient-color);\n --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),\n 0px 24px 38px 3px var(--jp-shadow-penumbra-color),\n 0px 9px 46px 8px var(--jp-shadow-ambient-color);\n\n \/* Borders\n *\n * The following variables, specify the visual styling of borders in JupyterLab.\n *\/\n\n --jp-border-width: 1px;\n --jp-border-color0: var(--md-grey-400);\n --jp-border-color1: var(--md-grey-400);\n --jp-border-color2: var(--md-grey-300);\n --jp-border-color3: var(--md-grey-200);\n --jp-border-radius: 2px;\n\n \/* UI Fonts\n *\n * The UI font CSS variables are used for the typography all of the JupyterLab\n * user interface elements that are not directly user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-ui-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-ui-font-scale-factor: 1.2;\n --jp-ui-font-size0: 0.83333em;\n --jp-ui-font-size1: 13px; \/* Base font size *\/\n --jp-ui-font-size2: 1.2em;\n --jp-ui-font-size3: 1.44em;\n\n --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,\n Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';\n\n \/*\n * Use these font colors against the corresponding main layout colors.\n * In a light theme, these go from dark to light.\n *\/\n\n \/* Defaults use Material Design specification *\/\n --jp-ui-font-color0: rgba(0, 0, 0, 1);\n --jp-ui-font-color1: rgba(0, 0, 0, 0.87);\n --jp-ui-font-color2: rgba(0, 0, 0, 0.54);\n --jp-ui-font-color3: rgba(0, 0, 0, 0.38);\n\n \/*\n * Use these against the brand\/accent\/warn\/error colors.\n * These will typically go from light to darker, in both a dark and light theme.\n *\/\n\n --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);\n --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);\n\n \/* Content Fonts\n *\n * Content font variables are used for typography of user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-content-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-content-line-height: 1.6;\n --jp-content-font-scale-factor: 1.2;\n --jp-content-font-size0: 0.83333em;\n --jp-content-font-size1: 14px; \/* Base font size *\/\n --jp-content-font-size2: 1.2em;\n --jp-content-font-size3: 1.44em;\n --jp-content-font-size4: 1.728em;\n --jp-content-font-size5: 2.0736em;\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-content-presentation-font-size1: 17px;\n\n --jp-content-heading-line-height: 1;\n --jp-content-heading-margin-top: 1.2em;\n --jp-content-heading-margin-bottom: 0.8em;\n --jp-content-heading-font-weight: 500;\n\n \/* Defaults use Material Design specification *\/\n --jp-content-font-color0: rgba(0, 0, 0, 1);\n --jp-content-font-color1: rgba(0, 0, 0, 0.87);\n --jp-content-font-color2: rgba(0, 0, 0, 0.54);\n --jp-content-font-color3: rgba(0, 0, 0, 0.38);\n\n --jp-content-link-color: var(--md-blue-700);\n\n --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',\n Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',\n 'Segoe UI Symbol';\n\n \/*\n * Code Fonts\n *\n * Code font variables are used for typography of code and other monospaces content.\n *\/\n\n --jp-code-font-size: 13px;\n --jp-code-line-height: 1.3077; \/* 17px for 13px base *\/\n --jp-code-padding: 5px; \/* 5px for 13px base, codemirror highlighting needs integer px value *\/\n --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;\n --jp-code-font-family: var(--jp-code-font-family-default);\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-code-presentation-font-size: 16px;\n\n \/* may need to tweak cursor width if you change font size *\/\n --jp-code-cursor-width0: 1.4px;\n --jp-code-cursor-width1: 2px;\n --jp-code-cursor-width2: 4px;\n\n \/* Layout\n *\n * The following are the main layout colors use in JupyterLab. In a light\n * theme these would go from light to dark.\n *\/\n\n --jp-layout-color0: white;\n --jp-layout-color1: white;\n --jp-layout-color2: var(--md-grey-200);\n --jp-layout-color3: var(--md-grey-400);\n --jp-layout-color4: var(--md-grey-600);\n\n \/* Inverse Layout\n *\n * The following are the inverse layout colors use in JupyterLab. In a light\n * theme these would go from dark to light.\n *\/\n\n --jp-inverse-layout-color0: #111111;\n --jp-inverse-layout-color1: var(--md-grey-900);\n --jp-inverse-layout-color2: var(--md-grey-800);\n --jp-inverse-layout-color3: var(--md-grey-700);\n --jp-inverse-layout-color4: var(--md-grey-600);\n\n \/* Brand\/accent *\/\n\n --jp-brand-color0: var(--md-blue-900);\n --jp-brand-color1: var(--md-blue-700);\n --jp-brand-color2: var(--md-blue-300);\n --jp-brand-color3: var(--md-blue-100);\n --jp-brand-color4: var(--md-blue-50);\n\n --jp-accent-color0: var(--md-green-900);\n --jp-accent-color1: var(--md-green-700);\n --jp-accent-color2: var(--md-green-300);\n --jp-accent-color3: var(--md-green-100);\n\n \/* State colors (warn, error, success, info) *\/\n\n --jp-warn-color0: var(--md-orange-900);\n --jp-warn-color1: var(--md-orange-700);\n --jp-warn-color2: var(--md-orange-300);\n --jp-warn-color3: var(--md-orange-100);\n\n --jp-error-color0: var(--md-red-900);\n --jp-error-color1: var(--md-red-700);\n --jp-error-color2: var(--md-red-300);\n --jp-error-color3: var(--md-red-100);\n\n --jp-success-color0: var(--md-green-900);\n --jp-success-color1: var(--md-green-700);\n --jp-success-color2: var(--md-green-300);\n --jp-success-color3: var(--md-green-100);\n\n --jp-info-color0: var(--md-cyan-900);\n --jp-info-color1: var(--md-cyan-700);\n --jp-info-color2: var(--md-cyan-300);\n --jp-info-color3: var(--md-cyan-100);\n\n \/* Cell specific styles *\/\n\n --jp-cell-padding: 5px;\n\n --jp-cell-collapser-width: 8px;\n --jp-cell-collapser-min-height: 20px;\n --jp-cell-collapser-not-active-hover-opacity: 0.6;\n\n --jp-cell-editor-background: var(--md-grey-100);\n --jp-cell-editor-border-color: var(--md-grey-300);\n --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-cell-editor-active-background: var(--jp-layout-color0);\n --jp-cell-editor-active-border-color: var(--jp-brand-color1);\n\n --jp-cell-prompt-width: 64px;\n --jp-cell-prompt-font-family: var(--jp-code-font-family-default);\n --jp-cell-prompt-letter-spacing: 0px;\n --jp-cell-prompt-opacity: 1;\n --jp-cell-prompt-not-active-opacity: 0.5;\n --jp-cell-prompt-not-active-font-color: var(--md-grey-700);\n \/* A custom blend of MD grey and blue 600\n * See https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:1E88E5:5:hex *\/\n --jp-cell-inprompt-font-color: #307fc1;\n \/* A custom blend of MD grey and orange 600\n * https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:F4511E:5:hex *\/\n --jp-cell-outprompt-font-color: #bf5b3d;\n\n \/* Notebook specific styles *\/\n\n --jp-notebook-padding: 10px;\n --jp-notebook-select-background: var(--jp-layout-color1);\n --jp-notebook-multiselected-color: var(--md-blue-50);\n\n \/* The scroll padding is calculated to fill enough space at the bottom of the\n notebook to show one single-line cell (with appropriate padding) at the top\n when the notebook is scrolled all the way to the bottom. We also subtract one\n pixel so that no scrollbar appears if we have just one single-line cell in the\n notebook. This padding is to enable a 'scroll past end' feature in a notebook.\n *\/\n --jp-notebook-scroll-padding: calc(\n 100% - var(--jp-code-font-size) * var(--jp-code-line-height) -\n var(--jp-code-padding) - var(--jp-cell-padding) - 1px\n );\n\n \/* Rendermime styles *\/\n\n --jp-rendermime-error-background: #fdd;\n --jp-rendermime-table-row-background: var(--md-grey-100);\n --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);\n\n \/* Dialog specific styles *\/\n\n --jp-dialog-background: rgba(0, 0, 0, 0.25);\n\n \/* Console specific styles *\/\n\n --jp-console-padding: 10px;\n\n \/* Toolbar specific styles *\/\n\n --jp-toolbar-border-color: var(--jp-border-color1);\n --jp-toolbar-micro-height: 8px;\n --jp-toolbar-background: var(--jp-layout-color1);\n --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);\n --jp-toolbar-header-margin: 4px 4px 0px 4px;\n --jp-toolbar-active-background: var(--md-grey-300);\n\n \/* Statusbar specific styles *\/\n\n --jp-statusbar-height: 24px;\n\n \/* Input field styles *\/\n\n --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-input-active-background: var(--jp-layout-color1);\n --jp-input-hover-background: var(--jp-layout-color1);\n --jp-input-background: var(--md-grey-100);\n --jp-input-border-color: var(--jp-border-color1);\n --jp-input-active-border-color: var(--jp-brand-color1);\n --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);\n\n \/* General editor styles *\/\n\n --jp-editor-selected-background: #d9d9d9;\n --jp-editor-selected-focused-background: #d7d4f0;\n --jp-editor-cursor-color: var(--jp-ui-font-color0);\n\n \/* Code mirror specific styles *\/\n\n --jp-mirror-editor-keyword-color: #008000;\n --jp-mirror-editor-atom-color: #88f;\n --jp-mirror-editor-number-color: #080;\n --jp-mirror-editor-def-color: #00f;\n --jp-mirror-editor-variable-color: var(--md-grey-900);\n --jp-mirror-editor-variable-2-color: #05a;\n --jp-mirror-editor-variable-3-color: #085;\n --jp-mirror-editor-punctuation-color: #05a;\n --jp-mirror-editor-property-color: #05a;\n --jp-mirror-editor-operator-color: #aa22ff;\n --jp-mirror-editor-comment-color: #408080;\n --jp-mirror-editor-string-color: #ba2121;\n --jp-mirror-editor-string-2-color: #708;\n --jp-mirror-editor-meta-color: #aa22ff;\n --jp-mirror-editor-qualifier-color: #555;\n --jp-mirror-editor-builtin-color: #008000;\n --jp-mirror-editor-bracket-color: #997;\n --jp-mirror-editor-tag-color: #170;\n --jp-mirror-editor-attribute-color: #00c;\n --jp-mirror-editor-header-color: blue;\n --jp-mirror-editor-quote-color: #090;\n --jp-mirror-editor-link-color: #00c;\n --jp-mirror-editor-error-color: #f00;\n --jp-mirror-editor-hr-color: #999;\n\n \/* Vega extension styles *\/\n\n --jp-vega-background: white;\n\n \/* Sidebar-related styles *\/\n\n --jp-sidebar-min-width: 250px;\n\n \/* Search-related styles *\/\n\n --jp-search-toggle-off-opacity: 0.5;\n --jp-search-toggle-hover-opacity: 0.8;\n --jp-search-toggle-on-opacity: 1;\n --jp-search-selected-match-background-color: rgb(245, 200, 0);\n --jp-search-selected-match-color: black;\n --jp-search-unselected-match-background-color: var(\n --jp-inverse-layout-color0\n );\n --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);\n\n \/* Icon colors that work well with light or dark backgrounds *\/\n --jp-icon-contrast-color0: var(--md-purple-600);\n --jp-icon-contrast-color1: var(--md-green-600);\n --jp-icon-contrast-color2: var(--md-pink-600);\n --jp-icon-contrast-color3: var(--md-blue-600);\n}\n<\/style>\n\n<style type=\"text\/css\">\n\/* Force rendering true colors when outputing to pdf *\/\n* {\n -webkit-print-color-adjust: exact;\n}\n\n\/* Misc *\/\na.anchor-link {\n display: none;\n}\n\n.highlight {\n margin: 0.4em;\n}\n\n\/* Input area styling *\/\n.jp-InputArea {\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n overflow: hidden;\n}\n\n.CodeMirror pre {\n margin: 0;\n padding: 0;\n}\n\n\/* Using table instead of flexbox so that we can use break-inside property *\/\n\/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS *\/\n\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n min-width: calc(\n var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n.jp-OutputArea-child {\n display: table;\n width: 100%;\n}\n\n.jp-OutputPrompt {\n display: table-cell;\n vertical-align: top;\n min-width: var(--jp-cell-prompt-width);\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n display: table-row;\n}\n\n.jp-OutputArea-output {\n display: table-cell;\n width: 100%;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n display: table-row;\n}\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n width: 100%;\n}\n\n\/* Hiding the collapser by default *\/\n.jp-Collapser {\n display: none;\n}\n\n@media print {\n .jp-Cell-inputWrapper,\n .jp-Cell-outputWrapper {\n display: block;\n }\n\n .jp-OutputArea-child {\n break-inside: avoid-page;\n }\n}\n<\/style>\n\n\n <script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/latest.js?config=TeX-AMS_CHTML-full,Safe\"> <\/script>\n \n <script type=\"text\/x-mathjax-config\">\n init_mathjax = function() {\n if (window.MathJax) {\n \/\/ MathJax loaded\n MathJax.Hub.Config({\n TeX: {\n equationNumbers: {\n autoNumber: \"AMS\",\n useLabelIds: true\n }\n },\n tex2jax: {\n inlineMath: [ ['$','$'], [\"\\\$\",\"\\\$\"] ],\n displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ],\n processEscapes: true,\n processEnvironments: true\n },\n displayAlign: 'center',\n CommonHTML: {\n linebreaks: { \n automatic: true \n }\n }\n });\n \n MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]);\n }\n }\n init_mathjax();\n <\/script>\n <\/head>\n<body class=\"jp-Notebook\" data-jp-theme-light=\"true\" data-jp-theme-name=\"JupyterLab Light\">\n\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Farhad-Piri\">Farhad Piri<a class=\"anchor-link\" href=\"#Farhad-Piri\">¶<\/a><\/h1><h2 id=\"Crucial-Data-preprocessings-before-any-algorithms\">Crucial Data preprocessings before any algorithms<a class=\"anchor-link\" href=\"#Crucial-Data-preprocessings-before-any-algorithms\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [1]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"ch\">#!pip install zipcodes<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [2]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"ch\">#!pip install basemap<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [3]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sns<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">zipcodes<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">zcode<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">train_test_split<\/span> <span class=\"p\">,<\/span> <span class=\"n\">GridSearchCV<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">metrics<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.linear_model<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">,<\/span> <span class=\"n\">LinearRegression<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.metrics<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">classification_report<\/span><span class=\"p\">,<\/span> <span class=\"n\">confusion_matrix<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.neighbors<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">KNeighborsClassifier<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.naive_bayes<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">ComplementNB<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">warnings<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">filterwarnings<\/span>\n<span class=\"n\">filterwarnings<\/span><span class=\"p\">(<\/span><span class=\"s2\">"ignore"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [4]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Bank_Personal_Loan_Modelling.csv'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">Data<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[4]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>ID<\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Personal Loan<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>1<\/td>\n <td>25<\/td>\n <td>1<\/td>\n <td>49<\/td>\n <td>91107<\/td>\n <td>4<\/td>\n <td>1\/60<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>2<\/td>\n <td>45<\/td>\n <td>19<\/td>\n <td>34<\/td>\n <td>90089<\/td>\n <td>3<\/td>\n <td>1\/50<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>3<\/td>\n <td>39<\/td>\n <td>15<\/td>\n <td>11<\/td>\n <td>94720<\/td>\n <td>1<\/td>\n <td>1\/00<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>4<\/td>\n <td>35<\/td>\n <td>9<\/td>\n <td>100<\/td>\n <td>94112<\/td>\n <td>1<\/td>\n <td>2\/70<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>5<\/td>\n <td>35<\/td>\n <td>8<\/td>\n <td>45<\/td>\n <td>91330<\/td>\n <td>4<\/td>\n <td>1\/00<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <\/tr>\n <tr>\n <th>...<\/th>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <\/tr>\n <tr>\n <th>4995<\/th>\n <td>4996<\/td>\n <td>29<\/td>\n <td>3<\/td>\n <td>40<\/td>\n <td>92697<\/td>\n <td>1<\/td>\n <td>1\/90<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4996<\/th>\n <td>4997<\/td>\n <td>30<\/td>\n <td>4<\/td>\n <td>15<\/td>\n <td>92037<\/td>\n <td>4<\/td>\n <td>0\/40<\/td>\n <td>1<\/td>\n <td>85<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4997<\/th>\n <td>4998<\/td>\n <td>63<\/td>\n <td>39<\/td>\n <td>24<\/td>\n <td>93023<\/td>\n <td>2<\/td>\n <td>0\/30<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4998<\/th>\n <td>4999<\/td>\n <td>65<\/td>\n <td>40<\/td>\n <td>49<\/td>\n <td>90034<\/td>\n <td>3<\/td>\n <td>0\/50<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4999<\/th>\n <td>5000<\/td>\n <td>28<\/td>\n <td>4<\/td>\n <td>83<\/td>\n <td>92612<\/td>\n <td>3<\/td>\n <td>0\/80<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5000 rows \u00d7 14 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [5]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">(<\/span><span class=\"n\">include<\/span><span class=\"o\">=<\/span><span class=\"s1\">'all'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[5]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>ID<\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Personal Loan<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>count<\/th>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.00000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <\/tr>\n <tr>\n <th>unique<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>108<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>top<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>0\/30<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>freq<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>241<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>mean<\/th>\n <td>2500.500000<\/td>\n <td>45.338400<\/td>\n <td>20.104600<\/td>\n <td>73.774200<\/td>\n <td>93152.503000<\/td>\n <td>2.396400<\/td>\n <td>NaN<\/td>\n <td>1.881000<\/td>\n <td>56.498800<\/td>\n <td>0.096000<\/td>\n <td>0.104400<\/td>\n <td>0.06040<\/td>\n <td>0.596800<\/td>\n <td>0.294000<\/td>\n <\/tr>\n <tr>\n <th>std<\/th>\n <td>1443.520003<\/td>\n <td>11.463166<\/td>\n <td>11.467954<\/td>\n <td>46.033729<\/td>\n <td>2121.852197<\/td>\n <td>1.147663<\/td>\n <td>NaN<\/td>\n <td>0.839869<\/td>\n <td>101.713802<\/td>\n <td>0.294621<\/td>\n <td>0.305809<\/td>\n <td>0.23825<\/td>\n <td>0.490589<\/td>\n <td>0.455637<\/td>\n <\/tr>\n <tr>\n <th>min<\/th>\n <td>1.000000<\/td>\n <td>23.000000<\/td>\n <td>-3.000000<\/td>\n <td>8.000000<\/td>\n <td>9307.000000<\/td>\n <td>1.000000<\/td>\n <td>NaN<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>25%<\/th>\n <td>1250.750000<\/td>\n <td>35.000000<\/td>\n <td>10.000000<\/td>\n <td>39.000000<\/td>\n <td>91911.000000<\/td>\n <td>1.000000<\/td>\n <td>NaN<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>50%<\/th>\n <td>2500.500000<\/td>\n <td>45.000000<\/td>\n <td>20.000000<\/td>\n <td>64.000000<\/td>\n <td>93437.000000<\/td>\n <td>2.000000<\/td>\n <td>NaN<\/td>\n <td>2.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>75%<\/th>\n <td>3750.250000<\/td>\n <td>55.000000<\/td>\n <td>30.000000<\/td>\n <td>98.000000<\/td>\n <td>94608.000000<\/td>\n <td>3.000000<\/td>\n <td>NaN<\/td>\n <td>3.000000<\/td>\n <td>101.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <tr>\n <th>max<\/th>\n <td>5000.000000<\/td>\n <td>67.000000<\/td>\n <td>43.000000<\/td>\n <td>224.000000<\/td>\n <td>96651.000000<\/td>\n <td>4.000000<\/td>\n <td>NaN<\/td>\n <td>3.000000<\/td>\n <td>635.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [6]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">info<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre><class 'pandas.core.frame.DataFrame'>\nRangeIndex: 5000 entries, 0 to 4999\nData columns (total 14 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 ID 5000 non-null int64 \n 1 Age 5000 non-null int64 \n 2 Experience 5000 non-null int64 \n 3 Income 5000 non-null int64 \n 4 ZIP Code 5000 non-null int64 \n 5 Family 5000 non-null int64 \n 6 CCAvg 5000 non-null object\n 7 Education 5000 non-null int64 \n 8 Mortgage 5000 non-null int64 \n 9 Personal Loan 5000 non-null int64 \n 10 Securities Account 5000 non-null int64 \n 11 CD Account 5000 non-null int64 \n 12 Online 5000 non-null int64 \n 13 CreditCard 5000 non-null int64 \ndtypes: int64(13), object(1)\nmemory usage: 547.0+ KB\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [7]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># Substitute "\/" with "." and convert the result to a float value.<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s2\">"CCAvg"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s2\">"CCAvg"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s2\">"\/"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">"."<\/span><span class=\"p\">,<\/span><span class=\"n\">regex<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">astype<\/span><span class=\"p\">(<\/span><span class=\"s2\">"float"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [8]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">info<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre><class 'pandas.core.frame.DataFrame'>\nRangeIndex: 5000 entries, 0 to 4999\nData columns (total 14 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 ID 5000 non-null int64 \n 1 Age 5000 non-null int64 \n 2 Experience 5000 non-null int64 \n 3 Income 5000 non-null int64 \n 4 ZIP Code 5000 non-null int64 \n 5 Family 5000 non-null int64 \n 6 CCAvg 5000 non-null float64\n 7 Education 5000 non-null int64 \n 8 Mortgage 5000 non-null int64 \n 9 Personal Loan 5000 non-null int64 \n 10 Securities Account 5000 non-null int64 \n 11 CD Account 5000 non-null int64 \n 12 Online 5000 non-null int64 \n 13 CreditCard 5000 non-null int64 \ndtypes: float64(1), int64(13)\nmemory usage: 547.0 KB\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [9]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#To avoid negative values in Experience, we will apply the absolute value function.<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Experience'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">abs<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Experience'<\/span><span class=\"p\">])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [10]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">(<\/span><span class=\"n\">include<\/span><span class=\"o\">=<\/span><span class=\"s2\">"all"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[10]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>ID<\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Personal Loan<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>count<\/th>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <td>5000.00000<\/td>\n <td>5000.000000<\/td>\n <td>5000.000000<\/td>\n <\/tr>\n <tr>\n <th>mean<\/th>\n <td>2500.500000<\/td>\n <td>45.338400<\/td>\n <td>20.134600<\/td>\n <td>73.774200<\/td>\n <td>93152.503000<\/td>\n <td>2.396400<\/td>\n <td>1.937938<\/td>\n <td>1.881000<\/td>\n <td>56.498800<\/td>\n <td>0.096000<\/td>\n <td>0.104400<\/td>\n <td>0.06040<\/td>\n <td>0.596800<\/td>\n <td>0.294000<\/td>\n <\/tr>\n <tr>\n <th>std<\/th>\n <td>1443.520003<\/td>\n <td>11.463166<\/td>\n <td>11.415189<\/td>\n <td>46.033729<\/td>\n <td>2121.852197<\/td>\n <td>1.147663<\/td>\n <td>1.747659<\/td>\n <td>0.839869<\/td>\n <td>101.713802<\/td>\n <td>0.294621<\/td>\n <td>0.305809<\/td>\n <td>0.23825<\/td>\n <td>0.490589<\/td>\n <td>0.455637<\/td>\n <\/tr>\n <tr>\n <th>min<\/th>\n <td>1.000000<\/td>\n <td>23.000000<\/td>\n <td>0.000000<\/td>\n <td>8.000000<\/td>\n <td>9307.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>25%<\/th>\n <td>1250.750000<\/td>\n <td>35.000000<\/td>\n <td>10.000000<\/td>\n <td>39.000000<\/td>\n <td>91911.000000<\/td>\n <td>1.000000<\/td>\n <td>0.700000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>50%<\/th>\n <td>2500.500000<\/td>\n <td>45.000000<\/td>\n <td>20.000000<\/td>\n <td>64.000000<\/td>\n <td>93437.000000<\/td>\n <td>2.000000<\/td>\n <td>1.500000<\/td>\n <td>2.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <\/tr>\n <tr>\n <th>75%<\/th>\n <td>3750.250000<\/td>\n <td>55.000000<\/td>\n <td>30.000000<\/td>\n <td>98.000000<\/td>\n <td>94608.000000<\/td>\n <td>3.000000<\/td>\n <td>2.500000<\/td>\n <td>3.000000<\/td>\n <td>101.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <tr>\n <th>max<\/th>\n <td>5000.000000<\/td>\n <td>67.000000<\/td>\n <td>43.000000<\/td>\n <td>224.000000<\/td>\n <td>96651.000000<\/td>\n <td>4.000000<\/td>\n <td>10.000000<\/td>\n <td>3.000000<\/td>\n <td>635.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.00000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [11]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># Removing the ID column (as it's unnecessary) and rearranging the target column to be the last.<\/span>\n<span class=\"n\">df_raw<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s2\">"Personal Loan"<\/span><span class=\"p\">,<\/span><span class=\"s2\">"ID"<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_raw<\/span><span class=\"p\">[<\/span><span class=\"s2\">"Personal Loan"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s2\">"Personal Loan"<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">df_raw<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[11]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>25<\/td>\n <td>1<\/td>\n <td>49<\/td>\n <td>91107<\/td>\n <td>4<\/td>\n <td>1.6<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>45<\/td>\n <td>19<\/td>\n <td>34<\/td>\n <td>90089<\/td>\n <td>3<\/td>\n <td>1.5<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>39<\/td>\n <td>15<\/td>\n <td>11<\/td>\n <td>94720<\/td>\n <td>1<\/td>\n <td>1.0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>35<\/td>\n <td>9<\/td>\n <td>100<\/td>\n <td>94112<\/td>\n <td>1<\/td>\n <td>2.7<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>35<\/td>\n <td>8<\/td>\n <td>45<\/td>\n <td>91330<\/td>\n <td>4<\/td>\n <td>1.0<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [12]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># Convert CCAvg to annual<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_raw<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">12<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">]<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[12]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0 19.2\n1 18.0\n2 12.0\n3 32.4\n4 12.0\n ... \n4995 22.8\n4996 4.8\n4997 3.6\n4998 6.0\n4999 9.6\nName: CCAvg, Length: 5000, dtype: float64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [13]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">nunique<\/span><span class=\"p\">()<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[13]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>467<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Check-missing-values\">Check missing values<a class=\"anchor-link\" href=\"#Check-missing-values\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [15]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[15]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Age 0\nExperience 0\nIncome 0\nZIP Code 0\nFamily 0\nCCAvg 0\nEducation 0\nMortgage 0\nSecurities Account 0\nCD Account 0\nOnline 0\nCreditCard 0\nPersonal Loan 0\ndtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>no missing values<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Noise\">Noise<a class=\"anchor-link\" href=\"#Noise\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Categorical<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [19]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Categorical<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Family'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Education'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Securities Account'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'CD Account'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Online'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'CreditCard'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">i<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n<span class=\"k\">while<\/span> <span class=\"n\">i<\/span><span class=\"o\"><<\/span><span class=\"mi\">8<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Categorical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"k\">if<\/span> <span class=\"n\">i<\/span><span class=\"o\">==<\/span><span class=\"mi\">7<\/span><span class=\"p\">:<\/span>\n <span class=\"k\">break<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Categorical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Categorical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n\n <span class=\"n\">i<\/span><span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Numerical<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [21]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Numerical<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Experience'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Mortgage'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Income'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">i<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n<span class=\"k\">while<\/span> <span class=\"n\">i<\/span><span class=\"o\"><<\/span><span class=\"mi\">6<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Numerical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n <span class=\"k\">if<\/span> <span class=\"n\">i<\/span><span class=\"o\">==<\/span><span class=\"mi\">5<\/span><span class=\"p\">:<\/span>\n <span class=\"k\">break<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span> \n <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Numerical<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">i<\/span> <span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<div 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src=\"data:image\/png;base64,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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>Data ranges are okay<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Zip Codes<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [24]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">],<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">annotate<\/span><span class=\"p\">(<\/span><span class=\"s1\">'maybe noise'<\/span><span class=\"p\">,<\/span> <span class=\"n\">xy<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">9307<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">),<\/span> <span class=\"n\">xytext<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">13000<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.25<\/span><span class=\"p\">),<\/span> <span class=\"n\">arrowprops<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">dict<\/span><span class=\"p\">(<\/span><span class=\"n\">facecolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">shrink<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.05<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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EChCTiPWr1\/f6L7zzjtPXbt2bcVqAABAoAg5jWA9DgAAbRshpxEFBQWNrsfJyMgIQkUAACAQhBw\/jhw5opKSkkb3s+gYAIDQR8jxY\/PmzX5ncSSpa9euSkpKauWKAABAoAg5fhQVFcnpdDZodzqdGjlypN8XdgIAgNBCyPFj3bp18ng8Ddo9Hg\/rcQAAaCMIOSfweDwqKiqSMabBPmMM63EAAGgjCDkn2L59uw4dOuR3X3R0tAYOHNjKFQEAgOYg5JygqKjI75obh8Oh9PR0v2t1AABA6CHknKCwsFBhYQ3\/LGFhYRoxYkQQKgIAAM1ByDlBQUGB6uvrG7TX19ezHgcAgDaEkPMD+\/btU1VVld994eHhGjx4cCtXBAAAmouQ8wNFRUWN7rvssssUHR3ditUAAIDTQcj5gZO9lHPkyJGtXxAAAGg2Qs4PrFmzptGXcrIeBwCAtoWQ8y9fffWVdu\/e3ej+oUOHtmI1AADgdBFy\/mXDhg2N7jv\/\/PMVFxfXitUAAIDTRcj5F9bjAABgl3YXcvbt26dVq1apurrap72goKDR9Ti8lBMAgLan4dSF5Z577jk999xzkqSkpCSNGjVKQ4cOVUlJSaPHEHIAAGh72l3IufTSS73\/e+\/evaqoqNDChQsb7d+1a1ede+65rVAZAABoSe3uctWJt4L7u0R13PF3WM2dO1fvvfeeDh8+fEZrAwAALcdhjDHBLuJUampq5HK55Ha7FRsbe1q\/yxijbt26af\/+\/U3q73A4FBYWpvr6eoWFhenSSy9Vdna2pk+fflp1AABgu5b8\/m6OdjeT43A4NGLECDmdzib1N8Z4X9jp8XhUWlqqN95440yWCAAAWkC7CzmSNHz4cHk8noCPCwsLU5cuXbR06dIzUBUAAGhJ7TLkDBs2TM25Sud0OvXWW2+pd+\/eZ6AqAADQktplyBk4cGCz3ii+aNEiXXnllWegIgAA0NLaZcgJDw9Xenq6HA5Hk4+ZPXu2br\/99jNYFQAAaEntMuRI0ogRI7y3iJ+M0+nUDTfcoHnz5rVCVQAAoKW025CTkZHhvWuqMU6nU\/3799drr73WpEAEAABCR7v95h48eLDfF3IeFxYWJpfLpby8PHXq1KkVKwMAAC2h3YacqKgoXX755Y3u504qAADatnYbciRp1KhRjc7mLFq0SGlpaa1cEQAAaCntOuQMGzbM77urHnnkEe6kAgCgjWt3byH\/oaFDh\/r87HQ6NXbsWD311FNBqggAALSUdj2T07lzZ1144YWS\/v+dVEuWLOFOKgAALNBuZ3LqPUab9n6lpEsGa\/fu3Tr77LO5kwoA0CrOfeRvwS7BR0xEmHq4orT0p+nq3KljsMtpMc2aspg\/f76SkpIUGRmplJQUFRYWnrT\/2rVrlZKSosjISPXt21fPP\/98s4ptKW9vr9SwX72nW\/\/wvraqrxwdItX95se1s6ZDUOsCANgv1AKOJNUe9WhP9WENmpevK+blB7ucFhNwyFm2bJmmT5+uOXPmqLS0VBkZGRozZozKy8v99t+7d6+uu+46ZWRkqLS0VI8++qimTZum5cuXn3bxzfH29krd99pWVbqPSJKizrtCiQ++rsOuvrrvta16e3tlUOoCANgvFAPOif556Jg1QcdhAnwd95AhQzRo0CAtWLDA2zZgwACNHz9eubm5DfrPmjVLq1at0q5du7xtOTk5+uCDD1RcXNykc9bU1Mjlcsntdis2NjaQcn3Ue4yG\/eo9b8A5kUNSd1ekimZdJWdY099rBQDAqbSFgPNDW39+7Wlfumqp7+\/mCmgm59ixYyopKVFmZqZPe2ZmpjZs2OD3mOLi4gb9R48erS1btui7777ze8zRo0dVU1Pjs7WETXu\/ajTgSJKRVOk+ok17v2qR8wEA0FZNeNH\/93pbElDI2b9\/v+rr6xUfH+\/THh8fr6qqKr\/HVFVV+e1fV1en\/fv3+z0mNzdXLpfLuyUmJgZSZqOqaxsPOM3pBwCAraprjwW7hNPWrIXHDofvpRxjTIO2U\/X3137c7Nmz5Xa7vVtFRUVzymygW0xki\/YDAMBW3WLa\/l1WAd1CHhcXJ6fT2WDWprq6usFszXHdu3f32z88PFxdunTxe0xERIQiIiICKa1JBid1Vg9XpKrcR+RvIdLxNTmDkzq3+LkBAGhLlv40PdglnLaAZnI6duyolJQU5ef7rrrOz89Xerr\/P0ZaWlqD\/qtXr1Zqaqo6dGjdW7adYQ49Pu4iSd8Hmh86\/vPj4y5i0TEAoMV9+vTYYJfQZF07dbTieTkBX66aOXOmXnrpJS1cuFC7du3SjBkzVF5erpycHEnfX2rKzs729s\/JydG+ffs0c+ZM7dq1SwsXLtTLL7+shx56qOU+RQB+lNxDC+4YpO4u30tS3V2RWnDHIP0ouUdQ6gIA2K8tBJ2unTpq88+vDXYZLSLgJx5nZWXpwIEDmjt3riorK5WcnKy8vDz16dNHklRZWenzzJykpCTl5eVpxowZ+u\/\/\/m8lJCTod7\/7nW666aaW+xQB+lFyD117UXdt2vuVqmuPqFvM95eomMEBAJxpnz49NuRuJ7f1iccBPycnGIJ9nz0AAAhcsL+\/eRMlAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALBSwK91CIbjD2WuqakJciUAAKCpjn9vB+vlCm0i5NTW1kqSEhMTg1wJAAAIVG1trVwuV6uft028u8rj8eiLL75QTEyMHA5eotlUNTU1SkxMVEVFBe\/8CjGMTehibEIXYxPa\/I2PMUa1tbVKSEhQWFjrr5BpEzM5YWFh6tWrV7DLaLNiY2P5P4QQxdiELsYmdDE2oe3E8QnGDM5xLDwGAABWIuQAAAArEXIsFhERoccff1wRERHBLgUnYGxCF2MTuhib0BaK49MmFh4DAAAEipkcAABgJUIOAACwEiEHAABYiZADAACsRMgJEbm5ubriiisUExOjbt26afz48dq9e7dPH2OMnnjiCSUkJCgqKkojR47Ujh07fPocPXpUU6dOVVxcnM466yz927\/9mz777DOfPgcPHtTEiRPlcrnkcrk0ceJEff311z59ysvLNW7cOJ111lmKi4vTtGnTdOzYsTPy2dua3NxcORwOTZ8+3dvG2ATX559\/rjvuuENdunRRdHS0LrvsMpWUlHj3Mz7BUVdXp5\/\/\/OdKSkpSVFSU+vbtq7lz58rj8Xj7MDatZ926dRo3bpwSEhLkcDi0cuVKn\/2hNhbbtm3TiBEjFBUVpZ49e2ru3LmBvwPLICSMHj3aLFq0yGzfvt2UlZWZsWPHmt69e5tDhw55+zz99NMmJibGLF++3Gzbts1kZWWZHj16mJqaGm+fnJwc07NnT5Ofn2+2bt1qRo0aZS699FJTV1fn7fOjH\/3IJCcnmw0bNpgNGzaY5ORkc\/3113v319XVmeTkZDNq1CizdetWk5+fbxISEsyUKVNa548RwjZt2mTOPfdcM3DgQPPggw962xmb4Pnqq69Mnz59zOTJk83GjRvN3r17zbvvvmv+8Y9\/ePswPsExb94806VLF\/PWW2+ZvXv3mjfffNN06tTJPPfcc94+jE3rycvLM3PmzDHLly83ksyf\/\/xnn\/2hNBZut9vEx8ebCRMmmG3btpnly5ebmJgY88wzzwT0mQk5Iaq6utpIMmvXrjXGGOPxeEz37t3N008\/7e1z5MgR43K5zPPPP2+MMebrr782HTp0MEuXLvX2+fzzz01YWJh5++23jTHG7Ny500gy77\/\/vrdPcXGxkWT+7\/\/+zxjz\/T+EsLAw8\/nnn3v7vP766yYiIsK43e4z96FDXG1trbngggtMfn6+GTFihDfkMDbBNWvWLDNs2LBG9zM+wTN27Fjzk5\/8xKftxhtvNHfccYcxhrEJphNDTqiNxfz5843L5TJHjhzx9snNzTUJCQnG4\/E0+XNyuSpEud1uSVLnzp0lSXv37lVVVZUyMzO9fSIiIjRixAht2LBBklRSUqLvvvvOp09CQoKSk5O9fYqLi+VyuTRkyBBvnyuvvFIul8unT3JyshISErx9Ro8eraNHj\/pcAmhvHnjgAY0dO1bXXHONTztjE1yrVq1Samqqbr75ZnXr1k2XX365\/vCHP3j3Mz7BM2zYMP3v\/\/6v9uzZI0n64IMPVFRUpOuuu04SYxNKQm0siouLNWLECJ8HC44ePVpffPGFPv300yZ\/rjbxgs72xhijmTNnatiwYUpOTpYkVVVVSZLi4+N9+sbHx2vfvn3ePh07dtQ555zToM\/x46uqqtStW7cG5+zWrZtPnxPPc84556hjx47ePu3N0qVLtXXrVm3evLnBPsYmuD755BMtWLBAM2fO1KOPPqpNmzZp2rRpioiIUHZ2NuMTRLNmzZLb7Vb\/\/v3ldDpVX1+vp556Srfeeqsk\/u2EklAbi6qqKp177rkNznN8X1JSUpM+FyEnBE2ZMkUffvihioqKGuxzOBw+PxtjGrSd6MQ+\/vo3p097UVFRoQcffFCrV69WZGRko\/0Ym+DweDxKTU3VL3\/5S0nS5Zdfrh07dmjBggXKzs729mN8Wt+yZcv02muv6U9\/+pMuvvhilZWVafr06UpISNCkSZO8\/Rib0BFKY+GvlsaObQyXq0LM1KlTtWrVKq1Zs0a9evXytnfv3l2SGvwXR3V1tTfddu\/eXceOHdPBgwdP2ufLL79scN5\/\/vOfPn1OPM\/Bgwf13XffNUjf7UFJSYmqq6uVkpKi8PBwhYeHa+3atfrd736n8PBwn\/+6+CHGpnX06NFDF110kU\/bgAEDVF5eLol\/O8H08MMP65FHHtGECRN0ySWXaOLEiZoxY4Zyc3MlMTahJNTGwl+f6upqSQ1nm06GkBMijDGaMmWKVqxYoffee6\/BVFxSUpK6d++u\/Px8b9uxY8e0du1apaenS5JSUlLUoUMHnz6VlZXavn27t09aWprcbrc2bdrk7bNx40a53W6fPtu3b1dlZaW3z+rVqxUREaGUlJSW\/\/Ah7uqrr9a2bdtUVlbm3VJTU3X77berrKxMffv2ZWyCaOjQoQ0et7Bnzx716dNHEv92gumbb75RWJjv14zT6fTeQs7YhI5QG4u0tDStW7fO57by1atXKyEhocFlrJNq8hJlnFH33XefcblcpqCgwFRWVnq3b775xtvn6aefNi6Xy6xYscJs27bN3HrrrX5v7+vVq5d59913zdatW81VV13l9\/a+gQMHmuLiYlNcXGwuueQSv7f3XX311Wbr1q3m3XffNb169WpXt1qeyg\/vrjKGsQmmTZs2mfDwcPPUU0+Zjz76yCxZssRER0eb1157zduH8QmOSZMmmZ49e3pvIV+xYoWJi4sz\/\/7v\/+7tw9i0ntraWlNaWmpKS0uNJPPss8+a0tJSs2\/fPmNMaI3F119\/beLj482tt95qtm3bZlasWGFiY2O5hbytkuR3W7RokbePx+Mxjz\/+uOnevbuJiIgww4cPN9u2bfP5Pd9++62ZMmWK6dy5s4mKijLXX3+9KS8v9+lz4MABc\/vtt5uYmBgTExNjbr\/9dnPw4EGfPvv27TNjx441UVFRpnPnzmbKlCk+t\/K1dyeGHMYmuP7617+a5ORkExERYfr3729efPFFn\/2MT3DU1NSYBx980PTu3dtERkaavn37mjlz5pijR496+zA2rWfNmjV+v2cmTZpkjAm9sfjwww9NRkaGiYiIMN27dzdPPPFEQLePG2OMw5hAHx8IAAAQ+liTAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICV\/h\/pZm7tGNU\/QwAAAABJRU5ErkJggg==\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [25]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Noise_Zip<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\"><<\/span><span class=\"mi\">20000<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">Noise_Zip<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[25]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>384<\/th>\n <td>51<\/td>\n <td>25<\/td>\n <td>21<\/td>\n <td>9307<\/td>\n <td>4<\/td>\n <td>7.2<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [26]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">index<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">384<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [27]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">list_zipcode<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [28]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">county<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">lat<\/span><span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"n\">long<\/span><span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">list_zipcode<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">my_city_county<\/span> <span class=\"o\">=<\/span> <span class=\"n\">zcode<\/span><span class=\"o\">.<\/span><span class=\"n\">matching<\/span><span class=\"p\">(<\/span><span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">))<\/span>\n <span class=\"k\">if<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">my_city_county<\/span><span class=\"p\">)<\/span><span class=\"o\">==<\/span><span class=\"mi\">1<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">County<\/span> <span class=\"o\">=<\/span> <span class=\"n\">my_city_county<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s1\">'county'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">Lat<\/span> <span class=\"o\">=<\/span> <span class=\"n\">my_city_county<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s1\">'lat'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">Long<\/span> <span class=\"o\">=<\/span> <span class=\"n\">my_city_county<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s1\">'long'<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">County<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"Notfound"<\/span>\n <span class=\"n\">Lat<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">NaN<\/span>\n <span class=\"n\">Long<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">NaN<\/span>\n <span class=\"n\">county<\/span><span class=\"o\">.<\/span><span class=\"n\">insert<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">County<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">lat<\/span><span class=\"o\">.<\/span><span class=\"n\">insert<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">Lat<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">long<\/span><span class=\"o\">.<\/span><span class=\"n\">insert<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">Long<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">county<\/span><span class=\"o\">.<\/span><span class=\"n\">reverse<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">lat<\/span><span class=\"o\">.<\/span><span class=\"n\">reverse<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">long<\/span><span class=\"o\">.<\/span><span class=\"n\">reverse<\/span><span class=\"p\">()<\/span>\n\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">county<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">=<\/span><span class=\"n\">lat<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">long<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [29]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">zcode<\/span><span class=\"o\">.<\/span><span class=\"n\">matching<\/span><span class=\"p\">(<\/span><span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"mi\">92612<\/span><span class=\"p\">)))<\/span>\n<span class=\"n\">df<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>[{'zip_code': '92612', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Irvine', 'acceptable_cities': [], 'unacceptable_cities': [], 'state': 'CA', 'county': 'Orange County', 'timezone': 'America\/Los_Angeles', 'area_codes': ['714', '949'], 'world_region': 'NA', 'country': 'US', 'lat': '33.6615', 'long': '-117.8217'}]\n<\/pre>\n<\/div>\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[29]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <th>Place<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>25<\/td>\n <td>1<\/td>\n <td>49<\/td>\n <td>91107<\/td>\n <td>4<\/td>\n <td>19.2<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.1620<\/td>\n <td>-118.0894<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>45<\/td>\n <td>19<\/td>\n <td>34<\/td>\n <td>90089<\/td>\n <td>3<\/td>\n <td>18.0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.0218<\/td>\n <td>-118.2883<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>39<\/td>\n <td>15<\/td>\n <td>11<\/td>\n <td>94720<\/td>\n <td>1<\/td>\n <td>12.0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Alameda County<\/td>\n <td>37.8746<\/td>\n <td>-122.2547<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>35<\/td>\n <td>9<\/td>\n <td>100<\/td>\n <td>94112<\/td>\n <td>1<\/td>\n <td>32.4<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>San Francisco County<\/td>\n <td>37.7217<\/td>\n <td>-122.4446<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>35<\/td>\n <td>8<\/td>\n <td>45<\/td>\n <td>91330<\/td>\n <td>4<\/td>\n <td>12.0<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.2429<\/td>\n <td>-118.5273<\/td>\n <\/tr>\n <tr>\n <th>...<\/th>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <\/tr>\n <tr>\n <th>4995<\/th>\n <td>29<\/td>\n <td>3<\/td>\n <td>40<\/td>\n <td>92697<\/td>\n <td>1<\/td>\n <td>22.8<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Orange County<\/td>\n <td>33.6473<\/td>\n <td>-117.8409<\/td>\n <\/tr>\n <tr>\n <th>4996<\/th>\n <td>30<\/td>\n <td>4<\/td>\n <td>15<\/td>\n <td>92037<\/td>\n <td>4<\/td>\n <td>4.8<\/td>\n <td>1<\/td>\n <td>85<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>San Diego County<\/td>\n <td>32.8668<\/td>\n <td>-117.2482<\/td>\n <\/tr>\n <tr>\n <th>4997<\/th>\n <td>63<\/td>\n <td>39<\/td>\n <td>24<\/td>\n <td>93023<\/td>\n <td>2<\/td>\n <td>3.6<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Ventura County<\/td>\n <td>34.5210<\/td>\n <td>-119.2477<\/td>\n <\/tr>\n <tr>\n <th>4998<\/th>\n <td>65<\/td>\n <td>40<\/td>\n <td>49<\/td>\n <td>90034<\/td>\n <td>3<\/td>\n <td>6.0<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>Los Angeles County<\/td>\n <td>34.0293<\/td>\n <td>-118.3994<\/td>\n <\/tr>\n <tr>\n <th>4999<\/th>\n <td>28<\/td>\n <td>4<\/td>\n <td>83<\/td>\n <td>92612<\/td>\n <td>3<\/td>\n <td>9.6<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>Orange County<\/td>\n <td>33.6615<\/td>\n <td>-117.8217<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>4999 rows \u00d7 16 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>926 is Irvine, California, columns are added as expected<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [31]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">astype<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">:<\/span><span class=\"nb\">float<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Longitude'<\/span><span class=\"p\">:<\/span><span class=\"nb\">float<\/span><span class=\"p\">})<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [32]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">(<\/span><span class=\"n\">include<\/span><span class=\"o\">=<\/span><span class=\"s1\">'all'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[32]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <th>Place<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>count<\/th>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999.000000<\/td>\n <td>4999<\/td>\n <td>4966.000000<\/td>\n <td>4966.000000<\/td>\n <\/tr>\n <tr>\n <th>unique<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>39<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>top<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>Los Angeles County<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>freq<\/th>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <td>1095<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>mean<\/th>\n <td>45.337267<\/td>\n <td>20.133627<\/td>\n <td>73.784757<\/td>\n <td>93169.275455<\/td>\n <td>2.396079<\/td>\n <td>23.258468<\/td>\n <td>1.880776<\/td>\n <td>56.510102<\/td>\n <td>0.104421<\/td>\n <td>0.060412<\/td>\n <td>0.596719<\/td>\n <td>0.293859<\/td>\n <td>0.096019<\/td>\n <td>NaN<\/td>\n <td>35.792110<\/td>\n <td>-120.037847<\/td>\n <\/tr>\n <tr>\n <th>std<\/th>\n <td>11.464033<\/td>\n <td>11.416124<\/td>\n <td>46.032281<\/td>\n <td>1759.630610<\/td>\n <td>1.147554<\/td>\n <td>20.972776<\/td>\n <td>0.839804<\/td>\n <td>101.720837<\/td>\n <td>0.305836<\/td>\n <td>0.238273<\/td>\n <td>0.490605<\/td>\n <td>0.455574<\/td>\n <td>0.294647<\/td>\n <td>NaN<\/td>\n <td>2.098821<\/td>\n <td>2.092821<\/td>\n <\/tr>\n <tr>\n <th>min<\/th>\n <td>23.000000<\/td>\n <td>0.000000<\/td>\n <td>8.000000<\/td>\n <td>90005.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>32.554700<\/td>\n <td>-124.099400<\/td>\n <\/tr>\n <tr>\n <th>25%<\/th>\n <td>35.000000<\/td>\n <td>10.000000<\/td>\n <td>39.000000<\/td>\n <td>91911.000000<\/td>\n <td>1.000000<\/td>\n <td>8.400000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>34.003300<\/td>\n <td>-122.148500<\/td>\n <\/tr>\n <tr>\n <th>50%<\/th>\n <td>45.000000<\/td>\n <td>20.000000<\/td>\n <td>64.000000<\/td>\n <td>93437.000000<\/td>\n <td>2.000000<\/td>\n <td>18.000000<\/td>\n <td>2.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>35.373600<\/td>\n <td>-120.042400<\/td>\n <\/tr>\n <tr>\n <th>75%<\/th>\n <td>55.000000<\/td>\n <td>30.000000<\/td>\n <td>98.000000<\/td>\n <td>94608.000000<\/td>\n <td>3.000000<\/td>\n <td>30.000000<\/td>\n <td>3.000000<\/td>\n <td>101.000000<\/td>\n <td>0.000000<\/td>\n <td>0.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>0.000000<\/td>\n <td>NaN<\/td>\n <td>37.748700<\/td>\n <td>-118.089400<\/td>\n <\/tr>\n <tr>\n <th>max<\/th>\n <td>67.000000<\/td>\n <td>43.000000<\/td>\n <td>224.000000<\/td>\n <td>96651.000000<\/td>\n <td>4.000000<\/td>\n <td>120.000000<\/td>\n <td>3.000000<\/td>\n <td>635.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>1.000000<\/td>\n <td>NaN<\/td>\n <td>41.758900<\/td>\n <td>-115.630500<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Lat-=-4966-values\">Lat = 4966 values<a class=\"anchor-link\" href=\"#Lat-=-4966-values\">¶<\/a><\/h1><h1 id=\"Long-=-4966-Values\">Long = 4966 Values<a class=\"anchor-link\" href=\"#Long-=-4966-Values\">¶<\/a><\/h1><h1 id=\"the-difference-says-that-there-are-33-missing-values\">the difference says that there are 33 missing values<a class=\"anchor-link\" href=\"#the-difference-says-that-there-are-33-missing-values\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [34]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"s1\">'NotFound'<\/span><span class=\"p\">][<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[34]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Series([], Name: count, dtype: int64)<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [35]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">unique<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[35]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>array(['Los Angeles County', 'Alameda County', 'San Francisco County',\n 'San Diego County', 'Monterey County', 'Ventura County',\n 'Santa Barbara County', 'Marin County', 'Santa Clara County',\n 'Santa Cruz County', 'San Mateo County', 'Humboldt County',\n 'Contra Costa County', 'Orange County', 'Sacramento County',\n 'Yolo County', 'Placer County', 'San Bernardino County',\n 'San Luis Obispo County', 'Riverside County', 'Kern County',\n 'Notfound', 'Fresno County', 'Sonoma County', 'El Dorado County',\n 'San Benito County', 'Butte County', 'Solano County',\n 'Mendocino County', 'San Joaquin County', 'Imperial County',\n 'Siskiyou County', 'Merced County', 'Trinity County',\n 'Stanislaus County', 'Shasta County', 'Tuolumne County',\n 'Napa County', 'Lake County'], dtype=object)<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [36]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">highlight_cols<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">color<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'red'<\/span>\n <span class=\"k\">return<\/span> <span class=\"s1\">'background-color: <\/span><span class=\"si\">%s<\/span><span class=\"s1\">'<\/span> <span class=\"o\">%<\/span> <span class=\"n\">color<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"5-digit-United-States-postal-code-%2392717,-Irvine,-CA\">5-digit United States postal code #92717, Irvine, CA<a class=\"anchor-link\" href=\"#5-digit-United-States-postal-code-%2392717,-Irvine,-CA\">¶<\/a><\/h1><h1 id=\"ZIP-:-92717\">ZIP : 92717<a class=\"anchor-link\" href=\"#ZIP-:-92717\">¶<\/a><\/h1><h1 id=\"Place-Name:-Irvine\">Place Name: Irvine<a class=\"anchor-link\" href=\"#Place-Name:-Irvine\">¶<\/a><\/h1><h1 id=\"State:-California\">State: California<a class=\"anchor-link\" href=\"#State:-California\">¶<\/a><\/h1><h1 id=\"State-Abbreviation:-CA\">State Abbreviation: CA<a class=\"anchor-link\" href=\"#State-Abbreviation:-CA\">¶<\/a><\/h1><h1 id=\"Coordinates:-33-38-46.32-N,-117-50-23.28-W\">Coordinates: 33 38 46.32 N, 117 50 23.28 W<a class=\"anchor-link\" href=\"#Coordinates:-33-38-46.32-N,-117-50-23.28-W\">¶<\/a><\/h1><h1 id=\"Latitude:-33.6462-Longitude:--117.8398\">Latitude: 33.6462 Longitude: -117.8398<a class=\"anchor-link\" href=\"#Latitude:-33.6462-Longitude:--117.8398\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [38]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Z_92717<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">92717<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Z_92717<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Irvine'<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">33.6462<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mf\">117.8398<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">92717<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">applymap<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_cols<\/span><span class=\"p\">,<\/span> <span class=\"n\">subset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">IndexSlice<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[38]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_96d76_row0_col12, #T_96d76_row1_col12, #T_96d76_row2_col12, #T_96d76_row3_col12, #T_96d76_row4_col12, #T_96d76_row5_col12, #T_96d76_row6_col12, #T_96d76_row7_col12, #T_96d76_row8_col12, #T_96d76_row9_col12, #T_96d76_row10_col12, #T_96d76_row11_col12, #T_96d76_row12_col12, #T_96d76_row13_col12, #T_96d76_row14_col12, #T_96d76_row15_col12, #T_96d76_row16_col12, #T_96d76_row17_col12, #T_96d76_row18_col12, #T_96d76_row19_col12, #T_96d76_row20_col12, #T_96d76_row21_col12 {\n background-color: red;\n}\n<\/style>\n<table id=\"T_96d76\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_96d76_level0_col0\" class=\"col_heading level0 col0\" >Age<\/th>\n <th id=\"T_96d76_level0_col1\" class=\"col_heading level0 col1\" >Experience<\/th>\n <th id=\"T_96d76_level0_col2\" class=\"col_heading level0 col2\" >Income<\/th>\n <th id=\"T_96d76_level0_col3\" class=\"col_heading level0 col3\" >ZIP Code<\/th>\n <th id=\"T_96d76_level0_col4\" class=\"col_heading level0 col4\" >Family<\/th>\n <th id=\"T_96d76_level0_col5\" class=\"col_heading level0 col5\" >CCAvg<\/th>\n <th id=\"T_96d76_level0_col6\" class=\"col_heading level0 col6\" >Education<\/th>\n <th id=\"T_96d76_level0_col7\" class=\"col_heading level0 col7\" >Mortgage<\/th>\n <th id=\"T_96d76_level0_col8\" class=\"col_heading level0 col8\" >Securities Account<\/th>\n <th id=\"T_96d76_level0_col9\" class=\"col_heading level0 col9\" >CD Account<\/th>\n <th id=\"T_96d76_level0_col10\" class=\"col_heading level0 col10\" >Online<\/th>\n <th id=\"T_96d76_level0_col11\" class=\"col_heading level0 col11\" >CreditCard<\/th>\n <th id=\"T_96d76_level0_col12\" class=\"col_heading level0 col12\" >Personal Loan<\/th>\n <th id=\"T_96d76_level0_col13\" class=\"col_heading level0 col13\" >Place<\/th>\n <th id=\"T_96d76_level0_col14\" class=\"col_heading level0 col14\" >Latitude<\/th>\n <th id=\"T_96d76_level0_col15\" class=\"col_heading level0 col15\" >Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_96d76_level0_row0\" class=\"row_heading level0 row0\" >106<\/th>\n <td id=\"T_96d76_row0_col0\" class=\"data row0 col0\" >43<\/td>\n <td id=\"T_96d76_row0_col1\" class=\"data row0 col1\" >17<\/td>\n <td id=\"T_96d76_row0_col2\" class=\"data row0 col2\" >69<\/td>\n <td id=\"T_96d76_row0_col3\" class=\"data row0 col3\" >92717<\/td>\n <td id=\"T_96d76_row0_col4\" class=\"data row0 col4\" >4<\/td>\n <td id=\"T_96d76_row0_col5\" class=\"data row0 col5\" >34.800000<\/td>\n <td id=\"T_96d76_row0_col6\" class=\"data row0 col6\" >1<\/td>\n <td id=\"T_96d76_row0_col7\" class=\"data row0 col7\" >0<\/td>\n <td id=\"T_96d76_row0_col8\" class=\"data row0 col8\" >0<\/td>\n <td id=\"T_96d76_row0_col9\" class=\"data row0 col9\" >0<\/td>\n <td id=\"T_96d76_row0_col10\" class=\"data row0 col10\" >1<\/td>\n <td id=\"T_96d76_row0_col11\" class=\"data row0 col11\" >1<\/td>\n <td id=\"T_96d76_row0_col12\" class=\"data row0 col12\" >0<\/td>\n <td id=\"T_96d76_row0_col13\" class=\"data row0 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row0_col14\" class=\"data row0 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row0_col15\" class=\"data row0 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row1\" class=\"row_heading level0 row1\" >172<\/th>\n <td id=\"T_96d76_row1_col0\" class=\"data row1 col0\" >38<\/td>\n <td id=\"T_96d76_row1_col1\" class=\"data row1 col1\" >13<\/td>\n <td id=\"T_96d76_row1_col2\" class=\"data row1 col2\" >171<\/td>\n <td id=\"T_96d76_row1_col3\" class=\"data row1 col3\" >92717<\/td>\n <td id=\"T_96d76_row1_col4\" class=\"data row1 col4\" >2<\/td>\n <td id=\"T_96d76_row1_col5\" class=\"data row1 col5\" >93.600000<\/td>\n <td id=\"T_96d76_row1_col6\" class=\"data row1 col6\" >1<\/td>\n <td id=\"T_96d76_row1_col7\" class=\"data row1 col7\" >0<\/td>\n <td id=\"T_96d76_row1_col8\" class=\"data row1 col8\" >0<\/td>\n <td id=\"T_96d76_row1_col9\" class=\"data row1 col9\" >0<\/td>\n <td id=\"T_96d76_row1_col10\" class=\"data row1 col10\" >1<\/td>\n <td id=\"T_96d76_row1_col11\" class=\"data row1 col11\" >0<\/td>\n <td id=\"T_96d76_row1_col12\" class=\"data row1 col12\" >0<\/td>\n <td id=\"T_96d76_row1_col13\" class=\"data row1 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row1_col14\" class=\"data row1 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row1_col15\" class=\"data row1 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row2\" class=\"row_heading level0 row2\" >184<\/th>\n <td id=\"T_96d76_row2_col0\" class=\"data row2 col0\" >52<\/td>\n <td id=\"T_96d76_row2_col1\" class=\"data row2 col1\" >26<\/td>\n <td id=\"T_96d76_row2_col2\" class=\"data row2 col2\" >63<\/td>\n <td id=\"T_96d76_row2_col3\" class=\"data row2 col3\" >92717<\/td>\n <td id=\"T_96d76_row2_col4\" class=\"data row2 col4\" >2<\/td>\n <td id=\"T_96d76_row2_col5\" class=\"data row2 col5\" >18.000000<\/td>\n <td id=\"T_96d76_row2_col6\" class=\"data row2 col6\" >2<\/td>\n <td id=\"T_96d76_row2_col7\" class=\"data row2 col7\" >0<\/td>\n <td id=\"T_96d76_row2_col8\" class=\"data row2 col8\" >1<\/td>\n <td id=\"T_96d76_row2_col9\" class=\"data row2 col9\" >0<\/td>\n <td id=\"T_96d76_row2_col10\" class=\"data row2 col10\" >1<\/td>\n <td id=\"T_96d76_row2_col11\" class=\"data row2 col11\" >0<\/td>\n <td id=\"T_96d76_row2_col12\" class=\"data row2 col12\" >0<\/td>\n <td id=\"T_96d76_row2_col13\" class=\"data row2 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row2_col14\" class=\"data row2 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row2_col15\" class=\"data row2 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row3\" class=\"row_heading level0 row3\" >321<\/th>\n <td id=\"T_96d76_row3_col0\" class=\"data row3 col0\" >44<\/td>\n <td id=\"T_96d76_row3_col1\" class=\"data row3 col1\" >20<\/td>\n <td id=\"T_96d76_row3_col2\" class=\"data row3 col2\" >101<\/td>\n <td id=\"T_96d76_row3_col3\" class=\"data row3 col3\" >92717<\/td>\n <td id=\"T_96d76_row3_col4\" class=\"data row3 col4\" >3<\/td>\n <td id=\"T_96d76_row3_col5\" class=\"data row3 col5\" >52.800000<\/td>\n <td id=\"T_96d76_row3_col6\" class=\"data row3 col6\" >2<\/td>\n <td id=\"T_96d76_row3_col7\" class=\"data row3 col7\" >82<\/td>\n <td id=\"T_96d76_row3_col8\" class=\"data row3 col8\" >0<\/td>\n <td id=\"T_96d76_row3_col9\" class=\"data row3 col9\" >0<\/td>\n <td id=\"T_96d76_row3_col10\" class=\"data row3 col10\" >0<\/td>\n <td id=\"T_96d76_row3_col11\" class=\"data row3 col11\" >0<\/td>\n <td id=\"T_96d76_row3_col12\" class=\"data row3 col12\" >1<\/td>\n <td id=\"T_96d76_row3_col13\" class=\"data row3 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row3_col14\" class=\"data row3 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row3_col15\" class=\"data row3 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row4\" class=\"row_heading level0 row4\" >366<\/th>\n <td id=\"T_96d76_row4_col0\" class=\"data row4 col0\" >50<\/td>\n <td id=\"T_96d76_row4_col1\" class=\"data row4 col1\" >24<\/td>\n <td id=\"T_96d76_row4_col2\" class=\"data row4 col2\" >35<\/td>\n <td id=\"T_96d76_row4_col3\" class=\"data row4 col3\" >92717<\/td>\n <td id=\"T_96d76_row4_col4\" class=\"data row4 col4\" >1<\/td>\n <td id=\"T_96d76_row4_col5\" class=\"data row4 col5\" >3.600000<\/td>\n <td id=\"T_96d76_row4_col6\" class=\"data row4 col6\" >3<\/td>\n <td id=\"T_96d76_row4_col7\" class=\"data row4 col7\" >0<\/td>\n <td id=\"T_96d76_row4_col8\" class=\"data row4 col8\" >0<\/td>\n <td id=\"T_96d76_row4_col9\" class=\"data row4 col9\" >0<\/td>\n <td id=\"T_96d76_row4_col10\" class=\"data row4 col10\" >1<\/td>\n <td id=\"T_96d76_row4_col11\" class=\"data row4 col11\" >0<\/td>\n <td id=\"T_96d76_row4_col12\" class=\"data row4 col12\" >0<\/td>\n <td id=\"T_96d76_row4_col13\" class=\"data row4 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row4_col14\" class=\"data row4 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row4_col15\" class=\"data row4 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row5\" class=\"row_heading level0 row5\" >476<\/th>\n <td id=\"T_96d76_row5_col0\" class=\"data row5 col0\" >60<\/td>\n <td id=\"T_96d76_row5_col1\" class=\"data row5 col1\" >34<\/td>\n <td id=\"T_96d76_row5_col2\" class=\"data row5 col2\" >53<\/td>\n <td id=\"T_96d76_row5_col3\" class=\"data row5 col3\" >92717<\/td>\n <td id=\"T_96d76_row5_col4\" class=\"data row5 col4\" >1<\/td>\n <td id=\"T_96d76_row5_col5\" class=\"data row5 col5\" >9.600000<\/td>\n <td id=\"T_96d76_row5_col6\" class=\"data row5 col6\" >2<\/td>\n <td id=\"T_96d76_row5_col7\" class=\"data row5 col7\" >0<\/td>\n <td id=\"T_96d76_row5_col8\" class=\"data row5 col8\" >1<\/td>\n <td id=\"T_96d76_row5_col9\" class=\"data row5 col9\" >0<\/td>\n <td id=\"T_96d76_row5_col10\" class=\"data row5 col10\" >0<\/td>\n <td id=\"T_96d76_row5_col11\" class=\"data row5 col11\" >1<\/td>\n <td id=\"T_96d76_row5_col12\" class=\"data row5 col12\" >0<\/td>\n <td id=\"T_96d76_row5_col13\" class=\"data row5 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row5_col14\" class=\"data row5 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row5_col15\" class=\"data row5 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row6\" class=\"row_heading level0 row6\" >695<\/th>\n <td id=\"T_96d76_row6_col0\" class=\"data row6 col0\" >29<\/td>\n <td id=\"T_96d76_row6_col1\" class=\"data row6 col1\" >4<\/td>\n <td id=\"T_96d76_row6_col2\" class=\"data row6 col2\" >115<\/td>\n <td id=\"T_96d76_row6_col3\" class=\"data row6 col3\" >92717<\/td>\n <td id=\"T_96d76_row6_col4\" class=\"data row6 col4\" >1<\/td>\n <td id=\"T_96d76_row6_col5\" class=\"data row6 col5\" >22.800000<\/td>\n <td id=\"T_96d76_row6_col6\" class=\"data row6 col6\" >1<\/td>\n <td id=\"T_96d76_row6_col7\" class=\"data row6 col7\" >0<\/td>\n <td id=\"T_96d76_row6_col8\" class=\"data row6 col8\" >0<\/td>\n <td id=\"T_96d76_row6_col9\" class=\"data row6 col9\" >0<\/td>\n <td id=\"T_96d76_row6_col10\" class=\"data row6 col10\" >0<\/td>\n <td id=\"T_96d76_row6_col11\" class=\"data row6 col11\" >0<\/td>\n <td id=\"T_96d76_row6_col12\" class=\"data row6 col12\" >0<\/td>\n <td id=\"T_96d76_row6_col13\" class=\"data row6 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row6_col14\" class=\"data row6 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row6_col15\" class=\"data row6 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row7\" class=\"row_heading level0 row7\" >721<\/th>\n <td id=\"T_96d76_row7_col0\" class=\"data row7 col0\" >49<\/td>\n <td id=\"T_96d76_row7_col1\" class=\"data row7 col1\" >24<\/td>\n <td id=\"T_96d76_row7_col2\" class=\"data row7 col2\" >39<\/td>\n <td id=\"T_96d76_row7_col3\" class=\"data row7 col3\" >92717<\/td>\n <td id=\"T_96d76_row7_col4\" class=\"data row7 col4\" >1<\/td>\n <td id=\"T_96d76_row7_col5\" class=\"data row7 col5\" >16.800000<\/td>\n <td id=\"T_96d76_row7_col6\" class=\"data row7 col6\" >3<\/td>\n <td id=\"T_96d76_row7_col7\" class=\"data row7 col7\" >0<\/td>\n <td id=\"T_96d76_row7_col8\" class=\"data row7 col8\" >0<\/td>\n <td id=\"T_96d76_row7_col9\" class=\"data row7 col9\" >0<\/td>\n <td id=\"T_96d76_row7_col10\" class=\"data row7 col10\" >1<\/td>\n <td id=\"T_96d76_row7_col11\" class=\"data row7 col11\" >0<\/td>\n <td id=\"T_96d76_row7_col12\" class=\"data row7 col12\" >0<\/td>\n <td id=\"T_96d76_row7_col13\" class=\"data row7 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row7_col14\" class=\"data row7 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row7_col15\" class=\"data row7 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row8\" class=\"row_heading level0 row8\" >1099<\/th>\n <td id=\"T_96d76_row8_col0\" class=\"data row8 col0\" >30<\/td>\n <td id=\"T_96d76_row8_col1\" class=\"data row8 col1\" >6<\/td>\n <td id=\"T_96d76_row8_col2\" class=\"data row8 col2\" >52<\/td>\n <td id=\"T_96d76_row8_col3\" class=\"data row8 col3\" >92717<\/td>\n <td id=\"T_96d76_row8_col4\" class=\"data row8 col4\" >3<\/td>\n <td id=\"T_96d76_row8_col5\" class=\"data row8 col5\" >8.400000<\/td>\n <td id=\"T_96d76_row8_col6\" class=\"data row8 col6\" >2<\/td>\n <td id=\"T_96d76_row8_col7\" class=\"data row8 col7\" >0<\/td>\n <td id=\"T_96d76_row8_col8\" class=\"data row8 col8\" >0<\/td>\n <td id=\"T_96d76_row8_col9\" class=\"data row8 col9\" >0<\/td>\n <td id=\"T_96d76_row8_col10\" class=\"data row8 col10\" >1<\/td>\n <td id=\"T_96d76_row8_col11\" class=\"data row8 col11\" >0<\/td>\n <td id=\"T_96d76_row8_col12\" class=\"data row8 col12\" >0<\/td>\n <td id=\"T_96d76_row8_col13\" class=\"data row8 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row8_col14\" class=\"data row8 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row8_col15\" class=\"data row8 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row9\" class=\"row_heading level0 row9\" >1189<\/th>\n <td id=\"T_96d76_row9_col0\" class=\"data row9 col0\" >42<\/td>\n <td id=\"T_96d76_row9_col1\" class=\"data row9 col1\" >17<\/td>\n <td id=\"T_96d76_row9_col2\" class=\"data row9 col2\" >115<\/td>\n <td id=\"T_96d76_row9_col3\" class=\"data row9 col3\" >92717<\/td>\n <td id=\"T_96d76_row9_col4\" class=\"data row9 col4\" >2<\/td>\n <td id=\"T_96d76_row9_col5\" class=\"data row9 col5\" >4.800000<\/td>\n <td id=\"T_96d76_row9_col6\" class=\"data row9 col6\" >1<\/td>\n <td id=\"T_96d76_row9_col7\" class=\"data row9 col7\" >0<\/td>\n <td id=\"T_96d76_row9_col8\" class=\"data row9 col8\" >0<\/td>\n <td id=\"T_96d76_row9_col9\" class=\"data row9 col9\" >0<\/td>\n <td id=\"T_96d76_row9_col10\" class=\"data row9 col10\" >1<\/td>\n <td id=\"T_96d76_row9_col11\" class=\"data row9 col11\" >0<\/td>\n <td id=\"T_96d76_row9_col12\" class=\"data row9 col12\" >0<\/td>\n <td id=\"T_96d76_row9_col13\" class=\"data row9 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row9_col14\" class=\"data row9 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row9_col15\" class=\"data row9 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row10\" class=\"row_heading level0 row10\" >1483<\/th>\n <td id=\"T_96d76_row10_col0\" class=\"data row10 col0\" >58<\/td>\n <td id=\"T_96d76_row10_col1\" class=\"data row10 col1\" >32<\/td>\n <td id=\"T_96d76_row10_col2\" class=\"data row10 col2\" >63<\/td>\n <td id=\"T_96d76_row10_col3\" class=\"data row10 col3\" >92717<\/td>\n <td id=\"T_96d76_row10_col4\" class=\"data row10 col4\" >1<\/td>\n <td id=\"T_96d76_row10_col5\" class=\"data row10 col5\" >19.200000<\/td>\n <td id=\"T_96d76_row10_col6\" class=\"data row10 col6\" >1<\/td>\n <td id=\"T_96d76_row10_col7\" class=\"data row10 col7\" >0<\/td>\n <td id=\"T_96d76_row10_col8\" class=\"data row10 col8\" >1<\/td>\n <td id=\"T_96d76_row10_col9\" class=\"data row10 col9\" >0<\/td>\n <td id=\"T_96d76_row10_col10\" class=\"data row10 col10\" >1<\/td>\n <td id=\"T_96d76_row10_col11\" class=\"data row10 col11\" >0<\/td>\n <td id=\"T_96d76_row10_col12\" class=\"data row10 col12\" >0<\/td>\n <td id=\"T_96d76_row10_col13\" class=\"data row10 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row10_col14\" class=\"data row10 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row10_col15\" class=\"data row10 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row11\" class=\"row_heading level0 row11\" >1752<\/th>\n <td id=\"T_96d76_row11_col0\" class=\"data row11 col0\" >33<\/td>\n <td id=\"T_96d76_row11_col1\" class=\"data row11 col1\" >8<\/td>\n <td id=\"T_96d76_row11_col2\" class=\"data row11 col2\" >155<\/td>\n <td id=\"T_96d76_row11_col3\" class=\"data row11 col3\" >92717<\/td>\n <td id=\"T_96d76_row11_col4\" class=\"data row11 col4\" >1<\/td>\n <td id=\"T_96d76_row11_col5\" class=\"data row11 col5\" >88.800000<\/td>\n <td id=\"T_96d76_row11_col6\" class=\"data row11 col6\" >3<\/td>\n <td id=\"T_96d76_row11_col7\" class=\"data row11 col7\" >0<\/td>\n <td id=\"T_96d76_row11_col8\" class=\"data row11 col8\" >0<\/td>\n <td id=\"T_96d76_row11_col9\" class=\"data row11 col9\" >0<\/td>\n <td id=\"T_96d76_row11_col10\" class=\"data row11 col10\" >0<\/td>\n <td id=\"T_96d76_row11_col11\" class=\"data row11 col11\" >0<\/td>\n <td id=\"T_96d76_row11_col12\" class=\"data row11 col12\" >1<\/td>\n <td id=\"T_96d76_row11_col13\" class=\"data row11 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row11_col14\" class=\"data row11 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row11_col15\" class=\"data row11 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row12\" class=\"row_heading level0 row12\" >1844<\/th>\n <td id=\"T_96d76_row12_col0\" class=\"data row12 col0\" >65<\/td>\n <td id=\"T_96d76_row12_col1\" class=\"data row12 col1\" >40<\/td>\n <td id=\"T_96d76_row12_col2\" class=\"data row12 col2\" >21<\/td>\n <td id=\"T_96d76_row12_col3\" class=\"data row12 col3\" >92717<\/td>\n <td id=\"T_96d76_row12_col4\" class=\"data row12 col4\" >3<\/td>\n <td id=\"T_96d76_row12_col5\" class=\"data row12 col5\" >1.200000<\/td>\n <td id=\"T_96d76_row12_col6\" class=\"data row12 col6\" >3<\/td>\n <td id=\"T_96d76_row12_col7\" class=\"data row12 col7\" >0<\/td>\n <td id=\"T_96d76_row12_col8\" class=\"data row12 col8\" >0<\/td>\n <td id=\"T_96d76_row12_col9\" class=\"data row12 col9\" >0<\/td>\n <td id=\"T_96d76_row12_col10\" class=\"data row12 col10\" >0<\/td>\n <td id=\"T_96d76_row12_col11\" class=\"data row12 col11\" >1<\/td>\n <td id=\"T_96d76_row12_col12\" class=\"data row12 col12\" >0<\/td>\n <td id=\"T_96d76_row12_col13\" class=\"data row12 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row12_col14\" class=\"data row12 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row12_col15\" class=\"data row12 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row13\" class=\"row_heading level0 row13\" >2049<\/th>\n <td id=\"T_96d76_row13_col0\" class=\"data row13 col0\" >43<\/td>\n <td id=\"T_96d76_row13_col1\" class=\"data row13 col1\" >18<\/td>\n <td id=\"T_96d76_row13_col2\" class=\"data row13 col2\" >94<\/td>\n <td id=\"T_96d76_row13_col3\" class=\"data row13 col3\" >92717<\/td>\n <td id=\"T_96d76_row13_col4\" class=\"data row13 col4\" >4<\/td>\n <td id=\"T_96d76_row13_col5\" class=\"data row13 col5\" >13.200000<\/td>\n <td id=\"T_96d76_row13_col6\" class=\"data row13 col6\" >2<\/td>\n <td id=\"T_96d76_row13_col7\" class=\"data row13 col7\" >0<\/td>\n <td id=\"T_96d76_row13_col8\" class=\"data row13 col8\" >0<\/td>\n <td id=\"T_96d76_row13_col9\" class=\"data row13 col9\" >0<\/td>\n <td id=\"T_96d76_row13_col10\" class=\"data row13 col10\" >1<\/td>\n <td id=\"T_96d76_row13_col11\" class=\"data row13 col11\" >0<\/td>\n <td id=\"T_96d76_row13_col12\" class=\"data row13 col12\" >0<\/td>\n <td id=\"T_96d76_row13_col13\" class=\"data row13 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row13_col14\" class=\"data row13 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row13_col15\" class=\"data row13 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row14\" class=\"row_heading level0 row14\" >2211<\/th>\n <td id=\"T_96d76_row14_col0\" class=\"data row14 col0\" >39<\/td>\n <td id=\"T_96d76_row14_col1\" class=\"data row14 col1\" >14<\/td>\n <td id=\"T_96d76_row14_col2\" class=\"data row14 col2\" >31<\/td>\n <td id=\"T_96d76_row14_col3\" class=\"data row14 col3\" >92717<\/td>\n <td id=\"T_96d76_row14_col4\" class=\"data row14 col4\" >2<\/td>\n <td id=\"T_96d76_row14_col5\" class=\"data row14 col5\" >16.800000<\/td>\n <td id=\"T_96d76_row14_col6\" class=\"data row14 col6\" >2<\/td>\n <td id=\"T_96d76_row14_col7\" class=\"data row14 col7\" >94<\/td>\n <td id=\"T_96d76_row14_col8\" class=\"data row14 col8\" >0<\/td>\n <td id=\"T_96d76_row14_col9\" class=\"data row14 col9\" >0<\/td>\n <td id=\"T_96d76_row14_col10\" class=\"data row14 col10\" >1<\/td>\n <td id=\"T_96d76_row14_col11\" class=\"data row14 col11\" >1<\/td>\n <td id=\"T_96d76_row14_col12\" class=\"data row14 col12\" >0<\/td>\n <td id=\"T_96d76_row14_col13\" class=\"data row14 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row14_col14\" class=\"data row14 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row14_col15\" class=\"data row14 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row15\" class=\"row_heading level0 row15\" >2428<\/th>\n <td id=\"T_96d76_row15_col0\" class=\"data row15 col0\" >39<\/td>\n <td id=\"T_96d76_row15_col1\" class=\"data row15 col1\" >12<\/td>\n <td id=\"T_96d76_row15_col2\" class=\"data row15 col2\" >108<\/td>\n <td id=\"T_96d76_row15_col3\" class=\"data row15 col3\" >92717<\/td>\n <td id=\"T_96d76_row15_col4\" class=\"data row15 col4\" >4<\/td>\n <td id=\"T_96d76_row15_col5\" class=\"data row15 col5\" >44.040000<\/td>\n <td id=\"T_96d76_row15_col6\" class=\"data row15 col6\" >2<\/td>\n <td id=\"T_96d76_row15_col7\" class=\"data row15 col7\" >301<\/td>\n <td id=\"T_96d76_row15_col8\" class=\"data row15 col8\" >0<\/td>\n <td id=\"T_96d76_row15_col9\" class=\"data row15 col9\" >0<\/td>\n <td id=\"T_96d76_row15_col10\" class=\"data row15 col10\" >0<\/td>\n <td id=\"T_96d76_row15_col11\" class=\"data row15 col11\" >1<\/td>\n <td id=\"T_96d76_row15_col12\" class=\"data row15 col12\" >1<\/td>\n <td id=\"T_96d76_row15_col13\" class=\"data row15 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row15_col14\" class=\"data row15 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row15_col15\" class=\"data row15 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row16\" class=\"row_heading level0 row16\" >2486<\/th>\n <td id=\"T_96d76_row16_col0\" class=\"data row16 col0\" >61<\/td>\n <td id=\"T_96d76_row16_col1\" class=\"data row16 col1\" >36<\/td>\n <td id=\"T_96d76_row16_col2\" class=\"data row16 col2\" >130<\/td>\n <td id=\"T_96d76_row16_col3\" class=\"data row16 col3\" >92717<\/td>\n <td id=\"T_96d76_row16_col4\" class=\"data row16 col4\" >1<\/td>\n <td id=\"T_96d76_row16_col5\" class=\"data row16 col5\" >15.600000<\/td>\n <td id=\"T_96d76_row16_col6\" class=\"data row16 col6\" >1<\/td>\n <td id=\"T_96d76_row16_col7\" class=\"data row16 col7\" >257<\/td>\n <td id=\"T_96d76_row16_col8\" class=\"data row16 col8\" >0<\/td>\n <td id=\"T_96d76_row16_col9\" class=\"data row16 col9\" >0<\/td>\n <td id=\"T_96d76_row16_col10\" class=\"data row16 col10\" >0<\/td>\n <td id=\"T_96d76_row16_col11\" class=\"data row16 col11\" >0<\/td>\n <td id=\"T_96d76_row16_col12\" class=\"data row16 col12\" >0<\/td>\n <td id=\"T_96d76_row16_col13\" class=\"data row16 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row16_col14\" class=\"data row16 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row16_col15\" class=\"data row16 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row17\" class=\"row_heading level0 row17\" >2957<\/th>\n <td id=\"T_96d76_row17_col0\" class=\"data row17 col0\" >61<\/td>\n <td id=\"T_96d76_row17_col1\" class=\"data row17 col1\" >36<\/td>\n <td id=\"T_96d76_row17_col2\" class=\"data row17 col2\" >53<\/td>\n <td id=\"T_96d76_row17_col3\" class=\"data row17 col3\" >92717<\/td>\n <td id=\"T_96d76_row17_col4\" class=\"data row17 col4\" >3<\/td>\n <td id=\"T_96d76_row17_col5\" class=\"data row17 col5\" >6.000000<\/td>\n <td id=\"T_96d76_row17_col6\" class=\"data row17 col6\" >2<\/td>\n <td id=\"T_96d76_row17_col7\" class=\"data row17 col7\" >0<\/td>\n <td id=\"T_96d76_row17_col8\" class=\"data row17 col8\" >0<\/td>\n <td id=\"T_96d76_row17_col9\" class=\"data row17 col9\" >0<\/td>\n <td id=\"T_96d76_row17_col10\" class=\"data row17 col10\" >1<\/td>\n <td id=\"T_96d76_row17_col11\" class=\"data row17 col11\" >0<\/td>\n <td id=\"T_96d76_row17_col12\" class=\"data row17 col12\" >0<\/td>\n <td id=\"T_96d76_row17_col13\" class=\"data row17 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row17_col14\" class=\"data row17 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row17_col15\" class=\"data row17 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row18\" class=\"row_heading level0 row18\" >4090<\/th>\n <td id=\"T_96d76_row18_col0\" class=\"data row18 col0\" >42<\/td>\n <td id=\"T_96d76_row18_col1\" class=\"data row18 col1\" >18<\/td>\n <td id=\"T_96d76_row18_col2\" class=\"data row18 col2\" >49<\/td>\n <td id=\"T_96d76_row18_col3\" class=\"data row18 col3\" >92717<\/td>\n <td id=\"T_96d76_row18_col4\" class=\"data row18 col4\" >3<\/td>\n <td id=\"T_96d76_row18_col5\" class=\"data row18 col5\" >25.200000<\/td>\n <td id=\"T_96d76_row18_col6\" class=\"data row18 col6\" >3<\/td>\n <td id=\"T_96d76_row18_col7\" class=\"data row18 col7\" >0<\/td>\n <td id=\"T_96d76_row18_col8\" class=\"data row18 col8\" >1<\/td>\n <td id=\"T_96d76_row18_col9\" class=\"data row18 col9\" >0<\/td>\n <td id=\"T_96d76_row18_col10\" class=\"data row18 col10\" >1<\/td>\n <td id=\"T_96d76_row18_col11\" class=\"data row18 col11\" >0<\/td>\n <td id=\"T_96d76_row18_col12\" class=\"data row18 col12\" >0<\/td>\n <td id=\"T_96d76_row18_col13\" class=\"data row18 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row18_col14\" class=\"data row18 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row18_col15\" class=\"data row18 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row19\" class=\"row_heading level0 row19\" >4276<\/th>\n <td id=\"T_96d76_row19_col0\" class=\"data row19 col0\" >50<\/td>\n <td id=\"T_96d76_row19_col1\" class=\"data row19 col1\" >24<\/td>\n <td id=\"T_96d76_row19_col2\" class=\"data row19 col2\" >155<\/td>\n <td id=\"T_96d76_row19_col3\" class=\"data row19 col3\" >92717<\/td>\n <td id=\"T_96d76_row19_col4\" class=\"data row19 col4\" >1<\/td>\n <td id=\"T_96d76_row19_col5\" class=\"data row19 col5\" >87.600000<\/td>\n <td id=\"T_96d76_row19_col6\" class=\"data row19 col6\" >1<\/td>\n <td id=\"T_96d76_row19_col7\" class=\"data row19 col7\" >0<\/td>\n <td id=\"T_96d76_row19_col8\" class=\"data row19 col8\" >0<\/td>\n <td id=\"T_96d76_row19_col9\" class=\"data row19 col9\" >0<\/td>\n <td id=\"T_96d76_row19_col10\" class=\"data row19 col10\" >1<\/td>\n <td id=\"T_96d76_row19_col11\" class=\"data row19 col11\" >1<\/td>\n <td id=\"T_96d76_row19_col12\" class=\"data row19 col12\" >0<\/td>\n <td id=\"T_96d76_row19_col13\" class=\"data row19 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row19_col14\" class=\"data row19 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row19_col15\" class=\"data row19 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row20\" class=\"row_heading level0 row20\" >4321<\/th>\n <td id=\"T_96d76_row20_col0\" class=\"data row20 col0\" >27<\/td>\n <td id=\"T_96d76_row20_col1\" class=\"data row20 col1\" >0<\/td>\n <td id=\"T_96d76_row20_col2\" class=\"data row20 col2\" >34<\/td>\n <td id=\"T_96d76_row20_col3\" class=\"data row20 col3\" >92717<\/td>\n <td id=\"T_96d76_row20_col4\" class=\"data row20 col4\" >1<\/td>\n <td id=\"T_96d76_row20_col5\" class=\"data row20 col5\" >24.000000<\/td>\n <td id=\"T_96d76_row20_col6\" class=\"data row20 col6\" >2<\/td>\n <td id=\"T_96d76_row20_col7\" class=\"data row20 col7\" >112<\/td>\n <td id=\"T_96d76_row20_col8\" class=\"data row20 col8\" >0<\/td>\n <td id=\"T_96d76_row20_col9\" class=\"data row20 col9\" >0<\/td>\n <td id=\"T_96d76_row20_col10\" class=\"data row20 col10\" >0<\/td>\n <td id=\"T_96d76_row20_col11\" class=\"data row20 col11\" >1<\/td>\n <td id=\"T_96d76_row20_col12\" class=\"data row20 col12\" >0<\/td>\n <td id=\"T_96d76_row20_col13\" class=\"data row20 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row20_col14\" class=\"data row20 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row20_col15\" class=\"data row20 col15\" >-117.839800<\/td>\n <\/tr>\n <tr>\n <th id=\"T_96d76_level0_row21\" class=\"row_heading level0 row21\" >4384<\/th>\n <td id=\"T_96d76_row21_col0\" class=\"data row21 col0\" >45<\/td>\n <td id=\"T_96d76_row21_col1\" class=\"data row21 col1\" >20<\/td>\n <td id=\"T_96d76_row21_col2\" class=\"data row21 col2\" >61<\/td>\n <td id=\"T_96d76_row21_col3\" class=\"data row21 col3\" >92717<\/td>\n <td id=\"T_96d76_row21_col4\" class=\"data row21 col4\" >3<\/td>\n <td id=\"T_96d76_row21_col5\" class=\"data row21 col5\" >32.400000<\/td>\n <td id=\"T_96d76_row21_col6\" class=\"data row21 col6\" >2<\/td>\n <td id=\"T_96d76_row21_col7\" class=\"data row21 col7\" >0<\/td>\n <td id=\"T_96d76_row21_col8\" class=\"data row21 col8\" >0<\/td>\n <td id=\"T_96d76_row21_col9\" class=\"data row21 col9\" >0<\/td>\n <td id=\"T_96d76_row21_col10\" class=\"data row21 col10\" >0<\/td>\n <td id=\"T_96d76_row21_col11\" class=\"data row21 col11\" >1<\/td>\n <td id=\"T_96d76_row21_col12\" class=\"data row21 col12\" >0<\/td>\n <td id=\"T_96d76_row21_col13\" class=\"data row21 col13\" >Irvine<\/td>\n <td id=\"T_96d76_row21_col14\" class=\"data row21 col14\" >33.646200<\/td>\n <td id=\"T_96d76_row21_col15\" class=\"data row21 col15\" >-117.839800<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [39]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">Z_96651<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">list<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">96651<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Z_96651<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Rudno nad Hronom'<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">48.4242<\/span>\n <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">loc<\/span><span class=\"p\">[<\/span><span class=\"n\">x<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">18.7071<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'ZIP Code'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">96651<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">applymap<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_cols<\/span><span class=\"p\">,<\/span> <span class=\"n\">subset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">IndexSlice<\/span><span class=\"p\">[:,<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[39]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_c80b0_row0_col12, #T_c80b0_row1_col12, #T_c80b0_row2_col12, #T_c80b0_row3_col12, #T_c80b0_row4_col12, #T_c80b0_row5_col12 {\n background-color: red;\n}\n<\/style>\n<table id=\"T_c80b0\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_c80b0_level0_col0\" class=\"col_heading level0 col0\" >Age<\/th>\n <th id=\"T_c80b0_level0_col1\" class=\"col_heading level0 col1\" >Experience<\/th>\n <th id=\"T_c80b0_level0_col2\" class=\"col_heading level0 col2\" >Income<\/th>\n <th id=\"T_c80b0_level0_col3\" class=\"col_heading level0 col3\" >ZIP Code<\/th>\n <th id=\"T_c80b0_level0_col4\" class=\"col_heading level0 col4\" >Family<\/th>\n <th id=\"T_c80b0_level0_col5\" class=\"col_heading level0 col5\" >CCAvg<\/th>\n <th id=\"T_c80b0_level0_col6\" class=\"col_heading level0 col6\" >Education<\/th>\n <th id=\"T_c80b0_level0_col7\" class=\"col_heading level0 col7\" >Mortgage<\/th>\n <th id=\"T_c80b0_level0_col8\" class=\"col_heading level0 col8\" >Securities Account<\/th>\n <th id=\"T_c80b0_level0_col9\" class=\"col_heading level0 col9\" >CD Account<\/th>\n <th id=\"T_c80b0_level0_col10\" class=\"col_heading level0 col10\" >Online<\/th>\n <th id=\"T_c80b0_level0_col11\" class=\"col_heading level0 col11\" >CreditCard<\/th>\n <th id=\"T_c80b0_level0_col12\" class=\"col_heading level0 col12\" >Personal Loan<\/th>\n <th id=\"T_c80b0_level0_col13\" class=\"col_heading level0 col13\" >Place<\/th>\n <th id=\"T_c80b0_level0_col14\" class=\"col_heading level0 col14\" >Latitude<\/th>\n <th id=\"T_c80b0_level0_col15\" class=\"col_heading level0 col15\" >Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_c80b0_level0_row0\" class=\"row_heading level0 row0\" >630<\/th>\n <td id=\"T_c80b0_row0_col0\" class=\"data row0 col0\" >32<\/td>\n <td id=\"T_c80b0_row0_col1\" class=\"data row0 col1\" >7<\/td>\n <td id=\"T_c80b0_row0_col2\" class=\"data row0 col2\" >35<\/td>\n <td id=\"T_c80b0_row0_col3\" class=\"data row0 col3\" >96651<\/td>\n <td id=\"T_c80b0_row0_col4\" class=\"data row0 col4\" >3<\/td>\n <td id=\"T_c80b0_row0_col5\" class=\"data row0 col5\" >15.600000<\/td>\n <td id=\"T_c80b0_row0_col6\" class=\"data row0 col6\" >1<\/td>\n <td id=\"T_c80b0_row0_col7\" class=\"data row0 col7\" >108<\/td>\n <td id=\"T_c80b0_row0_col8\" class=\"data row0 col8\" >0<\/td>\n <td id=\"T_c80b0_row0_col9\" class=\"data row0 col9\" >0<\/td>\n <td id=\"T_c80b0_row0_col10\" class=\"data row0 col10\" >0<\/td>\n <td id=\"T_c80b0_row0_col11\" class=\"data row0 col11\" >1<\/td>\n <td id=\"T_c80b0_row0_col12\" class=\"data row0 col12\" >0<\/td>\n <td id=\"T_c80b0_row0_col13\" class=\"data row0 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row0_col14\" class=\"data row0 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row0_col15\" class=\"data row0 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row1\" class=\"row_heading level0 row1\" >672<\/th>\n <td id=\"T_c80b0_row1_col0\" class=\"data row1 col0\" >51<\/td>\n <td id=\"T_c80b0_row1_col1\" class=\"data row1 col1\" >27<\/td>\n <td id=\"T_c80b0_row1_col2\" class=\"data row1 col2\" >23<\/td>\n <td id=\"T_c80b0_row1_col3\" class=\"data row1 col3\" >96651<\/td>\n <td id=\"T_c80b0_row1_col4\" class=\"data row1 col4\" >1<\/td>\n <td id=\"T_c80b0_row1_col5\" class=\"data row1 col5\" >2.400000<\/td>\n <td id=\"T_c80b0_row1_col6\" class=\"data row1 col6\" >1<\/td>\n <td id=\"T_c80b0_row1_col7\" class=\"data row1 col7\" >0<\/td>\n <td id=\"T_c80b0_row1_col8\" class=\"data row1 col8\" >0<\/td>\n <td id=\"T_c80b0_row1_col9\" class=\"data row1 col9\" >0<\/td>\n <td id=\"T_c80b0_row1_col10\" class=\"data row1 col10\" >1<\/td>\n <td id=\"T_c80b0_row1_col11\" class=\"data row1 col11\" >0<\/td>\n <td id=\"T_c80b0_row1_col12\" class=\"data row1 col12\" >0<\/td>\n <td id=\"T_c80b0_row1_col13\" class=\"data row1 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row1_col14\" class=\"data row1 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row1_col15\" class=\"data row1 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row2\" class=\"row_heading level0 row2\" >1426<\/th>\n <td id=\"T_c80b0_row2_col0\" class=\"data row2 col0\" >37<\/td>\n <td id=\"T_c80b0_row2_col1\" class=\"data row2 col1\" >11<\/td>\n <td id=\"T_c80b0_row2_col2\" class=\"data row2 col2\" >60<\/td>\n <td id=\"T_c80b0_row2_col3\" class=\"data row2 col3\" >96651<\/td>\n <td id=\"T_c80b0_row2_col4\" class=\"data row2 col4\" >3<\/td>\n <td id=\"T_c80b0_row2_col5\" class=\"data row2 col5\" >6.000000<\/td>\n <td id=\"T_c80b0_row2_col6\" class=\"data row2 col6\" >3<\/td>\n <td id=\"T_c80b0_row2_col7\" class=\"data row2 col7\" >0<\/td>\n <td id=\"T_c80b0_row2_col8\" class=\"data row2 col8\" >0<\/td>\n <td id=\"T_c80b0_row2_col9\" class=\"data row2 col9\" >0<\/td>\n <td id=\"T_c80b0_row2_col10\" class=\"data row2 col10\" >1<\/td>\n <td id=\"T_c80b0_row2_col11\" class=\"data row2 col11\" >0<\/td>\n <td id=\"T_c80b0_row2_col12\" class=\"data row2 col12\" >0<\/td>\n <td id=\"T_c80b0_row2_col13\" class=\"data row2 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row2_col14\" class=\"data row2 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row2_col15\" class=\"data row2 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row3\" class=\"row_heading level0 row3\" >1653<\/th>\n <td id=\"T_c80b0_row3_col0\" class=\"data row3 col0\" >26<\/td>\n <td id=\"T_c80b0_row3_col1\" class=\"data row3 col1\" >1<\/td>\n <td id=\"T_c80b0_row3_col2\" class=\"data row3 col2\" >24<\/td>\n <td id=\"T_c80b0_row3_col3\" class=\"data row3 col3\" >96651<\/td>\n <td id=\"T_c80b0_row3_col4\" class=\"data row3 col4\" >2<\/td>\n <td id=\"T_c80b0_row3_col5\" class=\"data row3 col5\" >10.800000<\/td>\n <td id=\"T_c80b0_row3_col6\" class=\"data row3 col6\" >3<\/td>\n <td id=\"T_c80b0_row3_col7\" class=\"data row3 col7\" >123<\/td>\n <td id=\"T_c80b0_row3_col8\" class=\"data row3 col8\" >0<\/td>\n <td id=\"T_c80b0_row3_col9\" class=\"data row3 col9\" >0<\/td>\n <td id=\"T_c80b0_row3_col10\" class=\"data row3 col10\" >0<\/td>\n <td id=\"T_c80b0_row3_col11\" class=\"data row3 col11\" >1<\/td>\n <td id=\"T_c80b0_row3_col12\" class=\"data row3 col12\" >0<\/td>\n <td id=\"T_c80b0_row3_col13\" class=\"data row3 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row3_col14\" class=\"data row3 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row3_col15\" class=\"data row3 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row4\" class=\"row_heading level0 row4\" >2731<\/th>\n <td id=\"T_c80b0_row4_col0\" class=\"data row4 col0\" >29<\/td>\n <td id=\"T_c80b0_row4_col1\" class=\"data row4 col1\" >5<\/td>\n <td id=\"T_c80b0_row4_col2\" class=\"data row4 col2\" >28<\/td>\n <td id=\"T_c80b0_row4_col3\" class=\"data row4 col3\" >96651<\/td>\n <td id=\"T_c80b0_row4_col4\" class=\"data row4 col4\" >1<\/td>\n <td id=\"T_c80b0_row4_col5\" class=\"data row4 col5\" >2.400000<\/td>\n <td id=\"T_c80b0_row4_col6\" class=\"data row4 col6\" >3<\/td>\n <td id=\"T_c80b0_row4_col7\" class=\"data row4 col7\" >0<\/td>\n <td id=\"T_c80b0_row4_col8\" class=\"data row4 col8\" >0<\/td>\n <td id=\"T_c80b0_row4_col9\" class=\"data row4 col9\" >0<\/td>\n <td id=\"T_c80b0_row4_col10\" class=\"data row4 col10\" >1<\/td>\n <td id=\"T_c80b0_row4_col11\" class=\"data row4 col11\" >0<\/td>\n <td id=\"T_c80b0_row4_col12\" class=\"data row4 col12\" >0<\/td>\n <td id=\"T_c80b0_row4_col13\" class=\"data row4 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row4_col14\" class=\"data row4 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row4_col15\" class=\"data row4 col15\" >18.707100<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c80b0_level0_row5\" class=\"row_heading level0 row5\" >3525<\/th>\n <td id=\"T_c80b0_row5_col0\" class=\"data row5 col0\" >59<\/td>\n <td id=\"T_c80b0_row5_col1\" class=\"data row5 col1\" >34<\/td>\n <td id=\"T_c80b0_row5_col2\" class=\"data row5 col2\" >13<\/td>\n <td id=\"T_c80b0_row5_col3\" class=\"data row5 col3\" >96651<\/td>\n <td id=\"T_c80b0_row5_col4\" class=\"data row5 col4\" >4<\/td>\n <td id=\"T_c80b0_row5_col5\" class=\"data row5 col5\" >10.800000<\/td>\n <td id=\"T_c80b0_row5_col6\" class=\"data row5 col6\" >2<\/td>\n <td id=\"T_c80b0_row5_col7\" class=\"data row5 col7\" >0<\/td>\n <td id=\"T_c80b0_row5_col8\" class=\"data row5 col8\" >0<\/td>\n <td id=\"T_c80b0_row5_col9\" class=\"data row5 col9\" >0<\/td>\n <td id=\"T_c80b0_row5_col10\" class=\"data row5 col10\" >0<\/td>\n <td id=\"T_c80b0_row5_col11\" class=\"data row5 col11\" >0<\/td>\n <td id=\"T_c80b0_row5_col12\" class=\"data row5 col12\" >0<\/td>\n <td id=\"T_c80b0_row5_col13\" class=\"data row5 col13\" >Rudno nad Hronom<\/td>\n <td id=\"T_c80b0_row5_col14\" class=\"data row5 col14\" >48.424200<\/td>\n <td id=\"T_c80b0_row5_col15\" class=\"data row5 col15\" >18.707100<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [40]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df_for_mapping<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Place'<\/span><span class=\"p\">]<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'Rudno nad Hronom'<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [41]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#img = plt.imread('map.jpg')<\/span>\n\n<span class=\"n\">target_0<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">target_1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"n\">df_for_mapping<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">==<\/span><span class=\"mi\">1<\/span><span class=\"p\">]<\/span>\n\n<span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">axs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"c1\">#axs.imshow(img, extent = [-126, -114, 32, 43], alpha = 0.7)<\/span>\n\n<span class=\"n\">axs<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">target_0<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">target_0<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">c<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'cyan'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Loan 0'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">axs<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">(<\/span><span class=\"n\">target_1<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">target_1<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">],<\/span> <span class=\"n\">c<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'r'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Loan 1'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Longitude & Latitude'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"n\">backgroundcolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">c<\/span><span class=\"o\">=<\/span><span class=\"s1\">'white'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Longitude'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'best'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[41]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><matplotlib.legend.Legend at 0x7f88ecc24a90><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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hWn7eebp02TJJ0mXyzaLYqMDZFZtDr\/nqOBDsiXuKizVlyxZtmDFDzrg4Je3erTqrVUXjx2v0jh2Krq1VmNerpshIVSQm6sujjpLZMFSenKwHbrtNx33yif7ngQdUPny4ylJSFGcyqWVIepNJ5SkpGlVQoHeLi7V17FhNlFqCrtazLk6QtPUgXwsAAACA0BEK31MB9KIkm01ui0XRLpevq2Ib0S6X6i0WJflnolspKUe+sKBRvln4JkrKljS336o+MJGSbpZvFsUK+cbgssjXkqlGvlZLNym0B51v7dJly3RRTY2OvPNOTSgq0nfjx2vdPfdoWWxsyz7Ns0k+qx9adEm+92K+eme2ySqnU9Fut1z+ILUhKkqN4eGqi4nRVwkJinc4NGzPHq2bMUObjjhCNqdTCVVVqrFaZS8u1vDdu2X2erVz5EhFmkztxhprsFoVWVamKn8Qu1VSuaQfyxdojpb0uqThvfBaAAAAAIQOQi7gEHOh3a4H09OVkZenrZmZAV0WDcPQyNJSFcyYof+x27VS0kJJDvkCgxhJtZLy\/eulgR90Xet\/fli+Qehr5OuimCJfwHVtJ8eFqmWxsdIf\/9jlPkvlez8ekm+Q+fHydVE82BZczRJsNtVZLLK6XHLGxckRH6\/KxESN3LlTFUlJckdHa++wYSoZN06RJpNSS0tVnJKii198UWmbNyuhqkrpBQWK37dPm6dNU01SUsD5I10uNVgsSvAHsZLv93NtL9UPAAAAIDQRcgGHGIvZrCFZWdpTUqKJ+fnamZKiOqtV0S6XRpaWak9ioobMm6dws1k58gVc4\/VDV784+VpEFUl6TNKZGvgfJNdKuly+WRRL5BuD61wNnhZcByJG0qI+OveddrvuT0\/X9Lw8feMPUgvT0xXvcCipvFwRHo9KUlJkSJqYn6+msDCl7typMaWlKktN1S67XfH79mns99\/L4nZr48yZLUGXYRgaXlqqbTNm6Hy7vY9eAQAAAIBQxGi8wCEoOyND9dnZKpg+XUOrqjRuyxYNrapSwYwZqs\/OVnZGhtbK1w1suNp\/UJglJUn6VqHTeiZS0gXytd66QId2wNXX4sxmVWVlqTIxUZPz82VzOLR36FB9k5kpb1iYvCaT6qOilLBnj\/KnTdOeESMU1tSkksxMGXFxigoP1+Zp07RrxAiN2L1baRs2yNTYqCiHQ\/b8fO1LTNToefMUyYDyAAAAAFoZ6A0wAPSR7IwMudPS9K\/iYpU4nUqy2fQ\/drss\/uBgt3xjcHXWhc0qqdK\/H9DWkxkZujo7Wwm5uUorLNTosjK5LRa9cMkl2n3MMZqcnKwkm01TvV7V3XWXytvM9lmTlKSNxx6r+g0bNHLnTk3asEH7EhK0bcYMjZ43TxdnZATx1QEAAAAYiAi5gEOYxWzWL\/wz0bWVLN8g87XydVFsy+XfntxXxSHkPZmRoeq0NN1TXKwqp1MJNpvutNsV16oF1t83bZLV7VZ9B7N91iQl6cuTTtKkDRv01a9+palHHqnz7XZacAEAAADoECEXEAQ1ku7UD4N+3yPfOFcDycTaWv3qoYc0qqhIpePH651bblF4jK9dl1e+2QonS5oZzCIx4MWZzfpDJ0Gq5Buk3mGxKMrlUn0Hs31G1dbKkZCgqUceqbO7OA8AAAAA8N\/hQD+7SNIQSY9Ket3\/PMS\/fqB44dprFZuQoNsXL9Zlzz2n3y1erLcSEvTTa6+VQ75wLl7SApGU4+CcbrdrR3q6hpeUyDCMgG3Ng8zvyMjQ6QwyDwAAAGA\/+H4K9KOLJL3UwfqmVuuX9V85HXrh2mt1wVNPKczrlcdsltdsltnrVYzbrSueekqGpNeWLtUCSXODXCtCX6TZrNFZWXKUlMien6\/ylBQ1WK2KdLk0vLSUQeYBAAAAdBvfGoB+UiNpuf\/PJklhrR7Nw22\/4t8vWCpra\/XjZ59VmNerhogIeSMipLAweSMi1BARoTCvV7947jk9V1tLwIVec3FGhqKzs7Vt+nTFV1Vp9JYtiq+q0rYZMxSTnc0g8wAAAAC6hZZcQD+5U74WW1L7dNns3+bx7\/fHfqyrtdceekiXud3ymM1S25YzZrM8ZrOi6+r00kMP6fJFi4JTJAalizMy1JCWpndbDVLPIPMAAAAAeoKQC+gnRb28X1+IKyqSSZK3k2DBazYr3OtVXFEwq8RgFWk2M7g8AAAAgAPGf5ED\/WR8L+\/XF6rHj5chyez1drjd7PXK8O8HAAAAAMBAQsgF9JN75Bt\/S5LaRkjNy+H+\/YLl3FtuUZ3FonCvV2obdHm9Cvd6VRcdrXNvuSU4BQIAAAAA0AlCLqCfxEo63\/9nQ74xuJofhn\/9ef79giUxJkavX3aZmsxmRTY2ytzYKDU1ydzYqMjGRjWZzXp9\/nwlxsQEsUoAAAAAANpjTC6gHy3zPy\/XD4PQS74b8bxW24PpkqVL9YKkHz\/7rKLdboX7uyjWRkfr9fnzdcnSpcEucUCo8Xr1SHGxKp1OJdpsusluVyyDpAMAAABA0BByAf1smaQa+WZRLJJvDK57FNwWXG1dsnSpKh9+WC899JDiiopUPX68zr3lFl1CCy5J0k0FBYrOzdVhhYVKd7tVZ7HovvR01WVl6ZGMjGCXBwAAAACHJEIuIAhiJf0x2EXsR2JMjC5ftCjYZQw4NxUUaFJOjhIrK1WSmiqX1Sqry6VpeXmqLCnRTdnZBF0AAAAAEAT0rQGAbqrxehWdm6vEykrlZ2aqJi5ORliYauLilJ+ZqcTKSkWvWKGaTmanHAjckv4s6Vb\/szu45QAAAABAryHkAoBueqS4WIcVFqokNVUmkylgm8lkUklKig4rKNAjxcVBqrBriySNknSDpEf8z6P86wEAAAAg1BFyAUA3VTqdina75bJaO9zuslplcbtV6XT2c2X7t0jSA5IckiIkxfifHf71BF0AAAAAQh0hFwB0U6LNpjqLRVaXq8PtVpdLbotFiTZbP1fWNbekxyV5JFklRUkK8z9b\/evpuggAAAAg1BFyAUA33WS3a0t6ulJLSmQYRsA2wzCUWlqqLRkZusluD1KFHfubpGpJkWr\/oW\/WDy26\/tbPdQEAAABAbyLkAoBuijWbVZeVpcrERGXm5yvW4ZDJ41Gsw6HM\/HxVJCaqbt48xZoH1kfrdkmGOp9ON8K\/fXs\/1QMAAAAAfWFgfRMDMGjs8Xp12fbtmrdpky7bvl17BvCMg23tk3SBpKP9z\/tabXskI0PfZmdrw\/TpSqiq0mFbtiihqkobZszQ1uxsPZKREYSKuzZWkkm+bokdafRvH9tP9QAAAABAX+jsP\/YB4ICdX1CgSbm5OrmwUNFut+osFv0hPV3fZmVp+QAJgXZ5PLpt7VqZdu+WkZys+2fO1IjwcJ0oaXWr\/b6UtFzSCZI+8q97JCNDNWlpeqS4WJVOpxJtNt1utw+4FlzNLpd0p34YdL51lV75Qq4h\/v0AAAAAIFQRcgHoVecXFOjUnBwlVlaqJDVVLqtVVpdLM\/LyZC8p0fnZ2UEPui5buVIX5eTojq1bFdXYqPqICG2YOFFLs7O1eu7cDo9ZLelE\/RB0xZrNWjR2bD9VfHAskq6XbxZFl3xBV4R84VajfH8R\/Nq\/HwAAAACEqoHZ7ABASNrj9WpSbq4SKyv1TWamquPi1BQWJqfNprJRozThu+909DPPqNTTWce5vnfZypW6ZeFCTc7Pl2PIEG0bM0aOIUM0OT9f9y5cqLNWruz02NUK7LoYSu6WtFBSvHzdFmv9z0P86+8OWmUAAAAA0DtoyQWg19xUXKyTCwtVkpoqmUySpMSKCqUXFiqxslLRdXUav3WrXjAM1f3qV1rczy26dnk8uignR\/EOh74bP17ydy90xsXJGRurCUVFWvDYY3rrzDPlDe\/44\/FKSS\/3Y8296W5Jv5VvFsXt8o3BdblowQUAAABgcKAlF4Bes8\/pVLTbLZfVKskXcB372WcauXOn6mJitHv4cDWFh+uIjRuVnJOjJQUF\/VrfbWvXauLWrSofPrwl4GphNqs8KUkTv\/1Ws9au7fQc2\/u2xD5nka9r4h9EF0UAAAAAgwshF4BeM8RmU53FIqvLJZNhKL2wUDG1tapISlJ9VJQiPB7VRUerICNDCZWV8qxYodp+nHXRtHu3ohob5YqJ6XC7y2pVZGOjhu\/e3ek5xvZRbQAAAACAg0PIBaDXPGK3qzA9XaklJYrft0+JlZWqjo\/3dV00DMVVV6syMVHVQ4aoNCVFEwsK9HRxcb\/VZyQnqz4iQtba2g63W10uNUREqDw5udNzPN1XxQEAAAAADgohF4BeM8xs1rdZWapMTFRmQYGi6+rUGBamKLdbSRUVqo2JUWF6uswmk2qtVlncblU4nf1W3\/0zZ2rrxIkaXl4utW1B5vVqeEWFtk6apE9nzuzw+BPkG6gdAAAAADDw9CjkWrp0qaZOnaq4uDjFxcVp1qxZ+s9\/\/tOyvaamRtdff71SUlIUHR2tjIwMLV26tNeLBjBwLc\/I0DvXX69t48YpurZWKWVliqmt1c6RI\/XZscdqX1KSJCnG5ZLbYlGSzdZvtY0ID9ey7Gw54uM1oahINodDZo9HNodDE4qK5IiP19IFCzocdP4ESR\/1W6UHxyNpjaRX\/M\/Bm8uy\/9RIulHSuf7nmuCWAwAAACAIejS7YkpKiu6\/\/35NnDhRkvTcc8\/p3HPPVV5eniZPnqwbb7xRq1at0j\/\/+U+NHTtW77zzjq677jqNGjVK5557bp+8AAADy5KCAh3+2muKdrnksloVV12tHSNGqDAtrSXgMgxDKaWl+mrGDN1ut\/fq9RskvSapRFKqfKFHZKvtz86dq8skXZSTo4lbtyqpslINERH6ZvJkLVuwQK\/Nnat98s2iuF2+MbielmTxePTK2rWq2b1bscnJOnvmTFk6mYExmFZKypG0VVKjpAhJEyVlS5obxLr60kWSlkvyer2yFxeryOlUrs2mo+x2LW87wQBCQrWk30jaJmmcpEclxQWxHgAAAISGHn1DO+eccwKW7733Xi1dulRr167V5MmT9emnn2r+\/Pk66aSTJElXXXWVnnzySX355ZeEXMAhYElBgZJzcpRQWamS1FStOvlkHffJJxpTUiKby6VPjjtO7uhopZSWqiohQc6jj9bSb75Rks2mC+12WQ4ykFgq6WFJuyQ1SQqTNELSzZKu9HqVV1ysfU6nfj1likauXKk7Pv9cpt27ZSQn6\/6ZM3WmP7QaIunlVuf9x8qVGpWTo2lbtyqysVENERH6eOJE7cjO1s\/n9l50VCPpTklFksZLukdSbA+OXylpoSSHpOGSYiTVSsr3r5cGX9B1kaSXJKUXFGhebq7SCwsV7XarzmJRYXq6TsnK0vsZGcEuEz1wlqS3JBn+5Q8kPSvpTElvBqckAAAAhIgDbobQ1NSkl19+WS6XS7NmzZIkzZ49W6+\/\/rp+9atfadSoUfrggw+0ZcsW\/elPf+q1ggEMTLVer5pyc5VQWanCzEyZTCbVxsXp4xNOUFpBgSZu3aqTPvhA306cqN3JyaqPjNSRf\/+7LG633BaLHkxP15CsLGV3M5DY4\/Ho92vXqnH3bkUkJytx5kw9GB6uOkk2SVGS6iWVSfprQYHqcnM1trBQEW63SiwWbUpP12VZWTpp9uwur\/OPlSs1Y+FCxTkcqhg+XHUxMYqurdVh+fkasXCh\/iEFBF21Xq+eLi5WhdOpJJtNV9rtiulGeNfcGqmp1brHJJ0vaVk33g+PfC24HPIFZM1XjJMvKCvyn+9MHcQH\/wBTI997ll5QoOycHCX6w1WX1Sqry6UZeXmyl5QoOztbOQRdIeEsSf\/pYL3hX3+WCLoAAADQuR5\/19m0aZNmzZolt9ut2NhY5ebmKjMzU5KUk5OjK6+8UikpKQoPD5fZbNZf\/\/pXze7iS2R9fb3q6+tblqurqyVJjY2Namxs7Gl5g0bzaz+U3wOElr8WF2vC1q0qHTtWYWFhLesdycnaYjYrtq5OyRUVSnQ4NHH7djVGRSlv2jQV+cfuyvj6a+3dsUOPXXONrklL6\/JaC996S6c\/8YSuLCpSlMej+vBwFY0frxOvuUb5Z54pk3+\/GEkZmzfr4ieeUMKePaoZPVremBiF19Yq6euvtWvHDq265hrN7uR69R6PRi5dKmt9vbalp0v+sKomJkY1w4bJvn27Rj7xhGpOPVVR4eG6f\/NmNa1cqXFbtmikvzXRg4cdprC5c3Vbm2u0vsd\/Kel1BXarbPa6pJ9JemY\/7\/+n8nXRTJFk6WB7iqRiSZ9ImrWfc4WKuyRFeb0677XXlOhwqGDKFN9MnpJqhgxRQXy8MjZvlu3117Vv\/HhZ6bo4oDklfSgp2r9sarWtuVXXh5L2yBdkhwL+LgcGN+5xYPDjPh84uvszMBmGYex\/tx80NDSouLhY+\/bt0yuvvKK\/\/vWv+vDDD5WZmamHHnpITz\/9tB566CGNGTNGH330kW6\/\/Xbl5ubqtNNO6\/B8d911l5YsWdJu\/QsvvKCYmJielAYAAAAAAIBBpra2VpdccokcDofi4jofrbXHIVdbp512miZMmKBHH31U8fHxys3N1dlnn92y\/YorrlBpaaneeuutDo\/vqCVXamqqKisruyx8sGtsbNS7776r008\/XREREcEuB5AkeSWVytdNLFa+1kHNbWOWFhcr\/t57tSchQXX+GRMNw9Axa9dqxK5dqo6NVZzTKUmqjo9XQ2SkEisrtWvECK2dOVNmk0lx1dUasmePjN\/9Thd3MCD9Xo9H684\/XxmbN2vb2LEtLat8xXk1bvt2FaSnK\/vll2UOD1dicbGuufde3\/hfNpviFTh4dVh1tax79mj0736nGR1c74XXX9ec225TSWqqjA4GmTd5PEopKdGq++5T8datmvzVV9qSliaT6Yc2KIZh6LDNm\/X1EUfo5t\/8RtH+mpvv8U9OP12P+e\/xsHZX+KH74nWS7utge7NPJV0ttXuNzarl68r4pAZPS67bJX2Qn6\/\/eeABfTtpkprC2r+DYR6PJm7dqrULF+pBf6tjDExzJa32\/9nUwfbmf6ycIN\/4c6GAv8uBwY17HBj8uM8HjurqaiUmJu435DrooVkMw1B9fX1L90Jzm+4gYWFh8nq9nR4fFRWlqKiodusjIiL4JRLvAwaOAkm5kgolueXrEpcuKUtShqQrxo3T\/RMn6vC8vJYxuWz79ilpxw7VREdrSFWVnDabbE6nPIYhU2OjaqKilLRjh2x792rfkCFyWSxKrqlRSW1th7\/3D372ma4pKFDVkCEyeTzttlfZbJqUn6\/UdetUNHu2wmprZamp8XVT9HplNgw1ORxSfb3qoqLkslo1oaZGOzu5XmxyspqammTdt0+1HXyQWh0OeZuatNMwNC4\/XyUjRsgwDLX9v4PS5GSN\/+YbPbNzp24YO1aSLzCUpA0REarrRsj1rXwzJXbmOPlmk8xX4JhczdcqlTTZv99gGZPrLklT4uNVFx6uaKdT1R38jGKdTrnDwzU0Pp7P0gFutKQ6\/5+7CrlGq+t7YSDi73JgcOMeBwY\/7vPg6+7736MBSn77299q9erV2r59uzZt2qTf\/e53+uCDD3TppZcqLi5Oc+bM0a233qoPPvhA27Zt07PPPqu\/\/\/3vysrKOqAXAWBgKJBvUPM8SYmS0vzPef71BZJizGaFZWWpKjFR6fn5sjociqqtVXRdneIdDtXGxGhzWpoaIyIU6e9P3RAZqXCPR5H+1pwWl0t1UVH6wOHQ7E2bdNr27drRKiRv3L1bUY2NcnXSldlltSqysVHDdu+WJNXZbKq1WBTjcimhokLpa9boyFWrNPOjjzR71Sod98EHCq+v129sNp3VwfnOnjlT2ydOVFJ5uYw2Yb3h9SqxokLbJ02Sa+JERbvdqrVaO64rKkqTN21S7F136cY\/\/1lvuN36o3\/bjtbn7PQn4AuuuhIuKVu+llxF8rXa8vifi\/zrF2jwBFySrzXhUXa7CtPTlVpSIrVtmGwYSi0t1ZaMDN3UQUs9DCyP6odwq+290Lxs8u8HAAAAdKRH33d2796tn\/\/859q5c6fi4+M1depUvfXWWzr99NMlScuWLdPtt9+uSy+9VHv27NGYMWN077336pprrumT4gH0Pa98LbgqJWXqhy+hcf7lfEkr5Au+FmdkaEl2tnbk5mpCYaESqqoU5vGofPhwbTziCFUlJmp0WZlG7typiqQkRTY0yBMeroaoKMkwlJ6fL0m64MknZamvV53FosfS0\/VxVpY+yshQRHKy6iMiZK2tlbOjllUulxoiIlSRnKwmSetTUrQrOVnHf\/yxbNXVCm9qUnVcnAy3WzG7dyvjq69klnTy22\/r0qef1ukXX6x3W3VLtISHa0d2tkYsXKixRUWqTEpSrdWqGJdLiRUVqo6P144FC5Q8dKjq\/GFa2xZfx7\/\/vo79\/HNF1ddr2saN8v7zn3LceafWZWdL06frHElft3qvza3e4+ZYLVzSPd34WTXP8Zgjaav\/ZxYhXwuuBa22DybLzWadkpUle0mJJufnqyQlpWV2xdTSUlUkJqpu3jzFMuj8gBcn3+yfzbMrdhT6nqmOu+MCAAAAUg9Drr\/97W9dbh8xYoSeeWZ\/c4ABCCXF8nVRTFX7LkQm+cblKvDvN1a+oKs2LU1PFxer0OFQwT\/\/qbHbtqkyMVEymVSYnq54h0NJ5eWK8HhUkpIir6SZa9cqpbRUpSkpqkxKagkqZuTlyV5SohOzs7Vi5kx9PnGiJufnyxkb225MruEVFfpm8mR9MXOmxhQU6H9yc5W+ebMyCgtlcbvlionR6NJS2WpqApqxxtXX69+\/+IUaf\/EL\/fLf\/9Yzc3+Ig34+d67+IWlUTo7Gbt2qhMpKNUZEaMvkydqxYIF+Pneuar1e3Z+eHtBVU\/IFXLM\/+URhTU1qDAtTXXS0IjweDXU4dOOjj+r9556TRb4Q6pvml9HBz+A8+Votdcdc+YKAtZJ2S0qWNFODqwVXW+9nZCg7O1vW3FylFxZqdFmZ3BaLNsyYobp58\/RIRkawS0Q3vSnpLElvKTDkMsn3e\/1mMIoCAABAyBjM33sA9AKnfGNwddwRz7e+zL9fsxizuWXsqSWRkarKyWlpZbN36FB9k5mpI9evl7epSfVRUUqoqpIklaakaO3MmZI\/JKqOi9M3mZmanJ+v41askHvhQv0nO1spCxdqQlGRyluFYcMrKuSIj9ebCxbohG+\/1bycHCVWVqoiKUkViYlKrKjQsD17ZDaMDsf7kXwfiE+dc46u+Pe\/9dc2QZf7zDP1xtq1qtm9W7HJyTp75kxZ\/K2+WrpqlpQoPT9fpSkpckVF6djPP28JuOqjo6WwMDWGhakxIkJR\/jHFCurrlRkRIZek7R3Uc56kZfv\/MbU7bnYPjwl1ORkZqklL0yPFxap0OpVos+l2u50WXCHoTfkmSviNpG2SxsnXRZEWXAAAANgfQi4AXbLJN8i8Sx1\/yXT5t9s6Ob65C2Nxbq7SWrWyeeGSS\/T5MceoPDlZ8Q6HrnrySVUmJbUEXC1MJpWkpCijoEC\/KC7We3Pn6gZJP8rJ0cStW5VUWamGiAh9M3my\/rNgge4+6yw9cP\/9Sqys1DeZmRpeXq6msDCFNzXJaxgdDu7ecin5Bn\/\/zfXX66szztDUyMiWbZbwcJ032xcdedS+pVTbrponbNqkqPr6loDL23rmP7NZDf7lhL\/\/XX+\/7jqFSbJLapSv6+c0+boodrcFF6RYs1mL\/OEqQlucpP8LdhEAAAAIOYRcALpkl28WxTwFjskl+boTlUqa4d+vMxdmZOiRtDStLC6W4XTKabOp2G6XYTYrTNLhmzbJUl8vV2cDt1utvnDM6Wsv9qe5c7XnzDP1+7Vr1bh7tyKSk\/XbmTN1Zni4rtu+XccWFqokNVUymWR1uZS8e7dsNTWdtuBqzSQp8\/vv9fR11+k3N9+s99t0dVupH8a8apRvzKuJ8g363rqr5sa77tK0jRtV52\/B1Vajf3aQMcXFGuI\/V5V8IdvPJF3ejVoBAAAAAD8g5ALQJbOkLEkl8g0ynyJfF0WXfAFXoqR56nyq1uaB6\/eZzcoaO1YeSR\/LN9vfEElDJRXbbKqzWGR1uVTdyYDybotFFtsP7cWGhYfrodntO+XtcToV7XbLZbUqsaJCmd9845vNsYtuim2ZJB336afy5uTolOzslqBrpaSF8s1YOFxSjKRa\/\/uy0H\/sXH9XzRuPPlref\/5TER6PGjsIuSL8M0x+b7erQVKkfC3iGiW9JGm++IAGAAAAgJ7gOxSA\/cqQr6VSrnyD0JfJF8jMkC\/g6mpY77YD10dIOqnVdoekCLtdhenpmpGXp28yMwO7LBqGUktLtX7aNBnbtyv7jTeUXFamnaNGqXrqVD143HEa0WpGxGHNgVlNjWasW6fUkhJ5TaZOQ7jOlA8frsTKSh2zYoV2paUp0WxWjr\/e8foh1IuTr0thkaTH5BscO1zS1ZdfLsedd2qow+FrtdVmkPxIr2+I+b\/\/4hdyydeCK1bSKPlaia3VoTeuFgAAAAAcDEIuAN2SId9YUcXyDTJvk6+L4v7Co+4MXG8ym\/VBVpbsJSUtA9S7rFZZa2qUtmWL4hwOXfH557rz7rsV2dAgsySvySR3dLQ2HHGEbvvtb\/Wsf6D439vteiA9XWe+9ZYO+\/ZbmSTVxcTI5nR2O+jySnLEx7eMBfar4mL9duxYbZWvBVfb85glJUn6Vj+EU+kWi+6+\/nrd+sADinW5VB8RocaICEU0NiqqsVF1\/lZpRlSUTJKaJNXJFwQ2yjfeFwAAAACg+5h2CkC3mSWNlXS4\/7k7HyCtB67vSPPA9S9mZOjp7Gytnz5dCVVVOvLLL3XShx9q+vr1mvXJJxpfXKzohoaWgePNhqHo2lod8\/nnWnLddbps5UpJ0hCzWdvPPVdD9u5VTG2t6qKiZJhM8kREyOjm62yIilK8w6HamBhZ3G7VOp3aLV\/4FNPJMVa1D6cW3X23\/rBwofbGxyvC41Fsba0iPB7tjY\/Xy+efL0k6+tNPFeXxKEa+cK1Evv99SO5mrQAAAAAAH0IuAH2qeeD6EqldyNQ8cP0oj0eXr1mjsfn5WjN7tv55ySWqiY1VtMul4bt3d\/pBZZIU1tSkETt36vL77tMuj0eSlGG1aveIEXLGxiqyoUFR9fWSfK2\/9hd0NZnN2jlypBL27NGIXbvktlgUY7MpWb6ulrWdHOfyb28bTi26+25V7dihhX\/6kx656SY9feWVWj99uo7\/+GNJ0tKrr9YrZ52lE1euVLj\/\/EnyzdjY22q8Xt29fbuyN23S3du3q8bfZRIAAAAABgO6KwLoU\/sbuL5+5UqdlJOjK7ZuVVRjo+rDwxXtdiva5VKc06n2Q7b7wq2AsMrr1ZSvv9bVn3yif514oiqdTu0bMkTfTJ6slLIyyTBkq672dQUMD1e4xxMQnDWfyx0ZqYaoKMkwFN7QIHtJid4\/+WT9n92uRPlmUcyXb+wssySv1ytvcbHCnE412mwab7drprl9JJduseiPv\/61frJype5euFDxDod2paRIkqrj4zU5P18PLFyohZLenjtXp6n3P5xvKihQdG6uDissVLrbrTqLRfelp6suK0uPZHQ1qhoAAAAAhAZCLgB9rrOB6xtWrtTv\/aFP+fDhcsXEKLW4WCN37ZKkLmdDbL3NMJsVVV+vod98I514ohJtNtVFR+v7MWMU53QqrbBQkuQJC5PZP8uiIanRZFK4YcgwmeSyWltmdoxzOBTR2Ki84cP1+bx5GuEPrrLlm0WxSFJqQYFOys1VemGhov2h0bfp6bo3K0uLOwiNij0eXZWTo3iHQ9+NHy\/DYpEk1cTF6bvx4zWhqEgLHntMn595ps4K792P5psKCjQpJ0eJlZUqSU31jXfmcmlaXp4qS0p0U3Y2QRcAAACAkEd3RQD9IkPSbZLulnSnpCs8Hl3bKvRxxsXJGxampIoKSV0HXO2YTDLMZtXF+EbMuslu15b0dMXW1up7u11hTU3yRESoKTxchnwBV\/OMi40REWoKC5MrNlYRHo+i6usVXV+v78eM0d9uv13vZ2TILenPkj6UdKKkCQUF+kVOjmbk5akqMVGb09JUlZioI\/LylJyToyUFBe1KvHHtWk3culXlw4cHzrQoSWazypOSNPHbb3X42rW92lWxxutVdG6uEisrlZ+ZqZq4OBlhYaqJi1N+ZqYSKysVvWIFXRcBAAAAhDxCLgD9pvXA9Q91EPrE79unaLe7fXfELnglyTC0Lz5ea44\/XtdKijWbVZeVpcrERI3ctUue8HDtGTJE1XFxclmtqo+KUnVcnNzR0WoymyWTSXuHDNGOUaPkionRruRkPXfXXfpg8mQtkjRK0g2SHpH0tNer41qFRq64OCksTLVxcSrMzFRCZaU8K1aotk1oFLV7t6IaG+WK6XjoepfVqsjGRiXt3t2rTWwfKS7WYYWFKklNlckUGB2aTCaVpKTosIICPVJc3ItXBQAAAID+R8gFICgsHYQ+cQ6HTPIHV93kldQYFaV3zjhD28eP13PyDd7+SEaGvs3O1qapUyVJMW63JGnvsGGqSkiQJyJC1fHx8vi7Blrq6mRualJNXJxenzdPfzrtNC2S9IAkh3yDysdIGlNcrHR\/aCSTSSb90OrMZDKpNCVFEwsK9HSb0Kg+OVn1ERGy1nY8dL3V5VJDRIQ8ye3nVSz1ejVn+3bN2rRJc7ZvV2kPWl1VOp2Kdrvlslo73O6yWmVxu1XpdHb7nAAAAAAwEDEmF4CgqGwV+jj9Y2E1tzRqbsXV3KKrs66LhqQaq1WfnniiHrztNpnMZtVJekjSIvmCrjWPPaa8\/Hylbdmi7WPGyB0drZjaWo0uK1NEQ4NMknaOGKGPjz9eCXv3qthuV\/VVV8lsNutxSR75Bspv\/h+BuFahUXPXx9b11VqtGlVWpoo2odEfZ85U\/sSJmpyfL2dsbOAL8Xo1vKJC30yerD\/ODOyseFxBgebk5upXrcb++nN6uj7MytIn3RhHK9FmU53FIqvLpRr\/+9ya1eWS22JRos2233MBAAAAwEBGSy4AQfHJzJnaOnGihpeXS\/6WSY74eBn+sbJad1ls23XRkK8Fl8Nm01+vukq3PPywtmRktHygFbXad3ZkpP6wcKEqExM1escO2aqr5Y6K0r74eEU1NKgpPFzFdruMsDCtPeEEld9wgxZnZOhvkqolRSrwg9LVKjTqqLYYf2iU1CY0soeH65nsbDni4zWhqEix1dWSpNjqak0oKpIjPl7PLFgge6tB548rKNDPOxj7a0Zenn6ek6PjOhj7q63m8clSS0pkGIHVGoah1NJSbcnI0E12+37PBQAAAAADGS25AARFY3i4HsvO1gMLF2pCUZH+P3v3Hh9nXeb\/\/zX3HJPJJGmbQw\/JEEohJ0QJgkUrHvlaIdB2lfWwCx7qorU0qxy2WpaKVYF+paihWEW76q6\/hQXZtFoUD\/sVXdCg1IDYJNASwiShTTI9TCaTzPGe3x\/3JE3SpE1L2yTt+\/l49DHJ3PfMfGaapJl3r+v69BQW0p+dTdTlIisWAyBpGGCao35QpYFQbi57583jZ9dey7q77gKHAyeQyJyzcMxj7aitpRa4qb6eRXv2UBgMEnc6+ePixfzXhz7Egssuo9Dn44t+P9mZ+WDtmcca+0Oy2++ntaKCmqYmdlVVkR4x5yqdTlPS2clfa2r44ojQ6Ll4nHu2b2deRwc\/ra3lkp07Kevq4jWsFs1d1dX8YM0a\/qu2dvg2nabJOzKzv3ZVVUHmcfpyc9lVVUV1czNXbNtGZ3k5JWMH2Y8wPJ+so4Oq5mY6SkqGd1cs7eykt6CAweXLyTnKfYiIiIiIiMwECrlEZEp4gZ9nQp01I8KnUH4+tkOHsKdS2NJp7Jnz00DKZmPv3Lk0V1XRdv75\/PATn8B0OHBjVXaZQBZw6ziPt6O2lueWLuWfGhuZ1d3NweJivrF4MT9wjP9jsAyrmiwJw2sAsBkGj69Ygb+jg+pMaDTo9ZIdiVDS2UmwoADH8uXDYdlntmzh85s28eC+fThSKZJ2O3uLi\/nZBz7A+cCXvvtd\/u9b38p\/jVnHPwQCfHLE7K9RMgPjK1ta+IdAgJvKyugASoFlWNVnI91XWcnNdXV0NjRwQWsrC7q6iHo8PFdTw+Dy5dw3ibZHOTkOAP8IvGqanBMIUBsOc47Px5V+Py4FjSIiIiIir4tCLhGZEn8CKrGCrieWLuXyxkaKurvpKS5m1v79rL3nHt70\/PO4EgnSNhsxl4u+vDxMh4P8cJjHr76a1kw4k8AKuAzgY1gD4sfzJoeD3y5ZMqn1rQTu4PDQ+ZHxQ3tlJfV1daz47\/\/mkp078UYiRLxedr75zbhXrOBLmXV9ZssWvnb77WQNDtLn8xFzu3HHYpS+9hrX\/\/jHNL7tbfzH5ZfjHCdoi09iYPyCri4OhMN8AkhhhXFzgVuAVWPOv6+ykv7ycu4LBAiGwxRkKtdUwXX6vBnYCVS0tLC8oYGKzJy1oMdDfUUFC1as4CMKHEVERERETphCLhGZEhUjPjYdDp4eET7ZTJOL\/vpX4m43PYWFDOTk0Ofz4UokiLtcLOjq4g0vvMAvrrqKtGEMV3B9DNhyktbnAW7C2l0xghV0DbVEDrVFkk4PD55PA5gm\/wN8CatF8fObNpE1OEhPYSFkwqRodjZRj4fZ\/f0AvBCPU+N0HvH4rhGzv\/qOMjA+7PORDbiBGNAF3J45Z2zQlWMYrC8rO5GXQ16nkQFXXX09BcEgHaWlw62j5zQ1Ee7o4KG6OgVdIiIiIiInSCGXiEyZTwA\/GOd6fyDABbt381xNzbgBj2kYVLa04A8EeGNZGZdgtShOVMF1ojZkLjdjDaFPYAVaF4wIKgJlZcNBxcXPP09pVxdX1NUx\/29\/48F9++jz+YYDrmGGQV+mQuu+n\/+cH1933RGP\/f\/5\/TwwYvbXqJbFzMD4nTU1DPj9w887Gyuc6wXuw6pGG9u6KKffAayAy2aaLD\/KnLU3NDfzyrZtxMvL1booIiIiInIC9Fu0iEyZb2KFRmP5JtGq54lG8YXDbAfWc\/IDriEbgNeAbwE3A3eMCSr6cnNJ2e3DQUVBMMhbt21jXiCAI5Ui5naPe79xjweA4s7OcY+XGAa\/W7GCYEEB1c3N5IZC2JNJckMhqpub6S0oYPuI2V9DDCAH2AtsP0mvgbw+\/5i59AcCVBxjztr8lhZ+HQic9jWKiIiIiJwJFHKJyJTJBZaOc314RKveeIZa9eJeLx9vb2f5Cy\/w8fZ2DpjmKVmnB1gNfB3430kEFZUtLUQ9HpJ2O+7MTpFjuaJRALpLSiZ83D9UVvIfdXX85eKLmbN\/Pxe89BJz9u9nZ00N99fV0T9BW5sHa0ZXx3E\/UzkVXs1cTia8dUWj7A+HT9\/iRERERETOIGpXFJEp9XPgKuAJMnOtgIDfT+sxWvUCJSV84KGHKH\/xRbKiUQY9Hr5eUcHuFSv4yVFmGplAAAgDPsDP8aX90UkOhH9u8WL2zp1LaWYnw1Eti6ZJbibAe8uFF\/LvL7zAnAl22PtDZSWd5eX8QyBAPBzG5fPxAb+fDsMgm\/Er2KJYQ+hLj+N5yalzDtDM6PB2ojlrcY+HOT7faV+jiIiIiMiZQCGXiEy5n2PNvPpc5uNuw2DbihX4Ozqobm6mo6RkeO5VaWcnSbud+Xv34u\/sHDW8u6apCX9HBx+sqxs36GoBGoBWrCDIgzUAfwXWTo+T4TlWUNHfjz2ZZH5vLz\/62Me45b77KOrtpS8nh5jHgzsaJbe\/n4HMbed8\/eu4+\/sJHWWHvRLD4HcjBsbHgXqsIfMeRod0JtAPlADLJvmc5NT6MTCHY4e3Czo7eammhtv8\/qlaqoiIiIjIjKZ2RRGZFnKBfwM+m\/n8pcpK6sdp1fvLm97EvrlzcaRS48\/E6u3l0h\/8gHc9\/zwr2tvpybQwtmAFQ01AAVaV0\/8D7gLeA\/xhkuv890xQUdrRAen0qGMFPT1c+ZvfcO4rr\/ChrVup3L2b\/73iCroLC8keHKQgGCR7cJDuoiL+duGFAPTNmUNHeTmhggLObWpisL6eh1pahu+zHViAVbG1IPO5C7gFa0fJXqzdH1OZy97M9TejofPTxWzgEiCdCW8nmrMWLCjgl8uX8ysNnRcREREROSGq5BKRaeVW4G6sSquXKyvZWF6OPxDAFw4T9vmwmSZ33nnnuDOxCoJB5u7dy8V\/+QvVu3axf84cvlFRwc4VK3hnZSVBoAr4NhAccbsI8Dasaq7mY6xvvmHw9DhVZqUdHSx56ilIp3n27W+n2+8nKxLBMzjIL5cupaWyEls6zb4FC3jjiy9yQWsrDiDm84FpEsvNJVBVhX\/EDnsFhsHI6UyDwLlYbZZ9mes2AfuwqrfsWBVcNwOrjveFl1PqWeDNwM5MeLu8oYGK1lYWZNpZn6+p4c\/Ll9NWWcn9WLPq9A+0iIiIiMjx0e\/QIjKtZAMfBx4EEoBhGHSVlWFiteJd+MIL487EKujt5S3PPIO3v5+Uw0FXJnyq+ctfqG5u5ifXXUf8jW9ks9\/PgQkqZVqA87CqyvYC84BfAHPHnPf7ykquqKvjbUNBRWcn5+\/Zw2BWFr+74gr6i4oAGMzNZU9VFYuam5kTjfIva9fyP4EAoccfp3fBAuZhhXkJrIDKbbPRk9lh7w2BAOERLYojhTNr7ANWYu2i2IFVnbaMU1PB9SfgrVgVY3asyrfLTsHjnMmeBX4GXFdZyTfKyzk3EKAkHCbt85Hw+7EZBoXAbqARWDKlqxURERERmXkUconItLMlc\/lDrBBoaM\/ELMA3zkwsWzpNRWsr2QMDhPLyrEH0WVm4YjFmHTjAopdf5qLnn6fpTW\/ijZWVbFuxgtYJhtO3jfi4GyvoKsUaVj\/S7ysrea28nBsCAbJbW\/nYgw\/Scc45RPPyRp1ns9nYW1LCuS0tPBIIQDiMNxrlUHY284BY5vklMx\/HvF7mdHXhOsYOe2Gs1sUy4Lqjnvn6jdlDkhTwlszHaeR4xIFC4BzDwFFWRiJz\/dBr7MWqMuyeisWJiIiIiMxwGvwhItPSFmA\/8GXgY5nLILBjnJlYeaEQBcEgfbm55IbDBAsKcMTjvOWZZ5i3bx\/758whbbORcLmoaWqirr6eihFzr46lA2sXxrHmGwa\/KSvjHQsWYDocRHNyxr39oNeLOxqlNxxmjs\/HgMeDe2Bg3HPdkQiDHg\/hSeyw97ZJP4MTNzbgOt7jMlox4ATG\/9u3WmedmfNEREREROT4KOQSkWkrG1iPVdG1DvgL8FvD4Lkxw7s9AwNkDQ6SFwoxkJ3Ni+XlVLz4ItkDA\/QWFtKfk4M9lSLuclnD6YNBlm3bhj0e521PPcWKxx7jbU89hZFMTriWDqzZV+Mp9PmIejxkRSLjHs+KRIh5PBT6fFzu99NcUUFJV9eRJ6bTlHZ20lJZSWASO+wdPOYZr8+fTvJ5AouBRUAPhysUh5hYGwecnzlPRERERESOj9oVRWTa24G1M+IerPlVzspKttbVcWVmJtac\/fuxJ5P0FBXx\/BvfSNLptCq78vLAZsMVi5F0OIi73WCz0VFSwnt\/\/Wve\/\/Ofs6CrC3ciQczpZM+iRdxfV8fPa2txRKN8autWytrbaS8r4\/srV\/J+j4emzJr+mkzyucZG8ru7OVRYyBUXXED188+zp6oK24iB+Ol0mnmdnbTU1PAvfj9fNAyeWLGCc157jXmAr6+P\/kz7ZWlnJ70FBWxfvpz0JHbYm3XyX+pR3noc500cD8pIDqAOWIvVGluI1aI4tDNmHrAG\/eMsIiIiInIi9Hu0iExrO7ACgRBQhFXdNQDsq6zksfJyygMBCIVY8uMfs\/CVVwgWFFDU04MzmSTkdEI6TW5fH3vnzSOUmZc177XXePOzzxLNyqJrwQIi2dl4Bwaobm5m49q1fPTHP+b\/\/OpX5PX1YaTTmDYbG+64g+3XXssHr7qKd\/72t7zt6af592CQtM1GzO1m79y5hPPyWNTczN6SEga9XrIiEeZ1dnKgoID85cvxGAZtQGtlJd\/5zGf48ssvM\/vAAeb39xP1eNhZU8P25csnnBc21tOn5BU\/LHWSzxNLbeZyKLgNYrUoVmMFXLUT3E5ERERERI5OIZeITFtJrCAgBCzkcH91LpADtBkG8bIyHgeudrnIra+nurmZUG4uScMgp78fTzTKQHY2rRUVVoWVabK4sRFHMkn7OecQzc4GIJybSzgnhzc1NQ3P64q53SQMA9\/AAHMOHuSTP\/oRN\/zoR8M\/OJN2O\/05OUTdbsoCAaIeD39461uZtX8\/c7u6iHk8tNTUkL98OXWZ4Gph5rYvlZfDyy9z9+234xoYIOzzEfD7SQPntLfjC4cPXzdOVZcPa+j8qWRncgGW\/RSv40xUCyzF2kWxG2sG12L0j7KIiIiIyOuh36dFZNpqxKp0KeLIAYIGVqvX7sx5v6ys5H11ddQ0NFDZ0oINmLN\/P3sWLaK1ooIDhYUAlHZ0UBgMcigvj2hW1ug7TafJHhjASKeJZGWRPThI9pjHdQ6dCjhSKXz9\/bjicdrOPZdZoRDF+\/Zx\/7e\/jTk4iMfno8fvZ59h8N\/AT4CvAPePuL8uv59Bp3WvF7S0sDzTgpkVjTLo8dBaUXHEbpA+oG+C1yxomtwUCBAKh8nz+djs91MwidbH8fyBw7soHus8OX4OYMlUL0JERERE5AyikEtEpq1urBlcY4OmIV6sVq\/uzOe\/rKykp7ycTwcCbH\/+eVY88gjuWIy4y4UtmcQbiVDe2koa2DdvHthG7w04f+9eHKY1Dtw7OHjUnQOHjjlSKYxolLJXX2X3okUs2rOH0L59PL1kdHwxNH+pCvgg8NPM9anMn4qWFurq6ykIBukoLSXi9eKNRKhpasLf0UF9XR19lZU8zcQVXNe0tHBhQwPvHxGSbaqo4G8rVvCzSbZAjnTZST5PRERERETkVFLIJSLTVjFW5dQAVoviWJHM8eIR1xUZBg1lZVBWxs0XXEBWQwMXtLayoKuLqMfDXy+6iNLOznEDLHcsBlhVWsdT+2RLp8mJRMg\/eBCnaVLU3T3+eaZJJBDglXCYt2dnj7r+gw8\/zJLf\/Y6E08ns3l6eetvb6MvNZVdVFdXNzSzbtg1XeTl\/NgzmA64x931NSwtXHSUku6au7oSCrjQcNexLH\/c9ioiIiIiInBoKuURk2loMLAKasWZwjQyeTKzd6Koz543nvspK+svLuS8QIBgOU+Dz8eH582l+5RWqm5sJ5+TAiFa+mMuFjaOHOuMZCoLmdnezb\/58eoqLjzinYmwrYk4OLFvGe198kQ\/ccw8feeih4SoygCVPPcVzF1\/ML66+mo6SEipbWvhSIECwrIy5wC3AB0yTTwcCHAqFeP+Pf0xBby+7qquHK9RGhmTV27YRLC8\/odbFNPAnrF0UU1gzuP6AKrhERERERGR6UcglItOWA6jD2l1xqN3Pi1XB1QvkYe1Gd7QfZDmGwfqyslHXfaWujrVr13JeWxs9hYXDVU9ZAwMkDQO7aR530AXgjsfpLSjgj4tHx24VLS388ze\/yQUvvkh\/Tg4H5szh4KxZ5ANfuf56qp9\/HiOdJg2kbTZs6TTOVIo379wJwK\/e9z4WdHXhC4cZALqAzS0tBBoaWN7aypz9+6loaWHvvHl0FxcTzMwfA8BmGw7JbgoEeHjMazFZl2FtBCAyGVFgK9CO1V67EvBM4XpERERE5OygkEtEprXazGU91hD6IFaLYjVWwFU7we2O5j9qa7ke+If6ehbt2UNhMEjc6WTXRRfx+1mz+PB\/\/ddxhVw2rGon0zD4zXveg+k4\/KPVZpp84e67+T+\/\/CXuWAy7aZKy2+mdN4\/WK66g\/MUXMdJW01\/aZgPDIJ1OkzZNjHSai5ua+ONllxH1eIj4fGQDBS0t3DSiNTGalcX5u3cz58AB3vLMMzzzlreMCroiXi8LuroIhcMn8GqJHJ\/1wGaszRGGqhzvAG4CNkzhukRERETkzKeQS0SmvVpgKdYuit1YM7gW8\/p+gP1HbS2vLV3KbY2NJLu76Sou5o+LF+NyOHjH\/\/wPC4LB47q\/QY+Hvrw8nrj66lHXf+wHP+Da7duxp1L0+3wknE6ciQQlHR20YrVgDgVq9nSadCplVXNlrnOmUnzokUd46B\/\/kajfTzIeZ+03vsFFL7zAixUVhHNyMEyTwawsBrOyyO3ro6K1lacLCqzQDPBGIkQ9HvJ8vtfxiokc23pgI1bVnwvrezQJhDLXg4IuERERETl1FHKJyIzgAJYc86zjM9\/hYOuSJczHehPuxQqdfvfOd\/LRn\/xkUvcxNHj9YG4uu974xlGtikYyycrvfx93PE5PYeHw\/C9fKDThD18b1iD7kQPdswcHmbd3L9d+97t85D\/\/k4ubmgCobG3lwOzZPHPZZQQLCpi3dy99Ph8FwSB5oRCH8vMhnaa0s5OdNTVs9vsn\/dqIHK8oVgVXksPfS2DNcHNitRk\/AKxDrYsiIiIicmoc\/wRiEZEzyFastioXh38gfvZ738NkcjsHDg2q9yQS3L9mzahWxcsbGynp7GQwKwv70FD5RALv4OBxrbGlspKSjg7u\/NKXKH\/pJZJOJwdnzSLq8VDY28t7f\/MbBt1uBrKzyevrI2twEM\/AALmhENXNzfQWFLBr+fITGjovMlnjfS8NMbCCrlDmPBERERGRU0HveETkrNaOFWaNrKyy5efz+7e\/HZhc0AWwe+FC\/K++yj233cZnHngARzRKUXc39nSaPp8PdywG6TT5fX3HtYNj3G7nl+99LyUdHfj6+jiYl0fKbscwTeJuNwfz8\/HEYlS8+CJ\/uvRS9s+ejT2ZpKSrizn797OzpoZf1NXxs8rKyb4kIieknSO\/l0ZyZo63n6b1iIiIiMjZR+2KInJWK8MKnJJYbVVDVvz+9zRccQXv+N\/\/PeI2JpA2DGzpNKTTGMAbX3iBN\/\/zP2Ok05g2GxvuuIPt115LzOUi5vHgSiTIHhjAmUhMem1p4Lk3vYkLX3yR4p4e7KZJcW8vzkSCrMFBQnl5JFwuItnZzDlwgKxolH3z5vGHt72N3\/zDPzAnL4\/Nfr8quOS0KGP876UhiczxstO3JBERERE5y+idj4ic1VYCuUAcK7waadnvf8+sjg5SWIFTKvMnbbeDzTa8c1wacMfjJJxO+rOzSTidzAqF+IeHHgIgt6+Prvnz6c\/JwbQdWcM19nGHhHNy6Ckq4qLnn8eRTJK02xnIzqbf68VIpZh18CDuwUESDgfuaJS3Pv009mSSX11\/Pb9+4xt5uKxsUgGXmUyy96mnaH\/sMfY+9RRmMjmp105kpKN9L5lYIVde5jwRERERkVNBIZeInNU8wE1YZa0RrOHZqcxlBIiWlPDIhz5EmhE7IaZS2FIpjLTVzJgGa+dEtxvsdhJuN\/1eL85kkqLubmIOByWdnRzMzaXl\/PNJc7gN0rTZYETwNXRsX34+NuCdv\/sdvnAYgJTDQdLhIJaVxcFZszANg7xQiHmvvYYnGmVBVxdv3rmT2265hY\/s2DGp5x\/YsYNXrroK44YbyPnc5zBuuIFXrrqKwCRvLzLkWN9LDmA1GjovIiIiIqeO2hVF5Ky3IXO5GWtw9lBbVT7Wm\/KPPvwwDwF\/95Of4EylMMhUdhkGhmkS9XiGd04cYqTTpGw2vAMDpO120jYb5wQCxN1u+rOzcWcCMtJpq+2Rw8FX1Okk5fUSTqUo6u3FZpoMZmVhmIfrYxJuN4MeD7MOHYJ0mojXy3MXXYQ3GqW6uZnb167lOuDR2tpxn\/NAMsmvNm3iss2b8UajREpKSHm9OAYGyG9uJrZ2LQHAP8HtRcZzrO+lDePfTERERETkpFDIJSKC9eZ7HdbOb+1Yc4NWcrjq5CMPP8xL\/f388o47KG1rY\/fChZBK8fkHHiDhGP2j1EilcMdi2NJpbEBPURHPvOUtvOm554i7XGy74Qau+MUv8DKiOgwr5DqQn084P9+a3xWPk7bZMNJpnr\/wQs7fs4dZBw8SybRE+vr6rJDN7aa9rAzT5SLschHOyeG8tjZW3n8\/Fy5dyt\/GrO+BHTu44Jvf5MqnnsKdSJBwOLC1t3OgpATbnDn05eSQ29ZG9P77MZcuxXDonwqZvGN9L4mIiIiInCp65yIikuHBqjaZyAU5OVzwjW8Mf\/7ZBx7AtNlwJpMk7JlR2+k0zkTicHWWzcbBWbOI5efzx3e8gwuam5nf0cG1\/\/Zv\/M8TT\/Dz972PK3\/xCw7MmsXLCxeC0wnpNJ7BQebu3Ys7FsMwTboWLKD93HN5yzPPMPvAAXLDYZzJJEmHg1f9fg4UFBxeqGHQU1jIot27yW9s5M1LlvBs5tADO3bwzrVrKcgMsh\/0eMBmI3tgAPfLL7MXcMyZw0BhId7du+lubGTekiUn82WWs8CxvpdERERERE4FzeQSETlBn1q5klBuLu54HDKthEY6jT2VwgTsmSqr52pqsAF2m429JSWc29LCf3d2AvDHz3+evfPn0zNvnhVwAfNee42LXniBkq4usgcH8cRivO+XvyQvFOL\/+4d\/YNuKFTx30UUkXC665s+ne968I9YW8XpxJRIUdXezEziA1aJ4QX09uaEQwcJCsNlI2e2kHA6iHg\/2VIrZnZ2k02mSXi\/2RIJYd\/fpeTFFREREREReJ4VcIiInqMbj4YGbbiLhcJATieCMRrElkxipFM5kEtNu50+XXYZjRLvfoNeLOxol2N8PwC2XXsqeRYso6ukB02ReVxcLX3kFdyyGaRiYWMPpvZEI7\/mf\/+GyP\/2JWF4ecbebqNvNgNc7anD9EG8kQtzppKe4GIB\/BB5ubOTcPXvoKSoi7nZbrZBDc75sNhJOJ1mDgyT7+nBEIqScTtyZ24uIiIiIiEx3CrlERF6HOzdsYOPatRzMy8OZTJIVjWJLp4m53Tz1trfxzLveNer8rEiEmMdDQU4OALMcDn5RV0coL4\/zXn6ZcwIBjFSKhN1uDa93ODiUl0c4NxdnIsHbnnqK3N5e\/nTllbxw4YXk9vUNV5ENM02KenvZc\/75\/HHxYgBeBSLd3bgTCQays+nz+RjMysKVSAzfPmW3W3PEolGye3uJnH8+xZnbi4iIiIiITHcKuUREJqEP+CTwrsxl34hjd27YQMdrr3HLt77FfTffzM+uuYbH3\/9+Gt\/5zlH3kU6nmdfZySuVlfxdScnw9d+qreV7GzcSLCgYHjZvT6eJO50cys+nPy+PUF4eB\/PyMEyTnssv5+YvfpFvr1tnhWNtbfhCIYxkEl8oxHltbYTy8rh\/zRrMTBXZOYC3uJiY00n2wAA2w6BrwQKSDgeeWAwjmcSeSEA6zaxgkGheHo41a44YOp8EngIey1wmT\/LrLCIiIiIicqI0eF5E5BiuAp7A2v0Q4Engh8BS4OeZ62o8HmpWW6O261tacNfXs6i5mb0lJQx6vWRFIszr7ORAQQH5y5fjNkb\/H8O3amv5ZksLlf\/6r\/Tl5JByOom5XDB0ns3GgNdL9uAgzlgMl2HwQG0t1wNr6utZtGcPhcEgcaeTXdXV3L9mDT+vrR2+\/x8DnsWLeXrRIiqam2nLyeFgZlj9gq4usgYHcSYSxF0uDlx8Me66Ovwjbg+wA6gH9gAJwAksAuqA0WeKiIiIiIicfgq5RESO4irgF+Ncn85cfxWHg64hdZWV1NfV0dLQwLmtrczt6iLm8dBSU0P+8uXUVVaSSCSOuE9nWRlxpxPTbifm8Rxx3B2NWi2FpaWANWfrF7W1PLF0KZc3NlLU3U1PcTF\/XLx4uIILwAfMBnA4eKmujvlr17KwrY2ewkIO5ecTt9spee01oh4PT990Ex++5ZYjKrh2AGuBEFAEZAMDQHPmelDQJSIiIiIiU0shl4jIBPqwKriGjBzvPlTV9UTmvNwxt62rrCRaXs4jgQAd4TCFPh\/\/4vfjMSbuEr9+2TL2zZ1LSVcXUY\/ncBUXgGmS299PR0kJ1y9bBlhztgBMh4OnlyyZ8H5LR3y8uraWB4AL6us5d0T11\/M1Nexes4bVtUdGVUmsCq4QsJDDfe65QA7QBtyPVdmmf1RERERERGSq6P2IiMgEPsfhMGvs\/oW2zLF05rx\/G+f2HsPghrKyST9ersvFj265hY\/efjtFvb305eQQ83hwR6Pk9vczmJXFr26+mTUuF2DN2WqexP2eM+bz1bW1DCxdysONjUS6u\/EWF\/PhxYv5P47x\/0loxGpRLOLIQY4GUAjszpw3cdQmIiIiIiJyainkEhGZwCuTPG8P1hD2bqAYWMyJ\/3Bds2oV9wPv27SJufv24evvJ2W301FSYgVcq1YNn\/tjYM4k7vPH41yX7XDwyaNUf43UjTWDK3uC414gmDlPRERERERkqijkEhGZwLlYQ+aPZQ9wAydvGPuaVavoW7mS\/9i+nXRHB7bSUq5ftmy4gmvIbOASYOdR7uuSzHmvRzHW8xrgyLZMgEjmePHrfBwREREREZHXQyGXiMgEvom1i2IasEejfGrrVsra22kvK+P7K1eSzAyHTwH5nNxh7LkuF6uvu+6Y5z0LvJnxg65LMsdfr8VYwV0z1gyukS2LJtALVGfOExERERERmSoKuUREJpCLNUz9svXrWb15M3l9fRjpNKbNxoY77uCBm27i7g0bKGdqh7E\/CxzA2m3xVawZXD\/m9VdwDXFgVaatxXpehVgtihGsgCsPWIP+QRERERERkaml9yQiIkexeP16btu4EWcySczlIuFw4EwmmRUKsXbjRgCe3LBh1G2mYhj7bODnp\/D+hyrS6rHaM4NYLYrVWAHXiVasiYiIiIiInCwT72UvInKWa45GWbV5M85kkn6vl4TbDXY7Cbebfq8XZzLJ6gceYCAaPeK2XqwZXWfSMPZarCDt37FaOf8deBwFXCIiIiIiMj0o5BIRmcB3t24lr6+PmMsFxpgfl4ZBzOkkLxTikq1bj7jtmTqM3YFVmfaBzOXIcuDXTJP3trez5IUXeG97O6+Z5pSsUUREREREzk5qVxQRmcCC9naMdJqEY\/wflQmnE3ciQVl7Oy0jrj+Vw9ijwFagHSgDVgKek\/wYJ+KKlhbe1tDA9a2tZEWjDHo83F9RwdMrVvD7ysqpXp6IiIiIiJwFFHKJiEygq6wM02bDmUySsNuPOO5MJDBtNtrLyghxeBj7q\/E4796+nZKODq4vLeWLy5Zxkcv1utezHtgM9GHt+GgD7gBuAjYc5Xan2hUtLXykvp6CYJCO0lIiXi\/eSISapib8HR1cUVenoEtERERERE45hVwiIhP49MqVhO64g1mhEAmnc3TLomniTiQ4mJ\/PCytXEsIaxn71li08vGkT8\/btw5FKkbTb2Tt3LqtuuYUtq1Yd9fHipsmvAwH2h8PM8fm40u\/HlXnM9cBGIAm4sH54J4FQ5nqYmqDrNdPkbQ0NFASD7KqqApsNgL7cXHZVVVHd3Mxbt23jtfJy5o9t+RQRERERETmJFHKJiEygyuNhw003cdvGjeREIsScThJOJ85EAnciQcLhYMvq1Tzp8dAI\/HjLFr52++1kDQ7S5\/MRc7txx2KUdnXx1dtvZxVMGHQ91NJCV0MD81tb8UajhDwe6isqWLBiBSsqK9mMFWp5OTxM0Y419ysCPACs4\/S3Lt4QCHB9aysdpaXDAdcwm42OkhIqW1q4IRDgN2Vlp3l1IiIiIiJyNtF\/q4uIHMX6DRv4+tq1HMzLw5lMkjMwgDOZ5GB+Pl9fu5b1GzbgAHLjcT6\/aRNZg4P0FBYSzc4mbbcTzc6mp7CQrMFBPnffffw1Hj\/iMR5qaWGwvp5zm5oIFRTQUV5OqKCAc5uaGKyvZ11LC31YFVxjf2gbWEFXCGtW1+kWDYfJikaJeL3jHo94vXiiUaLh8GlemYiIiIiInG0UcomIHMP6DRvofe01bvvWt7jv5pu57Vvforeri\/UbDjcI3r19O\/P27aPP5xt3J8a+nBzm7d3L3du3jzoUN026GhrICwYJVFURy80Fu51Ybi6BqirygkHytm0jbZoTlt46sWZ0tZ\/MJz1JHp+PQY8HbyQy7nFvJELU48Hj853mlYmIiIiIyNlG7YoiIpNQ5fHwrdWrJzxe3NGBI5Ui5naPezzm8eDr76e4o2PU9b\/t7GR+ays9paXYxrT72Ww2ekpKOK+lBX8gwL6yMo4cfw8JrCH0Zcf3lE6Kf\/f7ub+igpqmplEzuQBIpynt7GRnTQ3\/7vdPwepERERERORsokouEZGToLu0lKTdjjsWG\/e4OxolZbfTXVo66voD\/f24o1FiE7T7xTPtfnPCYeKAOea4iRVy5QErX++TOAHzDYOnV6wgWFBAdXMzuaEQ9mSS3FCI6uZmegsK+MPy5Ro6LyIiIiIip5zedYiInARfXLaMvXPnkhsOgzkmijJNcvv72TtvHl9ctmzUodk5OcQ8HtwTtPu5IhHiHg+X+nw4sIbMR4FU5jKCVZK7mtM\/dH7I7ysreaiujr9cfDFz9u\/ngpdeYs7+\/eysqeHhujp+X1k5RSsTEREREZGzidoVRUROgotcLlbdcgtfvf12inp76RsKr6JRcvv7GczK4ps338wWl2vU7d5VUsKWigrObWoiUFU1qmUxnU5T1NnJKzU1fMvvpxDYDPRxuEUxHyvg2sDU+n1lJa+Vl3NDIEA0HMbj8\/Hvfj\/3zKAKrgPAPwKvAucAPwZmT+mKRERERETkeCjkEhE5SbasWsUq4HObNjFv3z58\/f2k7HY6SkqsgGvVqiNu4zIMFqxYQaijA39zMz0lJcS9XlyRCEWdnRwqKGDB8uW4DIMNwDqsXRTbsWZwrWTqKrjGmm8Y\/KasbKqXcULeDOwc8XkzMAe4BHh2SlYkIiIiIiLHSyGXiMhJtGXVKv66ciWf3r6d4o4OuktL+eKyZUdUcI30kUy73ysNDcxvbcXV1UXc4+GVmhoWLF\/OR0a0+3mwKrfk5BkbcI20M3NcQZfMFEnTpCkQ4FA4TL7Px8V+P44ZVFEpIiIi8noo5BIROckucrl46Lrrjus2H6msJF5ezq8DAfaHw8zx+fig349rhr85HQDuBdqAhcCtQPaUrmi0A0wccA3ZmTlPrYsy3T3Z0kJbQwP5ra04o1E6PB5eqKhg4YoVvFOz8UREROQsoJBLRGSacBkGV5+idr+\/RaM8uHUrJe3tdJaVcePKlVzoObWNjquAH2INyB9yN\/BxYMspfeTJ+8fjOO\/np3IhIpNwyDRZFwhwIBxmts\/HXX4\/+Zkg\/MmWFvbV11MUDHKotJSk14sjEqGoqYl9HR08WVenoEtERETOeAq5RETOcBvWr2fV5s3c29eHkU5j2myE7riDDTfdxPoNp2Zk\/SrgQcDE2sbXyHwczVwP0yPoevUknydyqlzf0kJJQwNvaW0lKxpl0ONhY0UFnStW8IPyctoaGigKBukdsYFFMjeX3qoqCpubadu2jSXl5cOti9OlyjIObAc6gFJgGTBxc7eIiIjI0SnkEhE5g21Yv57bNm7EmUwSc7lIOBw4k0lmhULctnEjG+CkB10DWBVcJuDECrgA7JnrEsCPgE1MfeviOVhD5idznshUub6lhbfW11MQDNJRWkrE68UbiVDT1IS\/o4PPfuADLG1t5VBp6agdWgFsNhsHS0rIb2mhKRDg0rKyaVNluQXr58A+IIX1M2IucAtWUC4iIiJyvGb2sBcREZnQ36JRVm3ejDOZpN\/rJeF2g91Owu2m3+vFmUyy6oEH+Fs0euw7Ow73Yr15HqrgGmnousHMeVPtxyf5PJGT7ZBpUtLQQEEwyK6qKvpyc0nZ7fTl5rKrqoqCYJCqn\/0M++AgSa933PtIeb04o1EOhcPDVZZD36OOzOVQleXpCpe2ALcDXVhhd0Hmsitz\/XSo9BQREZGZRyGXiMgZ6sGtW8nr6yPmcsHYAfaGQczpJC8U4sGtW0\/q47YNPcQEx40x502l2cAlxzjnEjR0XqbOukCAitZWOkpLYUyVFjYbHSUllHZ0YKZSOCKRce\/DHomQ8Hhw+3yjqiydWNVTQx+bWFWWA6fs2VjiWBVcg0AhVrhlz1wWZq6\/L3OeiIiIyPFQyCUicoYqaW\/HSKdJOMbvTE84nRjpNCXt7Ue9nyDwTuC8zGXwGI+7MHNpTnDcHHPeVHuWiYOuSzLHRabKgXCYrGiUyARVWhGvl5Tdzt6SEvI7Okin06OOp9NpZnV2cqiykt\/6\/dOiynI7Vouib4J15AB7M+eJiIiIHA+FXCIiZ6jOsjJMmw1nMjnucWcigWmz0XmUHR2rsSorfodVefW7zOfVR3ncWwEPVpg1Nugaui4rc9508SywH3g\/UJW53I8CLpl6s30+Bj0evBNUaXkjEQazsnjx2mvpLyigsLkZeygEyST2UIjC5mb6CwpYuHw5r2QqOod++UthVUvFGF01daqrLDsyj+2e4Lgnc7zjFK9DREREzjwKuUREzlA3rlxJKDcXdzwO5pi4yTRxJxKE8vK4ceXKcW9fzcRD2ZuZOOjKxhpgbWANmU9gvWEd+tgAPsbUD50fazbwc2BX5lItijId3OX301pRQWlHB4yp0iKdprSzk5bKSr787nczt66Onosvxrt\/P3Neegnv\/v301NQwt66Od1ZWjqqyjANJYOge05y+KstSrPbE2ATHo5njpad4HSIiInLm0e6KIiJnqAs9HjbcdBO3bdxITiRCzOkk4XTiTCRwJxIkHA62rF7Neo\/niNsGOfaug82Z8wrGOTY0NPqHWG9Yh948Z2EFXBoqLTI5+YZB54oV+Ds6qG5upqOkZHh3xdLOTnoLCuhavpx8w+CdlZUsKS+nKRDgUDjMXJ+Pa\/1+HJkKrluxdlE81lYTfz3Fz2kZ1i6KXVhVWyP\/x9UE+oGSzHkiIiIix0Mhl4jIGWz9hg1sAFZt3kxeXx\/uTIviwfx8K+DasGHc231wkvf\/QeDJCY5twRoufS9W+9NCrDfZ062CS2S6+4\/KSq6vq6OkoYGK1lYWdHUR9XjYWVND1\/Ll\/Edl5fC5DsPg0glakLOBjwL\/dozH244VNOWcnOUfwQXcgrWLYm\/mcTxY4Vs\/Vhh+c+Y8ERERkeOhkEtE5Ay3fsMG\/rZuHV\/ZupWS9nY6y8q4ceXKcSu4hkx2Fs6xzssG1k92oSIyof+orORQeTnrAgEOhMPM9vm4y+8nf+zOqceQO4lzksAdwDdOZKGTtCpzuQlrCH0\/VotiCVbAtWqC24mIiIgcjUIuEZGzwIUeD\/WrV0\/6\/FImN3xaM3NETp98w+DbR9koYjIm+r42ABvW\/LyjnXcyrQJWYlWOdWD9PFmGKrhERETkxCnkEhE5w8U5\/jeRP8HaRfFYfvL6liYip9nIofL2SZ53KrmA607TY4mIiMiZT7srioicwbYAVcAnsObffCLz+bEGvxdkzjuaKsYfOi8i09dXOBxujdlzdfhzR+Y8ERERkZlGIZeIyBlqC1aw1YU1G6sgc9mVuf5YQdcuJg66qjLHRWRmyeHwxhJprPbEoT\/pzPUf4NQNnRcRERE5ldSuKCJyhjgUjfLI1q2429uJlpVx38qVDHo8FHL4fzSysXYx6wXuw5qHc7TWxV1AEOtN8VC7409QBZfITPZw5vInHJ7BBdYvhR8YcVxERERkplHIJSJyBvjB+vXUbt7Mx\/v6MNJpTJuNv7vjDrbcdBP\/tmHDqHMNrCqNvVizuo41D6cAePJULFpEpszDWDsa3oE1ZH4hVouiKrhERERkJlPIJSIyTUVNk0cCAXrDYQp9Pv7e78djHNll\/oP16\/nwxo04k0liLhcJhwNnMsmsUIjbNm7EBmwdE3R5sN7gdpyWZyIi01EO8I2pXoSIiIjISaSQS0RkGqpvaeFQQwPntrbij0aJejz834oK8lesIPvcc9m5dStl7e10zJvHl+6\/H2cySb\/XC5kQLGG3k3A6yYlE+MwDD\/Bv69aR9niG7z+KNXy6dGqenoiIiIiIyEmnkEtEZJqpb2nBXV9PZTDIa6WlDHq9ZEUiVDY1UfbYY5z38svc0N+PkU6TNk0cQNwwsJsmtmSStGGQMgwwDGJOJ3mhENds3cpPV68GrB3U+oESYNkUPk8REREREZGTSSGXiMg0EjVNDjU0UBkMsqeqCpvNBsBgbi4F3d1c\/Nxz2NJpom43CYeD7MFBSKVwmSbOSGR4d7SU3U7c7SbhdOJOJChtbyeFVcHVD2QBN3P0ofMiIiIiIiIziUIuEZFp5JFAgHNbW3mttHQ44AJIJpNc9uc\/YzNNUnY7KacTDAPTMCBl7Y9mA8zMbeymiScaJWm3Y9psvFJWRhCrRbEEK+BadbqfnIiIiIiIyCmkkEtEZBrpDYfxR6MMer2jrn\/TX\/6CJxYjZbeDzQbpNJgmRjJJGivgInOZNgzSponNNHGZJvtnzeLSlStZhDWDaxmq4BIRERERkTOPQi4RkWmk0Ocj6vGQFYkwmJs7fH3+oUOQTpO22axAy2bDbprY0+nRIVc6TTqdxjbiup9dey2fHDF0XkRERERE5Ex05F70IiIyZf7e7+eVigrmd3SQTqeHrz+Unw82G0YqRSrTgmgzTQDSNhtm5jwbYJgmtnSapGHQ5\/Pxq2uuOe3PQ0RERERE5HRTJZeIyDTiMQzyV6zgQEcHi5qb2VtSwqDXy57zziPhcOBKJBjMtCymjcz\/U2QqtxKGQXtZGe54nJjHQzg7m7xwmGhx8ZQ+JxERERERkdNBlVwiItNMXWUlsbo6Wi6+mFn793PuSy8xJxTiqSVLSDidZEejOKNRUlhVXAaQBrpKSnittJRXzjuP1+bNo2j\/fvacfz7fXLx4ip+RiIiIiIjIqadKLhGRaaiuspJoeTmPBAJ0hMMU+nws8fu5+847Wb15M3l9fbgTCdJAyjAY8Ho5MHs2RjKJNxKhqLeXUF4e31+zhp849KNeRERERETOfHrnIyIyTXkMgxvKykZdd+eGDXx\/3Tp2bt1KWXs77WVldM2dy2e\/+10W7dlDYTBI3OlkV3W1FXDV1k7N4kVERERERE4zhVwiIjPMpzwePrV69ajr2pct43ONjXi6u4kWF\/PNxYtVwSUiIiIiImcVvQMSETkDlDkcbFuyZKqXISIiIiIiMmU0eF5ERERERERERGY8hVwiIiIiIiIiIjLjKeQSEREREREREZEZTyGXiIiIiIiIiIjMeAq5RERERERERERkxlPIJSIiIiIiIiIiM55CLhERERERERERmfEUcomIiIiIiIiIyIynkEtERERERERERGY8hVwiIiIiIiIiIjLjKeQSEREREREREZEZTyGXiIiIiIiIiIjMeAq5RERERERERERkxlPIJSIiIiIiIiIiM55CLhERERERERERmfEUcomIiIiIiIiIyIynkEtERERERERERGY8hVwiIiIiIiIiIjLjKeQSEREREREREZEZTyGXiIiIiIiIiIjMeAq5RERERERERERkxlPIJSIiIiIiIiIiM55CLhERERERERERmfEUcomIiIiIiIiIyIynkEtERERERERERGY8hVwiIiIiIiIiIjLjKeQSEREREREREZEZTyGXiIiIiIiIiIjMeAq5RERERERERERkxlPIJSIiIiIiIiIiM55CLhERERERERERmfEUcomIiIiIiIiIyIynkEtERERERERERGa84wq5tmzZwkUXXURubi65ublcfvnl\/OIXvxh1TktLC9deey15eXn4fD4WL15MIBA4qYsWEREREREREREZ6bhCrpKSEu655x6effZZnn32Wd797nezbNkydu3aBcDLL7\/MkiVLqKio4Mknn+T555\/njjvuwOPxnJLFi4iIiIiIiIiIADiO5+Rrrrlm1Odf+9rX2LJlC42NjVRXV3P77bdz1VVX8X\/\/7\/8dPmfhwoUnZ6UiIiIiIiIiIiITOOGZXKlUiocffphIJMLll1+OaZo8\/vjjXHDBBbzvfe+jqKiIt7zlLWzbtu0kLldERERERERERORIx1XJBfDCCy9w+eWXE41GycnJoaGhgaqqKvbt20d\/fz\/33HMPX\/3qV9m4cSNPPPEEf\/d3f8dvf\/tb3vGOd4x7f7FYjFgsNvx5X18fAIlEgkQicYJPa+Ybeu5n82sgcibT97jImU\/f5yJnNn2Pi5z59H0+fUz278CWTqfTx3PH8XicQCDAoUOHeOyxx\/j+97\/P7373O\/Lz81mwYAEf+chH+M\/\/\/M\/h86+99lq8Xi8PPfTQuPd355138uUvf\/mI6\/\/zP\/+T7Ozs41maiIiIiIiIiIicYQYGBvjoRz9KKBQiNzd3wvOOO+Qa673vfS\/nnXce999\/P16vly996Uv867\/+6\/DxtWvX8tRTT\/H000+Pe\/vxKrlKS0sJBoNHXfiZLpFI8Otf\/5orr7wSp9M51csRkZNM3+MiZz59n4uc2fQ9LnLm0\/f59NHX10dBQcExQ67jblccK51OE4vFcLlcXHrppbz44oujjr\/00kucc845E97e7XbjdruPuN7pdOqLCL0OImc6fY+LnPn0fS5yZtP3uMiZT9\/nU2+yr\/9xhVzr1q3j\/e9\/P6WlpYTDYR5++GGefPJJnnjiCQBuu+02PvShD3HFFVfwrne9iyeeeIKf\/exnPPnkk8f9BERERERERERERCbruEKu7u5urr\/+evbu3UteXh4XXXQRTzzxBFdeeSUAK1as4Dvf+Q533303dXV1lJeX89hjj7FkyZJTsngRERERERERERE4zpBr69atxzznk5\/8JJ\/85CdPeEEiIiIiIiIiIiLHy5jqBYiIiIiIiIiIiLxeCrlERERERERERGTGU8glIiIiIiIiIiIznkIuERERERERERGZ8RRyiYiIiIiIiIjIjKeQS0REREREREREZjyFXCIiIiIiIiIiMuMp5BIRERERERERkRlPIZeIiIiIiIiIiMx4CrlERERERERERGTGU8glIiIiIiIiIiIznkIuERERERERERGZ8RRyiYiIiIiIiIjIjOeY6gWIiIiIiIjImaU5maSusZG87m5CxcXUL15MlUNvP0Xk1NJPGRERERERETlprt2xg8\/W1\/OdPXtwJxLEnE72LFrEF+rq+Glt7VQvT0TOYAq5RERERERE5KS4dscO7lq7lrxQiJ6iIiLZ2XgHBqhubuautWu5FhR0icgpo5lcIiIiIiIi8ro1J5N8tr6evFCIlxcuJJybi+lwEM7N5eWFC8kLhfjs\/ffTnExO9VJF5AylkEtERERERERet7rGRhbt2UNPUREYY95qGgY9hYUs2r2busbGqVmgiJzxFHKJiIiIiIjI65bX3Y07kSCSnT3u8YjXiyuRIK+7+zSvTETOFgq5RERERERE5HULFRcTczrxDgyMe9wbiRB3OgkVF5\/mlYnI2UIhl4iIiIiIiLxu9YsXs2fRIop6esA0Rx80TYp6e9lz\/vnUL148NQsUkTOeQi4RERERERF53aocDr5dV0coL4\/z2trwhUIYySS+UIjz2toI5eXx7TVrqHI4pnqpInKG0k8XEREREREROSl+WlvLtcBn6+tZtGcPhcEgcaeTXdXVfHvNGn5aWzvVSxSRM5hCLhERERERETlpflpbS\/PSpXymsZG87m5CxcXUL17MT1XBJSKnmH7KiIiIiIiIyElV5XDwmyVLpnoZInKW0UwuERERERERERGZ8RRyiYiIiIiIiIjIjKeQS0REREREREREZjyFXCIiIiIiIiIiMuMp5BIRERERERERkRlPIZeIiIiIiIiIiMx4CrlERERERERERGTGU8glIiIiIiIiIiIznkIuERERERERERGZ8RRyiYiIiIiIiIjIjOeY6gWIiIiIiJwJDpgmNwcCHAqHyff5uM\/vZ7ah\/1MWERE5XRRyiYiIiIicgKhp8kggQG84zJ+7u1nY2Mi7XnqJrGiUQY+Hr1dUsHvFCn5SWTnVSxURETkrKOQSERERETlO9S0tHGpo4NzWVqp6eqhtayPucrHzkkt4sbwcbyRCTVMT\/o4OPlhXp6BLRETkNFD9tIiIiIjIcahvacFdX09lUxP758zBFYtBOo1hmlTv2sWsAwfoy81lV1UVBcEgi7Zt44BpTvWyRUREzngKuUREREREJilqmhxqaGB2MMieqips6TRzDhzgQEEBvYWFZA8MUNHaii2dBpuNjpISKltauDkQmOqli4iInPEUcomIiIiITNIjgQDntrbyWmkpNpsNVyyGM5kk7nSCzUZfbi4FwSB5oRAAEa8XTzTKoXB4ilcuIiJy5lPIJSIiIiIySb3hMJ5olEGvF4C4203C4cCVSFifu1w4kkmrhRHwRiJEPR7yfb4pW7OIiMjZQoPnRUREBIC\/RaM8uHUrJe3tdJaVcePKlVzo8Uz1skSmlUKfj6jHQ1YkwmBuLpG8PIIFBczbu5fewkJc8ThJh4O42w3pNKWdneysqeE+v3+qly4iInLGUyWXiIiIsGH9eornz+feujpu3rSJTXV1zCsuZsMdd0z10kSmlb\/3+3mlooL5HR2k02kMm40XKyoYyM6msKeHOfv3s3\/2bEygurmZ3oIC9ixfzmxDv3aLiIicavrXVkRE5Cy3Yf16btu4kVmHDpG22TANAxswq6+PL9x1F5tXrZrqJYpMGx7DIH\/FCg4UFLCouZnsUIj+WbPYVVWFabdj2mzE3G7mHDjAzpoa\/l9dHT+prJzqZYuIiJwV1K4oIiJyFvtbNMqqzZtxJhKkHA5s6TSmYWACpNO4Egk++YMfsPLTn6bmTW9iJaAGRjnb1VVWUl9XR0tDA+e2tjK3q4uYx8NjH\/0obZddRl9xMfk+H\/f5\/argEhEROY0UcomIiJzFHty6lXtDIVKGMRxwYbNZB202koaBOxbjmi99iesaGrjDMLgJ2DClqxaZenWVlUTLy3kkEKAjHKbQ5+MLfj8ehVoiIiJTRiGXiIjIWaykvR0jncbMtCkOB1wZpt2OwzRZtGcP5wYCvFxWxsbMMQVdcrbzGAY3lJVN9TJEREQkQ\/\/VJCIichbrLCsjbbNhpNPjHjdMkzQQc7vJC4fxAkngASB6GtcpIiIiInIsCrlERETOYjeuXElfTg6GacLYoCudxpFKEXO7aa6sJOLzYQBOIARsnYL1ihyvpGny5\/Z2fv3CC\/y5vZ2kaU71kkREROQUUbuiiIjIWexCj4cNdXV84a67cCUSJA0D027HME0cqRQpm41XFi6k5cILec3vB6yQKwG0T+XCRSbhyZYW2hoayG9txRmN0uHx8EJFBQtXrOCd2vFQRETkjKNKLhERkbPc+q98hQdvvJGoy4XdNHElEthTKaJuNy9VVPD7d7yDJ5Yvh8xA7QRgA8qmcM0ix\/JkSwv76uspampioKCA\/eXlDBQUUNTUxL76ep5saZnqJYqIiMhJpkouERER4aYtW\/jhpz9N\/vr1LHr55eEWxeYLL+SXy5fTlql6MbFCrnxg5RSuV+RokqZJW0MDRcEgvVVV2DIbKiRzc+mtqqKwuZm2bdtYUl6OQ7shioiInDEUcomIiAgAH3\/Tm0hu20ZTIMDD4TDbfT7a\/X4chjHcopjA+uVhNeCZ0tWKTKwpECC\/tZVDpaXDAdcQm83GwZIS8ltaaAoEuFS7I540\/ckkWxsbGejuJru4mJWLF5Pj0NsNERE5ffSvjoiIiAxzGAaXlpVxKeAFNgN9HG5RzMcKuDZM2QpFju1QOIwzGiXp9Y57POX14uzq4lA4fJpXdua6Z8cOLq6v5+o9e3AnEsScTp5etIimujq+UFs71csTEZGzhEIuERERGdcGYB3WLortWDO4VqIKLpn+8n0+OjweHJEIydzcI47bIxESHg9zfb4pWN2Z554dO6hdu5a8UIieoiIi2dl4Bwaoam5mwdq13AMKukRE5LTQEAIRERGZkAercuvrqEVRZo6L\/X4OVVSQ39FBOp0edSydTjOrs5NDlZVcnNkxVE5cfzLJxfX15IVCvLxwIf25uaQdDvpzc3l54ULyQiEuvv9++pPJqV6qiIicBRRyiYiIiMgZxWEYLFyxgv6CAgqbm7GHQpBMYg+FKGxupr+ggIXLl2vo\/EmwtbGR8\/bsoaeoCNuY19NmGPQUFnLe7t1sbWycohWKiMjZRP+yi4iIiMgZ552Vlcytq6Pn4ovx7t\/PnJdewrt\/Pz01Ncytq+OdmR1D5fUZ6O7GnUgQyc4e93jE68WVSDDQ3X2aVyYiImcjzeQSERERkTPSOysrWVJeTlMgwKFwmLk+H9dmdgyVkyO7uJiY04l3YID+ceafeSMR4k4n2cXFU7A6ERE52yjkEhEREZEz1tCOoXJqrFy8mKcXLaKquZlwTs6olsW0aVLU20tzdTUrFy+ewlWKiMjZQv+NJSIiIiIiJyTH4aCpro5QXh7ntbWREwphSybJCYU4r62NUF4eTWvWkOPQ\/62LiMipp39tRERERETkhH2htpZ7gIvr6zlvzx4Kg0HiTifN1dU0rVnDF2prp3qJIiJyllDIJSIiIiIir8sXamvpX7qUrY2NDHR3k11czMrFi3mfKrhEROQ00r86IiIiIiLyuuU4HPzzkiVTvQwRETmLaSaXiIiIiIiIiIjMeAq5RERERERERERkxlPIJSIiIiIiIiIiM55CLhERERERERERmfEUcomIiIiIiIiIyIynkEtERERERERERGY8hVwiIiIiIiIiIjLjOaZ6ASIiIiIiInJ6DAD3Am3AQuBWIHtKVyQicvIo5BIRERERETkLrAJ+CERHXHc38HFgyxSsR0TkZFPIJSIiIiIicoZbBTwImFgza4zMx9HM9aCgS0RmPs3kEhEREREROYMNYFVwmYAz88c+4mMT+FHmPBGRmUwhl4iIiIiIyBnsXqyKraEKrpGGrhvMnCciMpMp5BIRERERETmDtWUuJ3rzZ4w5T0RkplLIJSIiIiIicgZbmLk0JzhujjlPRGSmUsglIiIiIiJyBrsV8GCFWWODrqHrsjLniYjMZAq5REREREREzmDZwMex3vwlMn9SIz42gI9lzhMRmckcU70AERERERERObW2ZC5\/iDWEfqiiKwsr4Noyzm1ERGYahVwiIiIiIiJngS3AJqxdFNuwZnDdiiq4ROTMoZBLRERERETkLJENrJ\/qRYiInCKaySUiIiIiIiIiIjOeQi4REREREREREZnxFHKJiIiIiIiIiMiMp5lcIiIiIqfQRmAPGvAsIiIicqqpkktERETkFPh85vIu4EfAl4A5wKopW5GIiIjImU0hl4iIiMhJtgr4YeZjA6t03gCiwIMo6BIRERE5FRRyiYiIiJxEA1gBl5n53AnYM5fOzPU\/ypwnIiIiIiePQi4RERF5XQaADcDHM5dne3hzL1bF1ni\/ZBmZP4OZ80RERETk5NHgeRERETlhQ2150RHX3Y0VeG2ZgvVMB22Zy4n+J9HAquZqm+C4iIiIiJwYhVwiIiJyQlZhzZcyOVyhZHJ47hScnUHXwsylOcFxc8x5IiIiInJyqF1RREREjtvIuVNDs6Y0d8pyK+Bh\/JDLzPzJypwnIiIiIiePQi4RERE5biPnTo39ZeJsnzuVjdWuOfS6JIBU5jKRuf5jmfNERERE5ORRu6KIiIgcN82dOrotWJVtYL0OyczHWVgB19nYxikiIiJyqinkEhERkeM2cu6UfZzjmjsF3wB+DqwD9mC9Frdyaiq4DgH\/BLQDZcD3gPxT8DgiIiIi05lCLhERETlut2Ltohjl8OD5IZo7NdparDllp8oVwP+O+PxZ4CfA24Hfn8LHFREREZluNJNLREREjtvIuVNDs6Y0d+r0GxtwjfS\/meMiIiIiZwtVcomIiMgJGZor9UMOV3SB5k6dLoeYOOAa8r+Z8\/JP8VpEREREpgOFXCIiInLCtgCbsHZRbOPUzp2S0f7pOM579FQuZBrpjMe5Z\/t2cjo66C8t5QvLllHick31skREROQ0UcglIiIir0s2sH6qF3Ga\/dU0uS4QwBUOE\/f5eNTv5yLj9E6BaD\/J5810t2zZwo2bNnHXvn04UimSdjt7587llltuYdOqVVO9PBERETkNFHKJiIiIHIfqlhaubWhgXWsrWdEogx4PD1VU8JEVK9hVWXna1lGGNWR+Mued6W7ZsoV1t99O1uAgfT4fMbcbdyxGaVcX626\/nVtAQZeIiMhZQIPnRURERCapuqWFm+rrqWlqYn9BAS+Wl7O\/oICapiZuqq+nuqXltK3leyf5vJmqMx7nxk2byBocpKewkGh2Nmm7nWh2Nj2FhWQNDnLjfffRGY9P9VJFRETkFFPIJSIiIjIJfzVNrm1ooCAYZFdVFX25uaTsdvpyc9lVVUVBMMg127bxV9M89p2dBPnA249xzts584fO37N9O\/P27aPP54OxLaOGQV9ODvP27uWe7dunZoEiIiJy2ijkEhEREZmE6wIBKlpb6SgtBZtt9EGbjY6SEipbWrguEHjdjzUAbAA+nrkcGOecpGmyqb2da154gXPa27GNCdfeDvz+da9k+svp6MCRShFzu8c9HvN4sKdS5HR0nOaViYiIyOmmmVwiIiIik+AKh8mKRol4veMej3i9LOjqwhUOv67HWQX8EIiOuO5urMBrS+bzJ1taaGtoIL+1lX+KRol6PLxUUcH\/rliBr7KS73HqKrgOxONs2b4de0cHqdJSVi1bxuwp3MGwv7SUpN2OOxYjmn3kvp7uaJSU3U5\/aekUrE5EREROJ4VcIiIiIpMQ9\/kY9HjwRiL05eYecdwbiRD1eIj7fCf8GKuABwETq9zeyHwcBb4D\/Ba4oKWFZfX1FAaD9JWWkvR6cUQivLGpifM6OphbV0f+KRqAf9eWLXxg0ybWjNnB8Du33MK6KRrs\/oVly9g7dy6lXV1EPZ7RLYumSW5\/Px0lJXxh2bIpWZ+IiIicPgq5RERERCbhUb+fhyoqqGlqYldV1eiWxXSa0s5OdtbU8Kjff0L3P4BVwWUCTkbMlIhGuXHrVsra23nV72f2gQPkBoP8paoKj83GXCCZm0tvVRWFzc20bdvGkvJyHGPmU\/UBnwNeAc4FvgkcGdVN7K4tW\/j0BDsYfvr227kLpiToKnG5uOWWW1h3++0U9fbSl5NDzOPBHY2S29\/PYFYWD958M5umsNpspjgUjfLI1q2429uJlZXx9ytXku\/x0DYwwH\/dey\/z2trYu3AhH7r1VhaOUzUnIiIy1RRyiYiIiEzCRYbBR1aswN\/RQXVzMx0lJUS8XryRCKWdnfQWFPCz5cu5Z+zw80m6F6tia6iCC+AL69ezevNm8vr6MNJp0kDS4aDpTW9iV3U1UWAfMBew2WwcLCkhv6WFpkCAS8vK6AGuBZ4DYiMe60msQG0p8PNJrO1APM4HRuxgOFQtFc3OJurxUNTbyz9+7Wvcmp+Pp7SUWxcvJt9x6n7NjCeTPNXYSH93NznFxdz9T\/\/EF4EbN21i3r59+Pr7SdntdJSUWAHXFFWZzSQ\/WL+e2s2b+Xjma8202QjdcQfPLFxI9a5d\/Es0ig1IA4N33813Pv5xPrNly7HuVkRE5LRSyCUiIiIySbsqK6muq+PahgYqWltZkGmR21lTw8+WL2fX62gTbMtcjgy41m7ciDOZJOZykXA4cCcSuGMxLn32WeIeD0++611EgRRgB1JeL86uLg6FwywCXj7K46WBXwBXceyga8v27ayZYAfDrGgUI5lkQVcXa1evJpSfT+OiRfy2ro6NtbXH+zIc0+M7duCrr6dszx5ciQRxp5PGRYt4d10d3uZm1m3fTk5HB\/2lpXxh2TJVcE3CD9av58NjvtacySSzDx5kzs6dACQNA9MwMEyT7GiUlQ8+yHdAQZeIiEwrCrlEREREjsOuykr+Wl7OdYEArnCYuM\/Ho37\/CVdwDVmYuTQBolFWb96MM5mk3+sdDpYSNhv2ZBJHKsWlf\/oTv3\/72zEdDg4AhYA9EiHh8fBVn++oAddIT2C1Mh6tddE+wQ6GWQMDzDp4ECOZBCCUl0coP5\/q5mZK1q5lLZzUoOvxHTtYuHYtOaEQ+4uKiGVn4x4Y4NzmZvrXruV5YPN11520xzsbHIpGqZ3gay07GiWdOc+028EwMO124qaJK5HgH3\/0I9o2bVLrooiITBuv77cxERERkbPQRYbBi2VlvPCGN\/BiWRkXvc6AC+BWwIMVcn1q61by+vqIuVyjKqdMm42Uw0HKZsMTjVLzl78AkATS6TSzOjvpqazkz8cxFyyNNavraFIjdjA8fMM0uX19GKZJym4nbRjEsrII5+by8sKF5IVCvOv++zmUCcBer3gyia++npxQiM6FC4nm5pJ2OIjm5tK5cCE5oRC+++8nfpIe72zxyARfa0N\/17bMH8M0D9\/IMEgaBlmDg\/zXvfee3gWLiIgchUIuERERkWkgG\/g41i9nZe3tGOk0ibFzrWw2Ek4npt2ODSju6cGeTJIXClHY3Ex\/QQHbly8nfZyh2yvHOL4qs4NhbjgMmbDDHYvhSCZJ2WzYTZOY00nvnDnWDQyDnsJCFu3ezb2Njce1lok81dhIyZ497C8qwjbm+dkMgwOFhZTs3s1TJ+nxzhbuCb7WRoVagC2dHvW5aRjYgHltbZxqUeAB4LbMZfSUP6KIiMxUCrlEREREpoktwI1Ae1kZps2Gc5yqJNNuJ2UYpG02UnY7F7z0EkX799NTU8Pcujr+dgJzwc49xvHZLheP3XILg1lZFPX24olEcMTj2FIp7KaJabfTWVoKdvvwbSJeL65Eglh393GvZzz93d3W\/U3QGhf1enEmEvSfpMc7W8Qm+FozxwSJ6ZG7iWKFYGlg78KFnErrgfnAPwP3ZS7nZ64XEREZSzO5RERERKaRLcC9K1cSuuMOZoVCJJzO0cPeTRNXMsmBWbP4xx\/9iIsTCf7F5+Nivx+HYbAA6DyOx7MB35zEeetWreIu4AOZHQxdiQQ2IO50EvD72btgwajzvZEIcacTd3HxcaxmYjnFxdb9DQwQzT1ygpgnEiHhdJJzkh7vbPH3E3ytxdxuPPH44ZlcY74GHabJQFYWH7r11lO2tvXARqx2XBfWG5ckEMpcD7DhlD26iIjMRKrkEhEREZlmbvV4eOCmm0g4HOREIjijUUilcEaj5EQiJBwOHli9mgsqKnj0DW\/g0rIyHJkQ4qfH+VhLOfrQ+ZHWrVpFYXMz9\/\/gB9z3ta\/x1ze8geDs2eydN2\/0iaZJUW8ve84\/n1sXLz7OFY1vyeLFdC5axJyeHtJjWunSpsns3l46zz+fJSfp8c4W+R4PO8b7WovHGfkqG6kUpFIYiQSuRIKUYfDjj33slA2djwKbsUItL+DG2kHUnfk8iVoXRUTkSAq5RERERKahOzdsYOPatRzMy8OZTJIzMIAzmeRgfj4b167l5g0b+Pk4tysCzpvE\/duA98O493E0s10ubr\/uOtbdeisP33UXodmzOa+tDV8ohJFM4guFOK+tjVBeHr9ds4b8sXPFTpDL4SBcV0d\/Xh4lbW1khULYkkmyQiFK2troz8sjvGYNrpP0eGeTT2zYwMPjfK0dmD2bP19yCQMeD\/ZMBaE9U8G19cYb+cyWLadsTVuxdv10ceQbFgNwYlV0bT1lKxARkZlIvwWIiIiITFN3btjAt9et44WtWylrb6e9rIw3rFzJnR7PUW+3B1gEvDzOMRfwD1gtipOt4JrIxtpa1gLvqq9n0Z49FAaDxJ1OdlVX89s1a9hYW\/s6H2G0q2treRzw1ddTsmcPs4NBEk4nr1RXE16zhqtHPF7cNPl1IMD+cJg5Ph9X+v24TsIumNPBAHAv0AYsxNqZ82j1VHFgO9ABlALLsL4ORvrEhg0cWreO73zve7heeIHeggJ+\/rGP8dD55\/NaNMoj997LgrY2uhYu5O9vvZXPnKIKriHtQCrzcQIr2Bqq5gIr5EpkzhMRERmikEtERERkGvusxwOrVx\/37fYAPcC1QBewAKuVseikrs4Kug4tXcq9jY3EurtxFxdz6+LFLD1FFVVX19bSt3QpmxsbGezuJqu4mJsWLyZ3xOM91NJCV0MD81tb8UajhDwe6isqWLBiBR85gcH808kq4IeMbtO7G2tnzvHqqrYAm4B9WKGRHZgL3JK5r5He+8orXBkOUxGNUr5nD\/6vfY3vVlTw0xUrGFy\/ngRWuPR7oA6YKMKcTKh2LP+TuUyNuExk1p+T+dgGlB3n\/YqcKgPJJA83NhLp7sZbXMyHFy8mW5WlIqedvutEREREzlBFQONpeJx8h4OvLllyGh7JGka+2eGgb8kS0lhBx73ATVhDyB9qaWGwvp5zg0F6SkuJeb24IxHObWoi1NHBQ3V1MzboWgU8CJhYlU1G5uNo5noYHXRtAW4HBgEfViVUDCv0vH3EfQK8uaWFlfX1FASDdJSWEvF68UYi1DQ14e\/ooL6ujvmVlQwAzcDazO3GBl3HE6pN5MNA0wTHUkA483E+sHKS9ylyKj2wYwcX1NdzxZ49uBMJYk4nTy9axEt1daw+yRWtInJ0Z0bNtoiIiIic8YZ22wthVRRlc3g200bgX02TroYG8oJBAlVVxHJzwW4nlptLoKqKvGCQrm3biI8ZXD8TDGBVcJlYz9mJFSANfWwCP8qcB1Y11SasgKsQ67WyZy4LM9fflzmv3TS5sqGBgmCQXVVV9OXmkrLb6cvNZVdVFQXBIMu2bWPQNK0W13icykcf5Tf33ccHH32UR+Jx4HCo1pV5nILM5VCoNpkJXv3AT45xzlDItxo4euOuzETtpslb2tu55IUXqGpv5wOmyQYOf21PNw\/s2ME7166lormZUH4+7eecQyg\/n4rmZt65di0P7Ngx1UsUOauokktEREREpr2xu+0N\/U\/tUNATAf47EOBfW1vpKS3FZrONur3NZqOnpIT5LS38OhDg6rKyST1uv2lyXyBAMBymwOfjZr+fnCmY7XUv1mswVME10tB1g5nz1mO1C+7DquAa7\/wcYC\/wI9Pk\/\/vDH7j5j3+kp6gIG5AeebLNRkdJCZUtLfwkEODSX\/yC727axLx9+3CkUiTtdvbOnctnbrmFX69aRT9WsDVUZZeNFUT1YoVqKzl66+IdHG5RtI\/4eKyLsSr35Mzy5pYWrmxo4LOtrWRFowx6PLRWVPDQihXcXVk5YVvuVBlIJrmgvp7cUIi2hQuxZX42RHJzacvJYWFbG+fffz8DS5eqdVHkNNF3moiIiIhMe5PZbc8eDuOMRol5vePeR9zrxdXVxf5weNzjY93c0kJWQwMXtLZSkXnDfXdFBYMrVnDfaW55bMtcThSvDbUuDp3XgRUQuSc43wMUtLTQ1tDA5\/\/4Ry5+7jkO5OdT1t5Oa0UFwcLC4XMjXi8Lurq44fvfZ\/W3v03W4CB9Ph8xtxt3LEZpVxdfu91qgPzuqlWEMrezY21ukMvhUG07cN0knucQe+Z5pcdcP+8o9yEz02RaZh\/MfN9Nl6Dr4cZGrtizxwqIx4TfNsOgp7CQhbt383BjI588TS3dImc7tSuKiIiIyLTXjhV0TPQ\/tE4g7PMR9XhwRyLjnuOKRIh7PMzx+Y75eDe3tHB+fT1vampif0EBL5aXs7+ggDc1NXF+fT03t7Sc4DMZ7VAyyb8+9RS3PfYY\/\/rUUxxKJsc9b2HmcqJGS3PMeaVYAVFsgvNzW1qoq6+npqmJ3qIiDsyaRdLpZN7evbzlmWco6O0dPtcbiRB3ufiH\/\/gPsgYH6SksJJqdTdpuJ5qdTU9hIVmDg3z+vvuwx+MYWFVcKeAQVjjpyXzeARwwTT7e3s7yF17g4+3tHBjRPrqQIxmZ52Ifcd1458nMNdmW2bRpjmrLnWqR7m7ciQQDE+w2OuD14kokiHR3n+aViZy9VMklIiIiItNeGVZwkmR02DEkAXT4\/bxaUUFlUxOBqqpRLYvpdJqizk5eqanhg37\/UR+r3zTJyrzhbh5xP\/25uTRXVVHV3Ezntm30l5e\/rtbFtTt28K76ej4+Ylh146JF\/Laujo1jhlXfirWLYpTDM6mGmJk\/WZnzwNrRcC7WPCzPmPNjpslHRgQKNqCsvZ15e\/fSW1BAYTBIRWsrTxcUkAZKOzuJOZ0UBYNEsrJwJpOkDYOk3Q42GxgGfTk5zNu7l+Xbt7PtuuuG2x5NrJBrKKj6RUsLvQ0NvGtEO9rXKyrYvWIFP6ms5CvA\/ViB2HjPE6w3MF854VddpqMPBQJ8trWVjtJS62tqpBEts\/5AgFfLyobbcqeat7iYmNNJ9sAAkdzcI45nRyLEnU68xcVTsDqRs5MquURERERk2luJ1fYW58hqJhMr5Mo3DPwrVhAqKMDf3Iw7FMKWTOIOhfA3N3OooIAFy5fjOkYwdV8gwAWZN9zjzfbqKCnhgpYW7gsETvj5rN2xg+vXrqU6M6z6lcyw6urmZq5fu5a1Y4ZVZwMfx\/rlPZH5kxrxsQF8LHMeWG2dt2AFX71YM8tSmUt3IEDFiEAhbbPRWlHBQHY2hcEgUbebwp4eFnR2Ut3cTG9BAZHsbNzxOFmDg+QfOkT+wYPkhUI4M0PnYx4P9lSKko6O4b8fG4cruvYDpS0t\/F2memxkdVxNUxPvqa\/ngy0t5AAfzNw+nbnt0J+hlsUPYAV3TwGPZS7Hr3+TmcIMh8mKRolM0Goc8XrxRKP4Mq3GY9tap8qHFy\/mlUWLKOrpIT1mQ4u0aVLU20vb+efz4cWLp2iFImcfhVwiIiIiMu15gJuwqngiWBVNqcxlJHP9auCGykqy6up45eKLydu\/nwUvvUTe\/v28UlNDdl0dH5nELK3gJN9wByc522usQ8kk76qvJy8U4uWFCwnn5mI6HIRzc3l54ULyQiHedf\/9R7QubgFuzLwWJlawM1TBdSNHzilaBXwNWIA1lD6YuZw1zvPbX1BAc2UlcZeLWQcPUhgMUtTTw86aGh6\/+mrKXn0VWzqNDUg4naTsdlzxOL5wGGc8jjsaJWW301laOlzBNXKWls00WT6mHc00DAzTpHfOHPyvvsr5\/\/3fHDBNHgY+xJEVe47M9f8IXAXcAHwuc3kVMNEedn3JJHc99RR3PPYYdz31FH0TtIT+LR7no48+yufvu4+PPvoof8sEeCZWu+wLmcuZtzfn9Gf4fAx6PHgnaDX2RiJEPR7CmVbj6dKumu1w8FJdHX15eSxsa8ObCda9oRAL29oI5eWxe80aDZ0XOY303SYiIiIiM8LQbnqbsVrgEliVQvlYAdfQ8Y9UVhIvL+fXgQD7w2Hm+Hx80O8\/ZgXXkIIRb7j7x2lBGnrDXTCJ2V7jubexkY9nhlUzdk2ZYdWLdu\/m3sZGvjpmWPUWYBPWLoptWG\/2b+VwBddYq7Cq4LZjzcMqBXaMeH59ubkU9PZyyc6dlLW3kzUwgJFKYTocDHg8xGpruehnP6PP5yPk85EbDpNwOkkbBgmnE2ciQXYkgjsep6OkhG3Llo27K6J\/TPVYQW8vFa2tFASDOJNJME3m7d3LbW95C1vf+14eBvqxdlscep5fAZ4E\/sU0cQQC+MNhTJ+Pfr+fZsNgbeaxRjZ6fmnHDt5aX8\/fj2gJ\/eOiRfyhro4vj2gJ\/eyWLfzzpk18Z8yukatuuYXSVatoxQpUPUAFsAJYNOJx+kyTr4z4ervD7yf3OFpZx3uuOZO+9dElgUagGygGFjP93gT+l9\/PdysqqGlqYldV1eiWxXSa0s5OdtbUEPD7R7XlTgera2t5ALigvp5z9+yhMBgk7nTSUl3N7jVrWD2m9VhETq3p9vNNRERERGRCG4B1WLsttmPN6lqJFT6M5DIMri4rO677HgoDzvX7aa2o4E1NTaNmcoE126u0s5Pnamr44gSzvR5MJvn3xkaKurvpKS7mhsWLuXFEJUcsM6w6MsGw6ojXS2EwSGyCYdXZWPOIhoKRj3D0YMTF6B0N3+P38\/VMoNBdWMg7fv97FnR1Ydps9OfkkBWNYhoGb965k+x16zANg7bzzuOPl1\/Oe377W7IHBoi7XCQdDjBNcvr76ff5+MbNN1PicmECYayh8wBGMskVv\/sdi3bvxrTZcA8Octmf\/kTB\/v3EXC6iWVlE3W7m793L+x58kIcWLOAjlZXkAN8Y8\/fzrZYWljc0UD5iptdLFRX8ccUKXqqs5H5gKdabnC\/t2MF1a9eSFwpxKC+PUF4ernicqr\/+lQs\/9Skefetb+d173oOZTPKVL3953F0jv3r77dwOFKxahRerarAJKzBcnVnX5158kbyf\/pQLR6zpnooK9q9YwXcnUTn4YeAnjA4G78dq23z4mLc+uh1APbAHKxR2YoVzdYwOA6damWHw6xUr8Hd0UN3cTEdJyfDuiqWdnfQWFLB9+XJshjGqLXe6WF1by8DSpTzc2EikuxtvcTEfXryY\/6MKLpHTTt91IiIiIjKjeDgcMJwso8IAw6BwxQpKOjqomuAN9+Dy5eMOnb96xw7W1NfzwxGVQ3sWLeLqujoez1R0uDPDqr0DA4QnqBSLO510HWVY9esJRmYbBrtXrMAfCPCO3\/2Oufv2kTQMYh4P7nicqMdD14IFeCMRKlpbibrdvPCGN7DzsssAuLyxEV9\/P654nLRhMJiVxf033cSPVq0iB+vvZzDzWFdlXo\/KTNVW9a5d2EwTZzI53P6YttmIud0cmDULb38\/Ldu28VJ5OTHDwAf4AdM0ueP\/\/T8+9eCD5PT382J5OZGcHLyRCG9qaqKko4P\/rKtjd2UlPwfuTSZZV1\/PnGCQwawsCoNBDNMka2CArMFB7Ok0H2hoYNm2bRiAaRi8Nn\/+cGVdNDubqMdDUW8vn7\/vPq76xCco2beP+eEw2T4fPX4\/j2NVdb3hO99hTnc3HaWlw18nFzc1Eezo4NN1dUcNuj4M\/Nc416dGXH+iQdcOYC0QAoqwgqEBoDlzPUyvoOvZykreXFfHlQ0NVLS2sqCri6jHw86aGrYvX86rlZXjtuVOF9kOB58cU3kpIqefQi4REREROauNGwZUVvLdujreP+YN93M1NQwuX8594wQXV+\/YwcZM5VBPURGR7Gy8AwNUNzezce1argYer63l1sWLaVy0iOrmZsI5OaNbFjPDqndVV\/PE4sXDLXIjvZ5gpD8e55Ht21na0cG+wsLhwCnpcOBMJunPySFYUMCA10vKbqcgGCQ3FGLe3r10lpay87LL+Msll1DZ2oqvr4+k3c6BWbNo\/NSnWADsw6owS2AFXMOvR2Ehps1GYU8P2dEoAFG3m5jbjT2VwhuJ4Egm+avDQXFLC3cEAqTLyvAA81ta8P\/3f3PdT35CYW8v+2fPxh2L8WJFBfsLC60dL\/\/2Nz76zW\/ymyuv5P\/OnYuRTFLV0oI9lSInEiHmdpPT14d3YAA4PCssbRjYUymMVIq8UIiIz4fNNId3j+zLyWFBVxcbPvEJkk7ncKXWnooK\/njNNVQAcw4csHapzFT8hXNz2VVVRXVzM7O3baOvvHzc1sV+rKASrLbbkWcMhZePYM0b+zBWRd5EfhiN8szWrZS1t9NeVsYlK1fyiMdDCKvKb+i+c7Gq\/dpgVNXbdPFsZSXt5eV8KBAgGQ4z6PNR6ffzEcM4alvuWKey\/VNEprfp9DNNREREROS0SmJVcI0XBpiVlfywvJxzAwFqwmGKfD6+6PePW8H1YDLJmhHD5IeCq3BuLuGcHM5ra2PN\/ffz4NKl3Ohw8GhdHSVr13JeWxs9hYXDFUBFvb2E8vK4f80a+hwOtjK6au1owcjQoPfHMueNfVP\/vS1beMemTXwwM3fKtNmwmSZhn49Ov5+k00nU7R6ehxR3uaz5WzYbpR0ddJaUWLsx2u00V1dDOk11czMtF17If\/r9ZHN49tevx74eNhuOZJIFXV3D63EmkyScTgzTZNDjwZZOc+Hf\/sZfLrkEVyjE\/vZ2nM8\/zxsefZRZ+\/fjjkbpWrCAtGEwb+9e8kIh\/vSWt5B\/4ABvfvZZ5uzfz7Kf\/pSBrCz6fT5m79\/PYFaWNWA\/lcLX33\/E31vaZiOdeS3z+vpwJhLD1WUJp5OE3Y47FqO6uZn\/9573DP89XdTURPlLL8GKFXQuWIAtcz\/DMrtwVrS08JVAgK+P0zp7B4fDrLF\/j8Prw2rH3YC1W+aqI+4F7ly\/ntWbN\/PRvj6MdBrTZiN0xx103nQTwQ0bjthpzAAKgd1Y7blDtUfTJRgqMwyeOc5W45FOZfuniEx\/CrlERERE5KzViNWiWMSR244bwFzDYF9ZGR\/mcBgwnn9vbOSHkxgm\/9XGRm5csoTZtbWsBdbU17NoxLDqXdXVPLBmDb+vrSWNNXdspImCkaHPU1jB3R2Mnmf1vS1b+Lvbbx81dyo7EmHWoUO4Dhwg4vXSMSZYcMXj1hrKyugtLJxwVlLX8uU4kkl+vH07ZkcH+aWlvH\/OHBZlXo\/swUEKgkHyQiHsqcPRgz2VwplIEPN4GMjOxmaaFOzfz7y9e7nwxz9m7r59XPzcc+T29bGvuBhXIkHM7SZtGPQWFlLY28tbn3qK+a+9hicWI+l0snfuXLDZOOfVV\/FEo8SdTrDZyBkYwJ5OW0GUzQaZVsmRA85tmTXFMoGbKx7HG49jA146\/3z6Mq2lfZlKrcuffZYoMJCVNTrgyoh4vSzo6mL\/BLtwto1z3cgdKUeuqwu4PfP5yKDrzvXrWbtxI85kkpjLRSJTkTcrFGLtxo0APLlhA2N5sXbbHJr6dqYEQ6ey\/VNEZgaFXCIiIiJy1urGaq2bqA1qbBgwkaJJDpMvygyTLwO+UVvLb5cu5dLGRgq6uwkWF\/Pc4sXYHI7hnSPLxtzPeMHIeEae1x+P845Nm8gaHKSnsHA4hIv4fDhSKXL7+ljQ1WXtfGi3WzdKp8nt6yPlcPC\/73wne5Yvp2z79iNmJXUtX84VTz7Ja9dcM1whlrTb6c\/JwdPfT\/7+\/eQMDJC22Yh4PKRtNkybDbtp1SvF3G5CeXlgs2FLpXAdOkRRdzcLX3mFUF4eaZuN\/XPmMPvgQWYdPEjE6+XQrFlgs9GXk0NVczM2IJSbizOVIuF2E\/V4eOWcc7j44EFy+vsZyMrCFYsdfkGGZoEBcYcDVyIxXM01FHylbTZShkFWKkXU7aalomL0C2yz0VlSQgEwt7ubjnnzjvg7GNqF86UJduFcOObz8QIusNpV84Fe4D6syi4XVovi6s2brTZTr3f47zVht5NwOsmJRFj9wAM8tG4d8zyjm14jWEPoizlzgqHXU+UoImcOhVwiIiIictYqxnqzP4DVojjWyDDgaHomOUy+JzNMfiVWtVXI4aBpyZLhN+Q2rDfkCaxgY+WY+xkbjExk5HmPbN\/OB\/fto8\/nG11lZrMx4PWSFY3ijMc5f\/duOvx+sNmYfeAAhmny50svpefv\/o79lZX8obISTyCANxzG8Pm4xe\/nvO9+94gKMXcsRlF3N0bm+QxxZ8Ik0zAwbTaMdBpHIgHptDU7KxzGlk5zMD+fXdXVFPX04EilOJSfT9jnIy8zGyzq8WBPpciORMiKxTiUl4c7kaA\/J8dqtwRSLhdRj4fswUGKentJZyq2htaTBlJ2OzbDIGWzHa7yMk0wTRzJJO54HNMw2D9nDnn9\/RzKzx\/1GncXFVEALOjspCNTQTYsswvnzpoa\/uD3DwcrUQ7vDFqSWU+a0S2KIxnJJBeN2KnzmcWL2e5wcB3wzNatfLSvj5jLNW71YMzpJC8U4t1bt9Ky+nDTq4kVmFUDF3LmBEMjqxzTjK5KGzJelaOInFkUcomIiIjIWWsxsAhrx7kcjnyTPxQGLD7G\/dyweDF7JjFM\/obF1j15gJuAjRwO0pxY4VYC65f01Rw5dP4rWG1kqcz6xpvl5MicN3x9RweOVIpYJgAaKeFysX\/WLIqCQUy7neJMpdmB2bP53TvfyYs33shTlZXWUH7DILusjAGsAfNficfZNk6FWP7Bg9jHeY2GKqWMVIo0VhDhicfJywQ1RipltQK+4Q0U9fRYLYh2+3Cb4oFZs\/BndryMu1w4YjHsqRSewUEGvF6CBQXDQZORSmEaxvDOjY5M6+Xwa2IYJB0OayZXpn1xqJore2CAtGEQzskh4vUS8XpHV4JlZA9ae0gGCwombOXcvnw5acPgDsAHbAb6Ms\/dlvm7SjB+BdfQzpSLxuzU+e26Oq6rraWsvR0jnSbhGP8tXcLpxJ1IUNbezo+BN2J9rfUCecAa4MucWPvrVIgCd2NVs8WxWoyfxtp9E06synGy4hyeN1cKLOPoGwGIyNRRyCUiIiIiZy0HUIe1u2Ib1kBuL0eGAcf6pflGh4Or6+rYeIxh8o+PCCSGJiUNBR9DLYr5WAHXkZOUrCDug1htZBNVq3yA0VU3RmkpycwA9eg47ZT2VIpBj4f\/\/MIXePX88zGB8y64gE+XlfFBw5hwh77S7duZO6ZCzDk4iDuZPMardbhV0MAKpAzT5FB+Pmm7nTf\/+c84TJOE3Y43EsEbiXBg1izy+vowDYN+rxdXPE5WNIotnSZrcJCU00lBMEgQGMjOpiAYtIbHOxz0FhQw4PNR2N1Nwf79VthmmiQNA0cigcM0SRkGT19+OT3z5uHr6yOcm0tLeTnv\/u1vKe3sJO4aE2mk0yx47TUANt16K0t\/9rMjWjm3L19Oa2YXzseBV7ECIxfW11MSKzwxOLKS66qj7NR519q1LAfmlZVh2mzWAH\/7kbGiM5HAtNloLyujH+vr24MV2q4BaoHvHfNvynIiwdDJtJ7RwS1AJ3AO1vfLQU6synEytgCbsILdFGAH5jLxRgAiMrUUcomIiIjIWa02c1mPNYQ+iFVVNTIMmIzHa2u5mvGHyd+\/Zg2P1x55TxuAdRxuYSvDalEcW8E10tB8pLGDwh1YAdfY+Ul\/v2wZr82dS0kmgBlbZZbb309nSQmrP\/1pckaEOU9x9KH8pWMrxNJpCvbvP8rKD0tn7sMwTeypFBGvl71z53JOIIBhmgTnzMGVSOCNRMjt62NWMEjOwAC2dHr4OQ96PMTTadyxGLZUipz+ftyxGL2FhWRHItjSafYVF9N23nkUHDhAb3ExpmEw58ABHKkUWdEopmEwkJVF+znn8OR73nNEy2EkJ4d9c+eyoKsL0zBGVWodLC6mGHixooLnq6vxBwL4wmHCPh8Bvx9jxOscwAq1vCNeSzvW11kEmIU1G+uHQGwSO3V+5v77eeaxxwjdcQezQiESTucRf6\/uRIKD+fl8f6XV9FqB9fW2mMNvAk9VMHQyjRdwjXQI6\/VrAr45ifv75+N47C1YA\/8HsSrx3ECMiTcCEJGpp5BLRERERM56tcBSrN0Wu7FmcI0MAybr8dpaHly6lK+OmKN0w+LFoyq4xvJgVW4dj4ex5iTdgVVlsxArCBhvblKOy8XvbrmFv7v9dop6e+nLySHm8eCORsnt72cwK4vf3Xwz\/zSmWulYQ\/mDYyrEPNEojtR4tWVHMoCkzUbY56O3oID8UAh\/Rwf2VIqSzk68kQjBwkK6SkpY8Mc\/4kkkhudp5UUipIG+7GxeOfdcznv5ZbKjUWIeD65YjLmvvUZufz\/9OTk8vWQJey64gLxQCFcsRtztpt\/tZumvfsXzb3wjz156KU8vXsy\/3Hcfl\/\/xj3SUlLB33jy8AwOUdnbStnAhj199NRf99a+jKrVaamqYdc018PLL2IG0YRAoKxsOsMZWZw1VcI0XFjqxKvmqsSqG\/r\/GxuGdKY+2U+c3n3uO9E03sXbjRnIiEWJOJwmnE2cigTuRIOFw8MDq1SQzQ+f3AZcx+mv6RNpfT6co8K1JnHcIKyScjI8DT07ivDjW38cgVoXn0GuTjfU9O3YjABGZHhRyiYiIiIhg\/WK85CTcz40OBzcuORn3dHQ5TH5O0j+tWsX3gHds2sTcffvw9feTstvpLCmxAq5VR9ajHGso\/85ly9g7dy6lXV2k7HbyDh06IsQ5GsM0OTBrFsXd3XgHB3m1tJSD8+dT2tHBnAMHyB4cJKu\/n6zMwPqxcgcGKAkEaFu4kLL2djyxGDbTxEinCeXm0rh4MbvLywFGDY3PDYXY9YY38JU77yRrcJDlDQ3k9Pczb+9eztuzh4jXyysLF9K4ePFwy+EvrrqKN7e3c+VLL+EGLrrgAq5csIDfvPwyV3P09tELsCriJnrjNTSLrR34OvCbffvIHhwklJeHJxq1humPqDAb2qnT193NnRs2cCewevNm8vr6cGdaFA\/m5\/PA6tV8ecPhpteXgCpGt9mdSPvr6bQVKwCcjD9N8rxXJnnedqxg0Mf44WQOsDdz3nWTvE8ROfWOK+TasmULW7Zsob29HYDq6mrWr1\/P+9\/\/\/iPO\/fSnP82DDz7IN77xDT73uc+djLWKiIiIiMgJ+qdVq+hfuZJHtm\/H7OjAKC3l75ctO6KCa8ixhvI\/53LxjVtu4Wvr1lHU04PdnGiPwCPZsGaBzd+7F1vairBciQQRr5eA309BMMjs3l58AwPD54+9fRrID4d50e3m5YULeamiAls6zaxgkF1veAPz9+2DdHrCXQ+zIxHWbN5MQTBI23nn8cIb3sC8vXvxd3TQ7\/Px02uv5ZXKSgzgghdfpLahgUWtrbijUQY8Hr5bVcV5lZU8PsFzHGoffTtWi1wSxh3IPzSLrQz4cksL7\/3Vr8gJhzk3GiXucjGQnU2woIABrxc4vFNnOLNT580bNjBn3To+tXUrZe3ttJeV8f2VK4cruIbkM36b3fG2v55O7cdx7nhB6HgCWFVzu45xXgfW63Hkdg0WD1Y1ZcckH1dETo\/jCrlKSkq45557WLRoEQA\/+tGPWLZsGU1NTVRXVw+ft23bNp555hnmz59\/clcrIiIiIiInLMfl4pPXTa7u5GhD+Yfe2H931SoKurtZ\/5Xja2hLAdhs1tB5rIDC29+PJxZjwOslkJ1N7oEDR4RbIw0dq9i9m52XXUZLVRW+vj4GsrP56bJlfPCxxybc9fCn117Lsu3bKQgG2VVVNRyEdZaW0llSQnVzM8t++lM2VVZywYsvUldfT1EwSE9pKTGvF3ckQulf\/wqVlZz34os8f+GFR6xvGVZAFMVqKw1hVW2NDQsTWAHUvpYWFtTXM2f\/fvbPmcPsgwdJOBzDs8a6FixgICtreKfO+sxOnbnAlR4P31k9cdOrGyuozGb8NrvjaX89Ff4Qj\/ONhgYufOEFQvn5PHPttTy6aBFlY9s1j2I+8Nokz23m2EFXKVYoGWP8lt1o5njppFcoIqfDcYVc11xzzajPv\/a1r7FlyxYaGxuHQ66uri5uuukmfvnLX3L11VefvJWKiIiIiMhpNdFQ\/oMjzgmcey5xpxMjFhsOcI4WTqWBlGFgz5wXdbuxJ5NkDw5iTyTA4wGbDeck53vZUylaKypIw3CV1m\/f\/W5eW7CA5Q0N4+56GMvKoqK1lY7S0tGVXgA2Gx0lJVS0tLCgvZ3lDQ0UBoMEqqqwZc6N5ubSkpfHG4GrH3+cv1ZVDQ+aNzPPcTtWcJQD3ARsxAoInRxuUUxgvSH7J9PE1tDAnGCQ1gsvJO5y8d7f\/IbccJhIdjauWIz5nZ2k7XZCeXl8Z80ato2Y8\/Zz4CrgCY6saHJj7QYIR2+zO57215PpM1u2sPbuu\/mPfftwpFKkbTYGvvxlfvvud\/PQPfeQW1k5qZbFPwLvxwqwJqMZ6+u5YILjy7Bety6sqq2x4WQ\/UJI5T0SmjxOeyZVKpXj00UeJRCJcfvnlAJimyfXXX89tt902qrLraGKxGLFYbPjzvj7rR1gikSCRSJzo8ma8oed+Nr8GImcyfY+LnPn0fS5nivcB7wH+jFUFVIgVqAw1J\/oGB8HtJmUYJGw2SKcxGD\/oGpr7ZLPZSNrtxFwuBrxejFSK3P5+8vv7iXu9JFwuYtnZJCbRAtm9YAGJrCyqd+8mWFzME9dcgyeV4tVFi6i\/5RZKOjvx9fcTzsmhs6QEm2FQ1dxMVjLJoM+HYRjDFUuRzBoHfT483d1c9OKLVO3ZQ7CsDMN+uNkwBsOh1gUvv8z5r7zCa37\/8PGheO5O4G6sCikDeBAIZx7DCcwB\/gmYHQiQt2cPnWVl2O12Xq2s5DcOB2\/euZNZBw9iNwyyk0mer67m2\/\/8zzz6vveRSCSIAF\/FauurAr4LfARrp0EPMJsj50k5M+vrxArZptLnt27lq3feSfbAAInsbAacTgzTxBmPc+WTT5J\/00184Vvf4q+Z2WoTyQPmAc8BbwFaJ\/n4H4UJ201twK1YO1L2Y1UxerAquIZ2xLwlc95Uv45y6ujf8uljsn8HtnQ6Pdn2ZQBeeOEFLr\/8cv7\/9u48Pqry7v\/\/a\/ZJJpMEyAJkISxCAmIVrWLFgt4uWFMBl9r6qyutllqiN3qXVltUrFV6I1XUG62i1G626g3cUrStX0XbKq6oSBIghJAFyMIymUwyySzn98eZhAQSFs0K7+fjkcckc86cc50hB5m3n+tzBYNBEhIS+OMf\/8g3vvENAB588EHefPNN\/va3v2GxWMjJyeH2228\/bE+ue++9l\/vuu++Q5\/\/4xz8SH9\/VWi4iIiIiIiIiInIiaGxs5JprrsHn85GY2NlyKKZjDrlaWlooLy9n\/\/79vPzyyzzzzDO89dZbNDU1cemll\/Lxxx+39eI6mpCrs0qurKws6urqDjvw410oFOIf\/\/gHF154IQ6Ho6+HIyLdTPe4yPFP97kcz7YAX419bw2HeffMMxm7bRsGYLT2UTIMLLGqLgOz4iVssRC12Whyu\/ElJ1OfkEDmrl1Yo1H2DBrEu2efjTcQIGXPHvYOGsRZ77zDkP37gY6VYa0fYOoSE3nkxz+mMT6eorw83j\/zTKL2ziereIAM4CuAPRpl\/K9\/zUmffcaecePapiGawzZI2byZuq98hSGXX07Dgw9SP2QIzV5v2z5BIGS1MnHiRPb\/9a\/8cv78Tiu5fohZydXq9s2bGbxmDWO2bCEuGKTJ7aZk7FiqTj+dqX\/6E3uHDKGp3XlaxdfXM2jvXnx3382c7GxuBP63iz+b1muNYE7FO\/h9q8PsX\/UeB3py9YXrVq1i2Q9+gC0apcXhOPB7E2MPhXCEQrx\/1ln86skneTE7m4eBJ4AWzIrCv2NOGTzYpcC\/jmIMU+i6kqu9FswpoZWx832D7nnvmsJhXv7gAwK1tXhSU7niq18lrovfX+kb+m95\/1FfX09KSsoRQ65jvoOcTmdb4\/kzzjiDDz74gEcffZS8vDxqamrIbv+XeyTCHXfcwSOPPNK2IuPBXC4XLteha1Y4HA79EqH3QeR4p3tc5Pin+1yORxMwVwsMATgc3L1wIS9+61s4w2EzgGoXGkUxg68o4IxEsAEev5+U2lqiQHVqKi1xcST4fEx94w0swJ7Bg\/n45JPZ\/q1v8f\/9\/vek7tlzSFjjS0igwevlB48\/jjMUotnhoGTMGB4rKGBtfj4HOxVzZb3dmMHGv2bMYPeOHaR+\/jn7MjOJeDzYAgGSKyoIuVzYcnNJsdnYMno0Iz\/5pK0nlxG7pmisVmDL6NFsHTnykJ5cdszpig7MkOTqoiIueuIJUurqqMjKamuGf8pHHzG8rIy9iYlklpVR3K73F5ihW8aOHXw2aRI\/HTmSZquVF4hN++TQXlEGZgiXiLlAQAIHptk1AHHArZhBWF9Kr6jAFQgQtVjMlTkP7o0WjeJobCS5pgZ\/YyMJDgf3APccxbH\/iBmCHc1+R\/O3s4OO\/cu6wxNr1jB26VLOLSnBFfv9fW\/MGLYUFHBrJ7+\/0rf03\/K+d7Tv\/5eOiQ3DoLm5mWuvvZYLLrigw7aLL76Ya6+9lhtvvPHLnkZERERERPqRFsxqlhDwyqxZPP2973HzM89gD4cxDAMj1ncLi4Uo4AqFsHCglxeYIc3Q2lr2JiezaeJEykaMwJecTNhuJ6uykrDNxhsXXICjsZHxhYV4AwH8Hg97Bw8mr6SExPp6dmZkEIiPx9PYyITCQhbNnw\/QIehKiY01FdgKrAem5eWxrqCA0pUrSS4uxlFVhb25GWcwSCgUwvGHP7Db7SZl8GAMm43swkKqMjPxxcKpMdXVcOqp\/PXSSzGsVg5uk38FZsC0DFgUjfKdlSsPWc3Rn5jIpvHj21aB3DNkCLmFhVRmZtLo8RAfCJAZWxFy48yZPGe1UsyBSrGD+21ZY9sMYBIHQr0GzJUAM4F5wJwv8gfezSqzsswFCKJRLLHfl\/bs4TBYLPiSk3F3Ut12OCmYPcoO14R+PF03ne9pT6xZw7T580n0+ahJS6MxPp74xkZyCwsZPn8+T4CCLpEv6JhCrrvuuotLLrmErKws\/H4\/L7zwAuvWreO1115jyJAhDBkypMP+DoeDoUOHMu4IjQJFRERERGTgacFs8n0mcPuyZWwaP56fPvSQWXllGIQcDnampTGistJs0G2zYQWssYbyhmFgAZJ9PtZNmYLhdGIxDJJ8PmqHDGFEeTmbx45lT0oKgeRk3MEgQaeTye+9R4vDwZZx43BarXiBxsREtiUkMLq0lLmPPcZr06cTtdtJwaw8A7N6qQ6ojv08LS+PKePGsaG8nKJPP8X74otEHA72Z2cT9niwBwKkVFQQttmozMggac8e0mMrNX7yla9wJrDloM86FuA0YAVmwHU3kFReTl5RET6vl9HbtgGwZ8gQfMnJWABfYiJjSkp4+eqryd6xgzGbNzP8oBUht+TlsYbDr1zZnhcz5FmNWdGVhbkSYF9OUWxv3owZVA0fzsgdO7CHQoSczgPVXNEozpYWgm43f7\/gAs7OzuZFjm38mzD\/3DsLusbHtveFxnCYsUuXkujzUTpqFJZYBWAgMZHShARGlZZy0mOP0Th9OvGauihyzI7prqmurubaa69l165dJCUlccopp\/Daa69x4YUX9tT4RERERESkH8sF6lt\/mDuX8ltu4T9XryapooJ9WVkM3biRe+6\/n7DVimG3EzEMolYrlth0P1s4jNUwmPLOOxRNmEBucTEpdXU4wmGIRhm2axd3LVrEv777XZx+PyOLi5nyzjvszMhoq6AyMAOskNVKTWoqY7ZuZfr69fimTOnwgSeAOfUsvd1zdquV07Kz2fjHP+JobqZ2woS26YLhxERqx48npbCQnamp\/KmggIRAAL\/XS+2wYfzxtdcOeT8M4FPM1f7AnCY49dNPOWv9ehLr64kLBgFoioujOj2dprg44gMBBu3fjwG8d9ZZ\/PW664imp\/Ox18uO7GycVivxmFNEg0f55zIKMxDq7ml23eVrTic\/uOMOHvrJT\/AEAm29uayRCM5QCMNqZcOkSay88krKrFZswFDMFQ2PthJtE2aoeSUHgr6X6LsKLoAX1q\/n6yUl1KSltQVcrSyx399RW7fywvr13DRlSh+NUmTgOqaQa\/ny5cd08K76cImIiIiIyPEp2+nkyasORCvL\/\/pXc5qi1YolGsUa+2pliX0N3bWLxIYG4hsbqU9Kwudw4GxuJmPnTm585hkeue8+IhMnsn\/LFpyhEIHYSuxhzJDNhjk9sMnjwVlXx6jqaja2G1cUqMWs7pl80Jg3lJeTXFzM\/qysDv2wzAFaqMzMZNzmzRhWK59PnAhAXBfL2dtjXz7MwGtiURE3PvMMw3bvJmK3409IwAJ4GhrILS6m2eWiIiODfYMGUZuWxmmffkpWVRWPFxSwIyeHOKAZs2rOitlTqyl2rkjsuttfY+sY7u90dP3Lk3Pm8ANg\/oMPMmz3buKamsBioTE+njfOO4+7HnqIPXl5pGC+B1WYlXFw9EFXCrCu+4f+hQWqq3GFQjTGfn8P1ujxkFpXR6C6utPtInJ4qn8UEREREZEeUzpqFAaYvZfgkP5L1lhFlzcQAJuN2tTUA9PWLBb2DhpEQn091z3yCK9feCFDqqtpsdvxNDbib7fCVgSz91RyIEDI4aA0PR0fZoVXADPgSgLmcuiHoP1+P45gkLCnYzv2RswALezxMLiqCq\/ff1TX7MIMnELRKPkvv8zI0lIa4+KwGgaR1ilosWu0hUKk7tnDxokTqcrMpBKYUFjIN1etomjcOALtqn2imKFeewf3AoMD\/cAGgifnzOGd2bP58cqVnLxxI77kZFZfdhlVY8aQFqtgA4jHbKBfCywBZtN\/pl4eC096Os0OB\/GNjQQ6WSEuPhCgxeHAk57eyatF5EgUcomIiIiISI\/57zvv5KcPPkh8MIiBudJim2jUfA6wt7RQn5h4IOAyDBLr62lxOBhfWMi5\/\/oXM\/7v\/2iMiyPR5yOxvp5NEyZAu+NFolEG19ZSNmEC4cmT8WFOV3NgVnDNBTpr553s9VLhdmMPBAjHgodGYB9msOQNBAi63fiPogF662hswLDyciZ9\/DFWw2D38OGk1tQQ39hIxGbD0dJC2GbDHg7jCIWoyshoC\/8qMjPJlSMsOwAARIpJREFUKyoiu7ycHTk5R\/lOmx\/urgBeOOpX9A9fczr52tVXw9VX8yLwG8zVITtrrJ8A7MLsNdZfp2IezrcnT+bfY8aQW1hIaUJChymLRjRKWm0tRRMm8O3JB9cbisjROPjvDRERERERkW7jiY\/n5SuuwCA2NTEaPTBtMbZP0Okkub4ed1MTlmgUVzBIam0tjlCI7IoKBu\/bR9jhYNfQofiSk8FiIaGhgQmbNuH1+bCGw3h9PkaXluJLSsIxdy5\/tdt5HngEeB74K50HXACnZWezPzeX5IoKc2VIzAquKGA3DDLKy2mMi+P0Dz\/knH\/9C2v44HqqAxztHr1+P95AoK25fFVGBg0JCThCIeyRCFgshGNTGAPtqsgCHg\/uYPCIlWMLgduBy2KP+xh4AdfBKjCr01xdbHfHtlf02oi6V7zdzpaCAuqTkhhVWorH58MSDuPx+RgV+\/3dOneums6LfEG6c0REREREpMe8B1wxfz5fe\/ddRuzYgSNyYIJdxGKhJiWFFpeLodXVDNmzB0c4TNhuZ1d6OieVlGAPh6n3enFEIoRcLoJuN5smTGDCJnN9vOT9+0mtq6PF4WDThAm8PHcuT+ebcVZr2+4WYCVdrzJot1oZNWsWuysqSC0spDYzk7DHgzcQ4PT332dEeTkA+WvX0uxwUDJmDE\/OnXvItbb24wIz0At4vfg9HgzAGQrR6PFQHh9PUn09WeXlRGJ9ygIJCbS4DsQ6nqOsHCsBfns0fwgDSBZmFVwz0FnXqmBse1ZvDqqb3ZqfzxPA2KVLGVlS0vb7WzRhAlvnzuXW\/K7iWBE5EoVcIiIiIiLSY8YCDV4v737ta1QPGcJJ27cTsVoJut2UZ2WB3Y6rsZEkv58Wp5N\/TplCc1wcifv3c8bHH5v9i4JBfElJBFuDIKuV8uxsknw+Hr7jDqqHDqUmPZ13J0\/m8oMqYJYBDwO7OdCovXWVvkvCYW5fvx53dTXB9HS+9cMfUvPKKziLizmpqoohdXWctHUrhsXCzowMAvHxeBobmVBYyMJ77mH7Pfe0nceO2f+rVRTYkZ3Nx5MmMW7LFhJ9vrZ+Y77ERJISExmyZw9Bl4udw4fjS0oyX2gYZFVW8tGkSZRnZx\/2vS3\/4n8s\/dYMzD+fKsyqrfZTj6KYfdcyY\/sNZLfm59M4fTovrF9PoLoaT3o63548mYtUwSXypegOEhERERGRHrUxO5v\/GTqUr7\/9NqWjR9Psdh\/YaBgkNjSwbeRIEgIBsisqqE1JYdJHHxEfCOC2WonYbDTGxxPf2EhjbFpfILYKXfXQoay84oq2w10LlAF+YBVmk\/Ig4MWcAte6St+aNWsYuXQpi0tKcIVCbRVay370Iz675hoS9+1jaUEBIaeTbaNGtfX+8icm4k9IIGfnTgBOCYf50OEgGjuPAwjFvuxWK8ErrqDw8885\/YMPGL5zJ3sHDwbDwBLrR9bsdlOZkYE1EsETCJBVWUltSgqrZ87s2L+sEyO\/1J9K\/+TEDCDvxmwyn4AZdgUxA644YB4Ds+n8weLtdm6aMuXIO4rIUVPIJSIiIiIiPSrBauWdKVO4\/H\/\/lySfDx\/Q4nTibGkhsb6exvh4PjzjDEaUlbFnyBDOXr+e5H37wGKh2emkKSEBV3MzGVVVVGVk0Ojx4ImtQlfTbhU6O2ZPqpcwV1T8O2Y4ksKBHk\/xwFfXrGHR\/Pkk+XzUpKV1qNB64Cc\/4eE77iBit5OzYwc1qakdmtsDYLVSm5ICQM4HH3DR17\/O45h9vEKYUxWTgVuBhXl5rLvnHl556immvvUW6bt3A7B38GDemjaNfYMGMXjvXsZu2ULQ7eajSZNYPXMmxXl5h31PLZj9xo5Hc2KPrRV4DZgVeJmYAdecLl4nIqKQS0REREREelztV77C5yefzJC6OrwNDXj9frP31rBhFOfm0uJ0UpuaSnV6OiVjxlCemcn0115j8P79BJ1OsFiIb2wkpa6O8rg40mpr2TRhAu\/GVqFzY1ZR7QQmYYZcQczpbg2YoZATCIfDzF26lCSf75AKrYjVyrgtW7j\/Zz9jR04OKXV1RCwWInZ7WwVZq8Z4s2OUs7aWhcBdwHLMKrIcYHbs3C8Cn+flcf+SJYwoK2Psli0AbBk7tm3lxOzycrx+P36vl\/Ls7CNWcAFMx1yB8Hg1B\/M9XE3XvdRERA6mkEtERERERHrcn7KzWXbWWUz6+GM+ysjA2dJCi8uFLykJA5hQWEjpyJEM27WLzbm51Ccm8s4553DB668zaP9+AvHxtDgcJO7fz9imJvYOGcL\/zJ3LILudUcBmzKDrXMyqnwYwG75j9uJqxAzBctavZ0xJCTVpaR0qtOIDATJ27iRitZLQ2Mj+pCRCDgfJPh+uUKitgqxt\/8ZG9gMtqakQO\/et7a63tRfYDiAMYLVSNmoUZaNGHfLetIZdR8OCGXCtPepXDFxO4Kq+HoSIDChH\/l8EIiIiIiIiX1K21cobs2ZRl5pKxs6d5uqBCQl46+uZUFhIbUoK\/z7nHNzNzQRiYdLWceN4\/YILqE1Nxd3cjLehAVdLC6WjRvHgokXszc8niwMN2M\/GDLjArHKyYgZcdsxphBEgrboaVyhEIL7d2n2GQUpdHY5QiHqvF4th4E9IoC4lBVs0iqO5mZS6OjAMc\/9IhOFVVQD4IhG2hMMdrnUZZk+pMmIBVzf5OrCfEyPgEhH5IlTJJSIiIiIiveK9vDwmFhSQv3IlucXFZFRVdehD1RQXR9PLL+MJBKhPNCfjbR03jpKTTiKrspKUmhrsoRB3PfEE9WPGEMKszhqFGWhNbHeuXOD\/YfbJsmNWdUWBmvR0mh0OPI2N+GPncDc3E9\/YSLPLhTMUMhvdJyby3plncsHrrxPX1IR1\/37ihwxh0N69ZO7cSSS20uMjP\/whpVlZ\/LiggFX5+bRgVnA1YoZq3cmN2VNMREQ6p5BLRERERER6zVV5edw7blynfags0SjFublM2rCBTePHg8UCgGG1Up6Vhdfv551zzuHvo0axBagG0oGhwELMPlytfapsmJVdb2AGTq1BV+HkyZSMGcOEwkL8CQlgtWILh7FGo0QsFhIbG6lJTaUiM7OtN9bk994jrbqaMdu24WloIGqzUZmRAUB9UhITCgv5xfz5zAT+v\/x8dgMtPfDefQ6sB7Qen4hI5xRyiYiIiIhIr7kTeNBq7bQPlWG1smrWLLIrKphQWEhFZiaB2EqKWZWV1KakUDJzJmlWK2ntXhfFrNzaAIzH7FsF8FXMYOttzNBpP2Cz23msoIBF8+czurSUmtRUIjYb1nCYwfv20RQXx\/tnntkWcG0dN47qtDRyi4oYUVFBSl0dRePGYcSmOzYkJrJt1ChGl5byg8ce483p0wnb7RjtxmcNhzl7\/XrSqqupSU\/n3cmTidoP\/ShmiUYP24R+J2awJyIinVPIJSIiIiIivSYeuAF4sovtxXl5LC0oYGYnUxpLZs7kpby8Q15jBWZhrsJXCGQCHszKLg9wDZCHGXhlATPy87kG+N7SpYwpKcHZ0oLFYiGQkMAb553H1nHjDhzcMMjauZMdI0cyrqSEyqwsODigslqpGTyYr3z8MZtvv538qVNZNWMGEaeTb6xZw9zYeVyhEM0OByVjxvBYQQFr8\/PbDpFbVNR2zXHBIE1uN8W5uayaNYvidtec3u60DdEoS8rLqfP7SfF6mZedTcJRrMwoInK8UsglIiIiIiK9alns8RkObczuAsry8vifceM4s7wcj99PstfLkuxsBh8mwMkDCoCVQDFQhdnDahIwM7a9vZfy8ymbPp3b16\/HXV2NtamJc\/\/5T1L27iXR5zukgqwoN5f8tWs7NqyPGVZVRVZFBe7mZn7wm99w44oVPDB0KP+48EKmvf02ST4fNWlpBOLj8TQ2MqGwkEXz5wPwVn4+WUVFFCxdSkpdHZXDhjF2yxZytm3j5I0bydm+nUfmzaM4Lw8bMDl2znlFRcStXMnY4mJyY6HYg7m5NM2axZJOgkARkROBQi4REREREel1yzAbtH8LeAtoxuyjZQOGAfOsVuZ0MqXxcPKAcZirLfoBL5BN10vK59jtrJpyoMPVGaefzoVdNMUfsmfPIQ3rAdJ37mRkWRm2SISIxcK+pCSwWMiqquLmZ56hwePhs1NOgVhA509MxB8fT97mzdx\/993cHh\/P1HXrmPL226TU1TFkzx5skQgWzMqzCZs2MXrbNi56\/XW+arVixwy4ToqFYhVZWW2B3KkbNlBXUcG8ggIW5OXxfcwVHnOAp4HkY3o3RUQGHoVcIiIiIiLSJ+KBNZj9slZjTjfMAmYAzi94TCtmqPNFfJiXR9m4cVxdXk7U78fq9XJxdjZbrVa2hcMdG9bHZFZVYY1EMAyDsMtFMD4eLBYMIL22lrimJjAOdOgaXFdHZlUV8YEAg\/fu5dVvfIO45ua2PmKtIhYLUasVZyjEtHXrWHL77axeupSGaJS4lStJqaujcPx4LLHm\/A2JiRSOH8\/4wkJ2rFrF4HHj2vp5fQi8BJyL2Z9MROR4pQnbIiIiIiLSp5zAVcC82OMXDbi6Q47Vyns5OXwwcSLv5eTQZLViAK5Yw3pfUhKjS0tJqK8HwNnSAoZB1G6nPjGxbUVIm2EQBRzhMKl79gBmwDVq+3biGxsJORxYolHiOwm4Wl9vjUZpcTiwGgbX\/fa3pAWDLCkvZ2xxMRVZWW0BVyuLxUJFZiZ5RUVkl5cfcsx\/Al\/vxvdKRKS\/UcglIiIiIiLShRzM1RrDwL\/z85m\/aBGbxo8n0ecDwGIYhJxO9g0aRFO7fl0Rmw3DYsESjeJsboZolMyqKuzhMEGXCzCnZh6OzTDAMIhYrSQ0NJC5fDl1fj9xwSABj+eQ\/Q0g4PHgDgbx+v2dHvOfmL3QWo7xfRARGQgUcomIiIiIiHRhNpCIGQpFMYOuK9auZc5TTwHQ7HbjS0zsEHABNLtcRGw2LECL00mS309cUxMtDgdYLLiDQcAMpgy6Zo9ECNvtWA2DoWVlpHi9NLndeAKBDvu1HscTCBB0u\/F7vV0e82ZgPAcWABAROV4o5BIREREREemCG\/gRZjPjABAErHY7G84+G4DKYcNIbGiAaLTjCw0DLBZaHA4S9+\/Hu38\/lmgUSzTaFnAdLcMwiFqtVOfkMC87my25uWRVVGDEen1FiQVlhkFWZSVFeXmUZ2d3fTzM1SfvpuugqyEaZWFZGQUbN7KwrIyGg69PRKQfUuN5ERERERGRw1gYe3wcqAdCmE3zAf48dy4Fd91FWm0t9QkJNLvduIJBEhsaCCQk8Kerr2bMtm2cvHEjtkgEA2j0eGhxOEivrT3iucM2G85IhH3Jyfxg9mwSrFaaZs2irqKC8YWFVGRmtq2umFVZSW1KCqtnzmxrOt8VD2ZotwSzWq19H7R5RUXErVzJ2OJicoNBmtxuHszNpWnWLJbk5R3Teyci0psUcomIiIiIiBzBQuAuYDlQBoyMPf+z2bN50jC4+OGHGbp7N96GBiI2GxWZmbw4bx4PzZmDKxzmtH\/9i\/++7TaG79xJUW4uFiC1rg6rYbRNNeysAb09EiHkcPDUrbfyM7cbgCV5ecwrKKAyFkRlVFURdLv5aNIkVs+cSfFRBFF7gBRgF+bKllfFnp9XVMRJS5eSUldHRVZWW4B26oYN1FVUMK+gQEGXiPRbCrlERERERESOghu4NfZ9CFgb+37unDnUz57N71avxqiowJKVxbUzZhDvdBIB4u12SqZN474HHuAX8+czevt2alJT2Z2WxrDq6rbjh+n4AS0K7Bs0yAy4Fi6kvSV5efz3uHHcU16O1+8n6HLxlQ0buPjVV5nw+eesmjGDiPPw61TagAhQEfu5IRolbuVKUurqKBw\/vm31xobERArHj2d8YSGVq1bRMG4cCUeoFBMR6QsKuURERERERL6kRKeTW6+6qsNzWZhBUjPm9MZP8vP5GfCDpUsZU1JCxOHA7\/XiaWjAYhjYMIOtkN3O5+PH88LNN\/OD2bPbKrgOVmO1UpGTw\/eXLeM\/H36YYbt3m43qbTYeGDqUX99xB0\/NmdPlmH2Y1WNZsZ+XlJcztriYiqystoCrlcVioSIzk7FFRSwpL2dBTs4XeJdERHqWQi4REREREZEeMAMYitnk3Y256tcn+fl8f\/p0xq5fT1J1Nf70dK4\/5RSKHnmEUaWllI4axbl33sn0+HjOOMLxc4DvL1vGA3ffTVxTE\/VeL80uF67mZrKqqnjg7rsBOg26HJgrRiYD34w9V+f3kxsMEvB4Oj1fwOMho6qKOr\/\/WN8KEZFeoZBLRERERESkBziBOzBXMawFEjDDrqDdzjtTphAHPAB8F2DBgmM+\/iUtLVzw8MPENTVRk5oKsSmEwfh4gm43abW1\/OeSJTwze\/YhUxejmEHXGGA3ZmCW4vXS5HbjCQRoSEw85HyeQICg202K13vMYxUR6Q2aSC0iIiIiItJD5mAGWRlAE1AXe8yMPd\/1ZMIje3T1aobt3k2919sWcLWxWqlPSGDYrl3MXL26wyYHkAhMA0YArXVZ87Kz2ZKbS1ZFBYZhdHiNYRhkVVayJS+PednZX2LUIiI9R5VcIiIiIiIiPWgOMBtzFcMKzB5YMzArvb4MT0UF9kiEZper0+3NbjfehgYyKyqIA6Zg9uBKiG1vDdxaX51gtdI0axZ1FRWMLyykIjOzbXXFrMpKalNSaJo5U03nRaTfUsglIiIiIiLSw5zAVUfc69gEsrII22y4mpsJxscfst0VDBKx2diVlcVU4HRgA\/AmZvVWFLMx\/iXAnZhh3JK8POYVFFC5ciVji4vJqKoi6HbzyaRJNM2cyZK8vG6+ChGR7qOQS0REREREZACaP2MGu4YOJSsWRHWYshiNktjQQEVmJi\/PmEEE+AfQOgnRjlnB5QR2YvYNgwNBV8O4cSwpL6fO7yfF6+Wn2dmq4BKRfk9\/S4mIiIiIiAxAw51Onr3jDpri4kirrcUdCGCJRHAHAqTV1tIUF8ev583D5XRiAyKY1VtWIA5IwuzNlYo5bXEJ5oqLYE5dXJCTw9KJE1mQk6OAS0QGBP1NJSIiIiIiMkAtmjOHXz3wABUZGcQ3NZFSV0d8UxMVmZnc\/cADvDBnDg469v8KAx7MBvRgfihMAHZh9g0TERmoNF1RRERERERkAFs0Zw47Z8\/m56tX46yoYHtWFmtnzMDpPBBtRQ96TRMHQi4AN9CA2RhfRGSgUsglIiIiIiIywA13Onn0qqv4L2AlcHAb+oOn8IQP+jmI2YQ+66DnG8Jhlq9fT2N1NfHp6cyePJkEe89+jFwfDPL88uWMKCtjR04O182ezWS3u0fPKSLHB4VcIiIiIiIix4kcwIIZYtnaPe\/ADLLaN55vFcWs4soEZrR7\/qE1azht6VIuLSnBFQrR7HDw7zFj2FBQwE\/y83tk\/PcuWMCtjz\/OI\/X1WA2DqMWC7+c\/594f\/Yh7Fy7skXOKyPFDPblERERERESOE7Mxm8m30HGKooWO0xPBbEQfAGoxG9HP40DvrofWrCF\/\/nzGFxbiS05m+4gR+JKTGV9YSP78+Ty0Zk23j\/3eBQuYv2gRg3w+Qg4HDfHxhBwOBvl8zF+0iHsXLOj2c4rI8UUhl4iIiIiIyHHCDfwIs1IrgFm9FYk9tlZ3JWOGYHWYvbkygQeAObFjNITDnLZ0KUk+H9tGjaIhMRHDbqchMZFto0aR5PNx2mOP0RA+eNLjF7c+GOTWxx\/HEQ7T4PEQcrnAZiPkctHg8eAIh7n1iSdYHwx22zlF5PijkEtEREREROQ4shCYDyRhBluNscdk4C6gGngOM9h6DtjEgYALYPn69YwuKaEmLQ2LteNHRovVSk1qKqO3bmX5+vXdNubnly8nqb6eZqcTDjonVivNDgdJPh\/PL1\/ebecUkeOPenKJiIiIiIgcZxZiBlrLgTLMXl2zMSu9AK46zGsbq6txhUIE4g9uX28KeDyk1tXRWF3dbeMdUVaGNRolYrVijUTAYiFqsYDFAkDI4cAVCjGirKzbzikixx+FXCIiIiIiIschN3DrF3hdfHo6zQ4HnsZGGhITD9nuCQRocTiIT0\/\/0mNsFYytnhgXDGJYrWCxELFaCTkcRG02HKEQUYuFHTk53XZOETn+aLqiiIiIiIiItJk9eTLbxowhraYGIxrtsM2IRkmrrWXbSScxe\/Lkbjnf0qIihu7eTdhuxxaNEo1VcdkiEVwtLVhDIVyhEL6kJK6bPbtbzikixyeFXCIiIiIiItImwW5nQ0EBvqQkRpeWkuDzYQmHSfD5GF1aii8piQ1z55Jg\/\/ITg4LRKPtXrmTw\/v2snzyZiNWKMxTCGokQBWyhEJ7GRkI2G0\/ceiuT3e4jHlNETlyarigiIiIiIiId\/CQ\/n4eA05YuZXRJCal1dbQ4HBROmMCGuXP5SX5+t5znL+XljCwuZmdWFtsmTACLha++\/z7u5mbshoEBhJxOnrrlFu5duLBbzikixy+FXCIiIiIiInKIn+Tn0zB9OsvXr6exupr49HRmT57Mxd1QwdWq1u8nOxikyeMBYP155\/H2uecy6eOPSd6\/n3qvl0BCApHvf7\/bzikixy+FXCIiIiIiItKpBLud26ZM6bHjp3q9BN1u4gIBmmJN7p12O5+feSYA8T4fg\/bsIdXr7bExiMjxQz25REREREREpE98Kzub7bm5DK+owDCMDtsMw2BYZSXb8\/L4VnZ2H41QRAYShVwiIiIiIiLSJ9xWK8mzZrE3JYUxhYXEx5rcx\/t8jCksZG9KCskzZ+K26qOriByZ\/qYQERERERGRPlOQl0dzQQFFp53GoD17GLllC4P27KFo0iSaCwooyMvr8rVB4Angv2KPwV4as4j0T+rJJSIiIiIiIr2mEVgMlAKjgDsxg67guHH8pbycCr+fZJeLaRs2EHn1Vd75\/HPOmDEDp9PZ4TgLgMeBesAALMDPgR8BWodR5MSkkEtERERERER6xRxgBR0rrh4EbgCWWa1cl5PDW8uWkf3ww6Ts3o0tEiFis1E1dCjld9zB1DlzADPgWgSEASfmB9sw4Gv3fAZQBuQAswF3j1+diPQ1hVwiIiIiIiLS4+YAvwGimH1zrLHvg7HnAb69bBkT774bd1MTDV4vLS4XzuZm0quqSLr7bt4Czpozh8cxgywPB3rw2AAH4McMzmyowkvkRKOeXCIiIiIiItKjGjEruKKYQZSDA6GUI\/b8842NjPrFL4hvaKDe66U5Lg5sNlri49mTmoq7qYnsJUt4qqWFeswKroM\/0Da3+94CxMeO31rhtaAHr1FE+p5CLhEREREREelRizErtloruNqzAt9Ys4Z\/TZ7M8J07sYdCDNm7l5TqahyNjQBYrFYaEhJI2bWLxtWrMTh0WlIEaDnouDbAhVnxFUbN6UWOdwq5REREREREpEeVxh47+wD6H2vWsGj+fHJ27AAgbLcTtVpxhEIM2revLehqcbuxRSKkVVRgwQyt2gu1+94SjTKsrIysjRtJLivDiEbbKrqWd+uViUh\/op5cIiIiIiIi0qNGxR6jmNVVrYxwmLlLl5Lk87Fz+HC8DQ1YAMNqJWyxYA+H8dbXsycuDlcwSMRmY0xWFomYgZWDA8FZNPaYW1TEzJUryS0uJi4YpMntpjg3l1WzZrElL4+y3rhgEekTquQSERERERGRHnUn5uqGUQ6EUQBfXb+eMSUl1KSlUZuSQovDgS0SgWgULBYiNhuOcBhHUxMJDQ3UDRvG2TNm8CPMio0A5vTDCGaT+dyiIgqWLmXShg3sSUlh87hx7ElJYdKGDRQsXcrYoiJyevnaRaT3KOQSERERERGRHhUP3ID5ATQU+4oAadXVuEIhAvHxYLNRkZVF1GbDHg5jiUQwDANLJELy\/v0E4+L47PbbOXfnTl7duJHRZWW4o1HCmI3tI9EoM1euJKWujk3jx1OfmEjEZqM+MZFN48eTUlfHjFWrOCsa7XKcIjKwabqiiIiIiIiI9LhlsccVmNVXUaAmPZ1mhwNPYyP+xER2ZWQAkFVRgTMUwhILpGrT0lhx0000+nz8cMGCDtMQ186axUV5ebxaXk5ucTEVWVlgsXQ8ucVCRWYmeUVFXFlezuScHF7opesWkd6jSi4RERERERHpFcuAPcB9wPXA1yZPpmTMGNJqaswpisCujAze\/+pX2Tx2LPWJiXx2yilcsXo1KbW1nU5D\/MHSpbxZVESc309cMEjA4+n03AGPB3cwiNfv58\/At3vpmkWk9yjkEhERERERkV4TDyzArOj6ld3OqwUF+JKSGF1aitfnwxoO421oINHvpyozk6fuv5\/\/+NvfDjsN8YJVq2jxeGhyu\/EEAp2e1xMIEHS78Xu9ALwMNPTSNYtI71DIJSIiIiIiIn3m0fx8nl60iE3jx5Pk85GzYwdJPh+bJkzg6UWL2HDKKUc1DdEOFOfmklVRAYbRcT\/DIKuykqK8PCqyswEIAz\/vlSsUkd6inlwiIiIiIiLSpx7Nz2fv9On8cv16QtXVONLTuWvyZKbb7Zz+4YecvHEjQbebfYMG8fGkSUTtBz7KBjweMqqqsAYC\/GPWLLIrKphQWEhFZiYBjwdPIEBWZSW1KSmsnjkTi\/VArUdpX1ysiPQYhVwiIiIiIiLS5wbb7SyeMqXDc08uWMDfly4l2efDAhgWC+e9+SYfnHkm6847DzgwDdHq9fJeTg5nFBRw4cqV5BYXk1FVRdDt5qNJk1g9cyZb8\/I6HH9Ub12ciPQKhVwiIiIiIiLS7zy1YAHXL1qEIxQibLPROlExLhjknH\/\/G4B106aRVVnJR5Mm8efYNMQP8\/L4fNw48svL8fr9+L1eKrKz2yq4orHj2IH7jzCG3dEoN5WX0+j3E+\/18mx2NkOt6voj0l8p5BIREREREZF+ZW8wyOWPP44jHKYhIQGrYeBqbsZiGLTY7TjDYc587z3qhgyhJj2dV2fO5KF24dPJViuTc3L482HOcQWQcJjt5xcVcdbKlVxdXExcMEiT282jubm8N2sWbxxUESYi\/YNCLhEREREREelX\/rh8OTfX19PsdILVShRodrlwhELYIhEiFguu5mZs4TCPFRSwsJPQ6YXY40tApN3zVmBWu+2dOb+oiKuWLiWlro6KrKy23l6TNmwgu6KC8wsKFHSJ9EOqsxQREREREZF+Ja6sDKthEGrXYD5qs9HschGMiyMYF4dhsbD1pJMI5+Uxo4vjvADcCTjbPRcF3gAWdPGa3dEoZ61cSUpdHZvGj6c+MZGIzUZ9YiKbxo8npa6OM1etYnc02sURRKSvKOQSERERERGRfqUpJ4eoxYIjHO64wWIharVijUSIWq3sGDWKbwHDMYOsFKCk3e4LgF8DYcCNOT3RDfiARXQedN1UXk5ucTEVWVlgsXTcaLFQkZlJXlERN5WXd8elikg3UsglIiIiIiIi\/co1s2fjS0zE1dICB1dMRaO4QiF8SUk8PXs2vwT2AKHY40lAHBAEHscMuDyAC7DFHj2x55+I7ddeo99PXDBIwOPpdGwBjwd3MEij3989Fysi3UYhl4iIiIiIiPQrg91u\/vdHPyJkt5MQCOAIBiESwREMkhAIELLbeeLWWwm53Z2+Pgh4gXrMCq+DP\/haAQewH5gGnAfcFNs\/3uulye3GEwh0emxPIEDQ7Sbe6\/3yFyoi3UqN50VERERERKTfuWXhQp4CLn\/8cZLq63GFQkQtFvYlJ\/OnW2\/lvoULsbW0MHP1ajIrKqjMymLVjBlEnGYHrjBgDYc5ff160qqrqUlPZ8PkyThifb5aAAN4L3a+dcAK4NzsbIpzc5m0YQObxo\/vOGXRMMiqrOSjSZN4Nju7l94JETlaCrlERERERESkX7pl4UL23nUXv1m+nLiyMppycrhm9mwWut3csmwZ\/\/nwwwzbvRt7JELYZuOBoUP59R138NScOXxjzRrmLl3KmJISXKEQzQ4HJWPG8FhBAX\/Lz8fo5HwG8LbVyv5Zs8iuqGBCYSEVmZltqytmVVZSm5LC+zNnMtSqiVEi\/Y1CLhEREREREem3Brvd\/OjWWzs8d+WyZTxw993ENTVR7\/XS7HLham4mq6qKB+6+m5M\/+4xpb79Nks9HTVoagfh4PI2NTCgsZNH8+QCszc9vO15rrVZr8LUxL48XCgr42sqV5BYXk1FVRdDt5qNJk3h\/5kzeyMvrhSsXOXYtwGqgAsgCZtBxddHjnUIuERERERER6feebWxk2+LFjCkp4f41a4jz+6kZNgxiFVXB+HiCbjdpNTXcsGIF+wYPZtvo0W3b\/YmJ+BMSGF1aytzHHuO16dOJ2u20Xz\/Rghl0GcDovDxuGzeOm8rLafT7ifd6eTY7WxVc0m8tAx4GdgMRzIUWhgJ3AHP6cFy9SSGXiIiIiIiI9EsN0ShLyss5af58vr16Na7mZiwcCKMG7dlDo9eLLRIhYrPR7HLR5HKRXF9PtdPZFnC1sVqpSU1lzNatnL1+Pe9MmdLlubcDQ61W1ubk9NwFinSTZcDdQBPmogsuoBmoij0PJ0bQpZBLRERERERE+p15RUXErVzJd1esYOzWrR3CrVbexkY8jY1gtWJYLITtdlocjkP2ay\/g8ZBaV0dadfVhzz+yey5DpMe1YFZwNQGpHFhNNB5wA7XAEmA2x\/\/URYVcIiIiIiIi0q\/MKyripKVLSdm1i3GxgKuVpd2jgfmBvgWwWK04QiEczc0d9juYJxCgxeGgJj0d46D9WoMxC\/BIN12LSE9bjTlF0cuBgKuVFUgAdsX2u6p3h9brFHKJiIiIiIhIv9EQjRK3ciUpdXVc+I9\/dBlWwUGBl9VKGHBGo0QtFpwtLRCNgsWCu7kZWzhMxGolrbaWTRMmsP7MMxlRVobX78fv9VKend02vXE6kNizlynSbSowe3C5utjuBhpi+x3vFHKJiIiIiIhIv7GkvJyxxcXsTEkhsbHxqF5jjUaJRiJmby6rlUB8PCGnk3GbNxOxWrGHwzhDIZwtLTR4vaw\/6yz+a\/FicouLiQsGaXK7Kc7NZdWsWQzKy2NtD1+jSHfKwmwy34w5RfFgwdj2rN4cVB9RyCUiIiIiIiL9Rp3fT24wyFn\/\/vdhq7jaswKWaJRmp5OdGRm4Wlr42wUXcOmrrzJ43z6isX5dtamp7Bk8mCtffpnKzEwKJ0wg4PHgCQSYtGED2RUVLC0owJOXR4ADje\/r\/H5SvF7mZWeToNUVpZ+ZgbmKYhVm1Vb739AoZhVXZmy\/451CLhEREREREek3UrxemtxuBu\/ff1T7G0D5sGGE4+LYM3gwjlCIJJ8Pq9XKe2edhT8xkfhAgMaEBCoyMjjn3\/9m3JYt7E5Px+\/1Ymtp4etvvsngvXsxLBaq0tL45T33MGHzZmauXMnY4mJyY9VeD+bm0jRrFkvy8nr0PRA5Fk7gDsxVFGsxe3C5MSu4GoA4YB7Hf9N5UMglIiIiIiIi\/ci87GwezM3lP\/7+96PaP2SxEBeJYK2vx+v3425uZsuYMcQ1NlIxYgT1iQe6ayXv30\/Knj3UpKaSsmcP165YQU55eYeKsYULF3Lpq6\/yyemnk1JXR0VWVlu116kbNlBXUcG8ggIFXdKvzIk9PozZhL4Bc4piJmbANaeL1x1vVGcpIiIiIiIi\/UaC1UrTrFmsveSSttUOO2PEvhrj4gjbbIStVuIbG7EYBs1xcaTW1hLweDq8xtncjCMcJuDxMGrbNkYeFHCB2cT+rA8+4LL\/\/V82jR+PPzGRiM1GfWIim8aPJ6WuDueqVfw5Gu3eCxf5kuYAhcBzwAOxx02cOAEXKOQSERERERGRfmZJXh7FP\/4xlcOHd7q9NfwK2WwYDgfehgbcLS3UpKez5tJLqU9MJK26Gk9DQ4fXtbhchOx2Evx+vIHAYccwtKYGS0tLx6DNYqEiM5O8oiJ+WV7Omi9+iSI9wglchVm9dRUnxhTF9jRdUURERERERPqdJXl5NFRU8OlXvsIpn39+SMXVnkGD+N1115FcX4+noYFAQgIVmZkYViuJ+\/czbNcuxm3ezAdf\/SpYzFf7kpKoGzKEyevXd3rO1kDLEvu69LXXWDOjY7vugMdDRlUVdr+fx4Dp6IO1SH+he1FERERERET6pQSrlVM3bmTG3r3c+N3vMnLHDrZnZ\/PcDTfww2efxR6JUJGVhWHpGIEFEhLYnZ5OQ0ICEwoLqcjMbOurFXY4Dtkf6HRqZPLevYc85wkECLrdGF4vW4H1wJTuuVwR+ZIUcomIiIiIiEi\/9ofBg0leu5bcTz\/lp4sWsfAXv2DY7t1k7tjBrowMinNzqUtNbdvfEwhQm5bG89ddx5nvv09ucTEZVVUE3W7WTZuGEY0y\/fXXj3je\/YMGdXzCMMiqrOSjSZNwZWcTAqq7+VpF5ItTyCUiIiIiIiL9WgJwz4IF\/OjRR0mI9dKyRKMk7dtH8v79JPl8vHfWWWbQ1S6IevP883nz\/PPJLi\/H6\/fj93opz87mkVtvpSEp6dAm1RYLGEZbU\/vt2dkk7tvHoH37GLJ3LwkNDRSPG8fbM2cStFpxAOm9+k6IyOEo5BIREREREZF+7edPPMFP\/vu\/cbW0EHS5CNvtOEMhXM3NpNfWYotEqPd6+fQrXyGrqoralBRWz5yJYTVjrB05OR2O15yYyKuXXMKlr77a8UTGgUmLb597LoHkZK7+y19IrK\/HahgE3W6cLS0M37aN9Xl5TAAm9\/C1i8jR0+qKIiIiIiIi0m\/VtLRwYyzgCsTFEXY6wWqlxeUiEB8PhkGyz8fobdvILi\/no0mTeKyggOK8vMMe97K1a\/nrJZcQtVjaGs1bgKjFwl8vuYRf\/\/jHnPHhh1gMg\/LsbDaNH0\/ZiBGMKC\/n3vnz+eqaNcxFlSMi\/YnuRxEREREREem3fr16NXfX1BCy2zFstg7bonZ7W3XVvkGDePrmm\/nHRRe1VXAdyWVr1+Kqr+fR229n9PbtbBs5ktseeYSk+Hh++41vkFRfz5axY6Hd8fxeL6NLS7nlsceYPH062PWxWqS\/0N0oIiIiIiIi\/ZarogJbNErEZsNiGIesjBi223G1tBByONicm3vUAVer5sREfvDssx2em\/CvfzGmpISatLQOARcAVis1qamM2bqVxevX84spWltRpL\/QdEURERERERHpt5qzsswqLosFezjcoW8WgD0UAmDr2LGUZ2cf07HbT1NsL7m6GlcoZE6H7ETA48EZCtFcrbUVRfoThVwiIiIiIiLSb\/3njBnsGjoUeyRCxGLBEQphiUbBMLCEw7hbWmjwePjd\/PnHVMXVPthqjc0s0SgjyspIaGggAnhiKzkezBMI0OJw4ErX2ooi\/YlCLhEREREREem30pxOfn\/HHTTGx+OIRIgCtnAYdzCIp6mJZqeTZ2+7jde+8hX2AVcCzi6O5e3kudaAK7eoiPkPPcR9CxbwzVdewREOM7q0lPiGho4viEZJq62l5KSTuHOy1lYU6U8UcomIiIiIiEi\/dv+cOTzywAOUZ2ZiWK1Yo1HCNhvlWVk8tHgxdyxcCEAy8CLQDNQCU4FRscdaoJIDFVztJz3mFhVRsHQpkzZsYE9KCsV5ebx31llYDIO8oiJSq6uxhsN4fT5Gl5biS0rizblzSVbTeZF+RXekiIiIiIiI9Hv3z5lDzezZPLh6Na6KCpqzsvjPGTO439l53VYKsK6T56cDr8a+NzCnKM5cuZKUujo2jR8Pscb2n516Kk1xcZz\/xhuk796N1++nxelk04QJ\/HnuXJ7Iz+\/+ixSRL0Uhl4iIiIiIiAwIaU4nD1511Zc6xlrgG8BrmCFXdnk5ucXFVGRlYTEMsioq8DQ0EEhIoOSkk6hJSyN382ZWzZjBpokTeXfyZKJ2Oy8ANwDLvuxFiUi3UcglIiIiIiIiJ5S1QD1wO7DV7ycuGGRYVRWXffghg\/fuxRaJELHZ2Dt4MB+ccQb1iYm8M2UKhRMntvX8CQK\/iX2voEukf1BPLhERERERETnhJALPAld6vQypq+PCf\/yD1Npagm43+5OTCbrdpNbWcuE\/\/kFKXR1+rxcHYAMcsa8o8Fugse8uQ0TaUcglIiIiIiIiJ6yrhg8ns7yc+KYm9iUn0+JyYVittLhc7EtOJr6picyKCnYOH97hddbYVxOwuC8GLiKHUMglIiIiIiIiJ6z\/ef993MEgDR4P8U1N2MJhMAxs4TDxTU00eDy4m5o48\/33D3lt6wfq0t4dsoh0QSGXiIiIiIiInLCaq6uxWizsyM6mISEBRyhEfGMjjlCIhoQEdmRnY7FYSKuuPuS10djjqN4dsoh0QY3nRURERERE5ITlSk+n2eHACpRnZ+NubsYWDhOx2wm6XHjr62lxOKhJT+\/wumjsKw64sw\/GLSKHUiWXiIiIiIiInLDunDyZkjFjSKupAcMg6HYTSEgg6HaDYZBWW0vJSSfx7uTJhIAIEIp9WYHrgfi+vAARaaOQS0RERERERE5YyXY7bxYU4EtKYnRpKV6fD2s4jNfnY3RpKb6kJP4wdy5Ou50oEOZABdfNwLI+Hb2ItKfpiiIiIiIiInJCW5Sfz3zgvKVLGVNSQmpdHS0OB5smTODNuXP5XX4+T2GuoliK2YPrTlTBJdLfKOQSERERERGRE96i\/Hz2T5\/O4vXraa6uxpWezp2TJzPdbn5sjgcW9O0QReQIFHKJiIiIiIiIYE5d\/MWUKX09DBH5gtSTS0REREREREREBjyFXCIiIiIiIiIiMuAp5BIRERERERERkQFPIZeIiIiIiIiIiAx4CrlERERERERERGTAU8glIiIiIiIiIiIDnkIuEREREREREREZ8BRyiYiIiIiIiIjIgKeQS0REREREREREBjyFXCIiIiIiIiIiMuAp5BIRERERERERkQFPIZeIiIiIiIiIiAx4CrlERERERERERGTAU8glIiIiIiIiIiIDnkIuEREREREREREZ8BRyiYiIiIiIiIjIgKeQS0REREREREREBjyFXCIiIiIiIiIiMuAp5BIRERERERERkQFPIZeIiIiIiIiIiAx4CrlERERERERERGTAU8glIiIiIiIiIiIDnkIuEREREREREREZ8BRyiYiIiIiIiIjIgKeQS0REREREREREBjyFXCIiIiIiIiIiMuAp5BIRERERERERkQHP3tcDOJhhGADU19f38Uj6VigUorGxkfr6ehwOR18PR0S6me5xkeOf7nOR45vucZHjn+7z\/qM1I2rNjLrS70Iuv98PQFZWVh+PRERERERERERE+gu\/309SUlKX2y3GkWKwXhaNRtm5cyderxeLxdLXw+kz9fX1ZGVlUVFRQWJiYl8PR0S6me5xkeOf7nOR45vucZHjn+7z\/sMwDPx+P8OHD8dq7brzVr+r5LJarWRmZvb1MPqNxMRE3UwixzHd4yLHP93nIsc33eMixz\/d5\/3D4Sq4WqnxvIiIiIiIiIiIDHgKuUREREREREREZMBTyNVPuVwu7rnnHlwuV18PRUR6gO5xkeOf7nOR45vucZHjn+7zgaffNZ4XERERERERERE5VqrkEhERERERERGRAU8hl4iIiIiIiIiIDHgKuUREREREREREZMBTyCUiIiIiIiIiIgOeQq4+9sADD\/C1r32N+Ph4kpOTD9n+6aef8p3vfIesrCzi4uLIy8vj0Ucf7fJ4JSUleL3eTo8lIn2jO+7zdevWMWPGDIYNG4bH4+HUU0\/lD3\/4Qy9dgYgcTnf9t3zjxo1MnTqVuLg4MjIyWLhwIVofSKR\/ONJ9DnDbbbdx+umn43K5OPXUUzvd529\/+xuTJ0\/G6\/WSmprKFVdcwfbt23tu4CJyVLrrHjcMg8WLFzN27FhcLhdZWVn88pe\/7LmByyEUcvWxlpYWrrrqKubMmdPp9o8++ojU1FR+\/\/vfs2nTJu6++25++tOf8vjjjx+ybygU4jvf+Q7nnntuTw9bRI5Bd9zn77zzDqeccgovv\/wyn332GTfddBPXXXcdr7zySm9dhoh0oTvu8fr6ei688EKGDx\/OBx98wGOPPcbixYtZsmRJb12GiBzGke5zMD\/c3nTTTVx99dWdbi8tLWXGjBmcf\/75fPLJJ\/ztb3+jrq6Oyy+\/vKeGLSJHqTvucTCDsGeeeYbFixdTXFzMK6+8wplnntkTQ5YuWAz9L8J+YcWKFdx+++3s37\/\/iPveeuutFBUV8cYbb3R4fv78+ezcuZP\/+I\/\/OOpjiUjv6Y77vL1LL72U9PR0nn322W4cpYh8UV\/mHl+2bBk\/\/elPqa6uxuVyAfDQQw\/x2GOPUVlZicVi6cmhi8hROpr7\/N5772XVqlV88sknHZ5\/6aWX+M53vkNzczNWq1lr8MorrzBjxgyam5txOBw9OHIRORpf5h4vKirilFNO4fPPP2fcuHE9O1Dpkiq5BiCfz8fgwYM7PPfGG2\/w4osv8sQTT\/TRqESkO3V2n3+RfUSkfzr4\/n333XeZOnVqW8AFcPHFF7Nz507Kysr6YIQi0t3OOOMMbDYbzz33HJFIBJ\/Px+9+9zsuuugiBVwix4FXXnmFUaNGsWbNGkaOHElOTg7f+9732Lt3b18P7YSikGuAeffdd\/nLX\/7CLbfc0vbcnj17uOGGG1ixYgWJiYl9ODoR6Q6d3ecHe+mll\/jggw+48cYbe3FkItIdOrvHd+\/eTXp6eof9Wn\/evXt3r45PRHpGTk4Of\/\/737nrrrtwuVwkJydTWVnJCy+80NdDE5FuUFpayo4dO3jxxRd5\/vnnWbFiBR999BFXXnllXw\/thKKQqwfce++9WCyWw359+OGHx3zcTZs2MWPGDBYsWMCFF17Y9vz3v\/99rrnmGr7+9a9352WIyGH09n3e3rp167jhhht4+umnmTBhwpe9FBHpRF\/c4wdPSWztKKGpiiI9o6fu867s3r2b733ve1x\/\/fV88MEHvPXWWzidTq688kotMiHSA3r7Ho9GozQ3N\/P8889z7rnnMm3aNJYvX86bb77J5s2bu+08cnj2vh7A8ehHP\/oR3\/72tw+7T05OzjEds7CwkPPPP5\/vf\/\/7\/OxnP+uw7Y033uD\/\/u\/\/WLx4MWD+ozgajWK32\/nNb37DTTfddEznEpEj6+37vNVbb73FN7\/5TZYsWcJ11113TMcXkaPX2\/f40KFDD6nYqqmpATikwktEukdP3OeH88QTT5CYmMivfvWrtud+\/\/vfk5WVxXvvvcfkyZO77Vwi0vv3+LBhw7Db7YwdO7btuby8PADKy8vVp6uXKOTqASkpKaSkpHTb8TZt2sT555\/P9ddfzwMPPHDI9nfffZdIJNL28+rVq1m0aBHvvPMOGRkZ3TYOETmgt+9zMCu48vPzWbRoETfffHO3nVtEDtXb9\/jZZ5\/NXXfdRUtLC06nE4C\/\/\/3vDB8+vFv\/AS4iB3T3fX4kjY2N2Gy2Ds+1\/hyNRnttHCInit6+x8855xzC4TDbtm1j9OjRAGzZsgWAESNG9No4TnQKufpYeXk5e\/fupby8nEgk0rZCw5gxY0hISGDTpk2cd955XHTRRcybN6\/t\/\/LabDZSU1OBA+lwqw8\/\/BCr1crJJ5\/cq9ciIp3rjvt83bp1XHrppdx2221cccUVbfs4nU41nxfpY91xj19zzTXcd9993HDDDdx1111s3bqVX\/7ylyxYsEDTFUX6gSPd5wAlJSU0NDSwe\/dumpqa2vYZP348TqeTSy+9lF\/\/+tcsXLiQ73znO\/j9fu666y5GjBjBaaed1kdXJiLQPff4BRdcwKRJk7jpppt45JFHiEaj3HrrrVx44YUdqrukhxnSp66\/\/noDOOTrzTffNAzDMO65555Ot48YMaLLYz733HNGUlJSr4xfRI6sO+7zro4xderUPrkmETmgu\/5b\/tlnnxnnnnuu4XK5jKFDhxr33nuvEY1Ge\/+CROQQR7rPDcMwpk6d2uk+27dvb9vnT3\/6k3HaaacZHo\/HSE1NNS677DKjqKio9y9IRDrornu8qqrKuPzyy42EhAQjPT3duOGGG4w9e\/b0\/gWdwCyGoS6HIiIiIiIiIiIysGl1RRERERERERERGfAUcomIiIiIiIiIyICnkEtERERERERERAY8hVwiIiIiIiIiIjLgKeQSEREREREREZEBTyGXiIiIiIiIiIgMeAq5RERERERERERkwFPIJSIiItKLLBYLFouFe++9t6+HckymTZuGxWJh2rRpfT0UERERkU4p5BIREZEBb926dQM2PBIRERGR7qGQS0RERORLysnJwWKxcMMNN3yp47QP69atW9ctYxMRERE5Udj7egAiIiIiJxLDMPp6CCIiIiLHJVVyiYiIiIiIiIjIgKeQS0REREREREREBjyFXCIiInJCCwQC\/PnPf+Z73\/sep556KklJSTgcDlJTU5k6dSqLFy+moaGh09e2rji4Y8cOAH7729+29dRq\/Tp4NcLOGuSXlZVhsVg477zz2p4777zzDjnWihUr2rbfcMMNWCwWcnJyDnt9K1asaHt9WVlZl\/u9++67XHnllQwdOhS3283IkSO5+eab2bx582GPf7DKykp++tOfMmnSJAYNGoTb7SY7O5urr76aN99885iOJSIiInIs1JNLRERETmiXXnopb7311iHP19XV8fbbb\/P222\/zP\/\/zP6xdu5bc3Nw+GGHPe\/jhh\/nxj39MNBpte66srIynn36aP\/7xj7z44otHdZzly5czd+5cmpqaOjxfUVFBRUUFf\/nLX5g9ezZPPvkkdrv+GSoiIiLdS\/+6EBERkRNaOBxm4sSJXHbZZZxxxhkMHz4cwzDYsWMHK1eu5C9\/+Qvbt29n5syZfPLJJ7jd7rbXPvfccwQCAS6++GJ27tzJjBkz+MUvftHh+B6P54hjyMjIYOPGjXzwwQfcdNNNADz77LN89atf7bBfZmZmN1xxRy+\/\/DJ33nknAElJScyfP7+t+uyNN97gV7\/6Fddccw2pqamHPc6zzz7L9773PQBOPvlkbrnlFk477TTi4+PZvn07y5cvZ+3atSxfvpykpCQefvjhbr8WERERObEp5BIREZET2nPPPcdJJ510yPNnnXUW3\/rWt5g9ezYXX3wxmzdv5g9\/+AOzZ89u22fkyJEAOBwOAJKTkzn55JOPeQwOh4OTTz6Zurq6Dsf+Isc6Fi0tLcydOxcwA653332XvLy8tu1nn302M2bM4JxzzmHr1q1dHqeioqLtONdffz3PPPNMh0qt0047jcsvv5y7776bX\/7ylzzyyCPccsstjB07toeuTERERE5E6sklIiIiJ7TOAq72LrjgAi677DIAVq1a1Qsj6j2rVq1i165dAPz85z\/vEHC1Ovnkk7n77rsPe5xHH32UxsZGhg8fftipiPfddx8ZGRlEo1Gef\/75L38BIiIiIu0o5BIRERFpp7a2lq1bt\/L555+3fbVO1fv000\/7eHTd6\/XXXwfMZvjXX399l\/vdeOONWCyWLrevXr0agG9+85sdpnMezG63c\/bZZwNmo3sRERGR7qTpiiIiInLC+\/e\/\/83SpUt5\/fXX2bt3b5f7tZ9OeDzYuHEjYE6NTElJ6XK\/1NRUcnJy2L59+yHbfD4fJSUlADz11FM89dRTR3Xu3bt3f4ERi4iIiHRNIZeIiIic0O69917uu+++o9r34FUDB7p9+\/YBkJaWdsR909PTOw25ampqvtC5Gxsbv9DrRERERLqikEtEREROWP\/v\/\/2\/toBr1KhR3HnnnUyZMoXs7GwSEhKw2WwALFiwgPvvv78vh9ojDMMAOOxUxIP3PVgkEmn7\/vbbb+\/QmP9wnE7nUe0nIiIicrQUcomIiMgJ6+mnnwbMVRHffffdLiuaWiue+hOr1WytGo1GD7tfIBDoctvgwYMBqK6uPuL5uqrYGjJkSNv3jY2NPb4ipIiIiEhX1HheRERETlibNm0C4Pzzzz\/slL0PP\/zwsMc5mkqoo3Esx\/F6vQDs37\/\/sPtt3ry5y20TJ04EYPv27ezZs6fL\/WpraykrK+t0W2pqKhkZGYDZyL6rii8RERGRnqaQS0RERE5Y4XAYOHx\/qE8++YT169cf9jitKwo2Nzd\/qfG0X5nwSMcaOXIkAH6\/v8sgq6WlhZdffrnLY1xwwQWAORXx+eef73K\/FStWHDa8uuyyywAoLS3lpZdeOuy4RURERHqKQi4RERE5YZ100kkA\/Otf\/6K0tPSQ7bW1tXz3u9894nGGDRsGwLZt277UeFqPczTHmjp1atv3Dz\/88CHbDcPgtttuY+fOnV0eY+bMmW3nvP\/++zsNywoLC3nggQcOO5b\/+q\/\/wuVyAfCDH\/zgiJVva9eu5bPPPjvsPiIiIiLHSj25RERE5LjyySefsGLFiiPuN2XKFK677jpeeeUVGhoamDp1KvPnz+f000\/HMAzeeecdlixZwu7duzn77LN59913uzzW1772Nd58800++OADHnroIS655BI8Hg8AcXFxbdP5jiQ7O5vMzEwqKytZvHgxGRkZjBs3Drvd\/Cdbenp62zTF0047jcmTJ7N+\/XqefvppWlpauP7660lKSmLr1q08+eSTrFu37rBjdzqdPPbYY1x55ZXs27ePyZMnM3\/+fKZNm4ZhGKxbt45FixYBZiC4devWTo8zcuRInnzySW688Ub27t3LOeecw7XXXkt+fj7Z2dmEw2EqKyt5\/\/33eemll9i2bRuvvPIKp5xyylG9LyIiIiJHw2KocYKIiIgMcOvWreO88847ptc899xz3HDDDdx0000899xzne5js9l4+OGH2bdvX9sqjJ3906mqqopTTjmFvXv3HrJt6tSprFu3ru3n1r5b99xzD\/fee+8h+y9btowf\/vCHhx1zq+LiYqZOndplU\/h58+YxceJEbrzxRsDsvZWTk3PIfosXL2b+\/PmdNrGPj4\/nxRdf5Fe\/+hVvvfXWIdfT3p\/\/\/Gduvvlm6uvrO93eymq18vrrrx\/zn5mIiIjI4Wi6ooiIiJzQnn32WX73u99x7rnn4vV6cblcjBgxgmuvvZZ33nmH22677YjHyMjI4P3332f27NmMGTOmQ2+tYzVnzhxefvllLrroItLS0tqquDqTm5vLxx9\/zJw5cxgxYgROp5PU1FSmT5\/OX\/\/6106nMXbmzjvv5J\/\/\/CeXX345aWlpbe\/BTTfdxIcffsg3vvGNozrO1VdfTVlZGQ899BDTpk0jLS0Nh8NBfHw8o0aN4pvf\/CZLliyhrKxMAZeIiIh0O1VyiYiIiIiIiIjIgKdKLhERERERERERGfAUcomIiIiIiIiIyICnkEtERERERERERAY8hVwiIiIiIiIiIjLgKeQSEREREREREZEBTyGXiIiIiIiIiIgMeAq5RERERERERERkwFPIJSIiIiIiIiIiA55CLhERERERERERGfAUcomIiIiIiIiIyICnkEtERERERERERAY8hVwiIiIiIiIiIjLgKeQSEREREREREZEBTyGXiIiIiIiIiIgMeAq5RERERERERERkwPv\/ATgvLXt9YMA+AAAAAElFTkSuQmCC\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [42]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Location'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"n\">backgroundcolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'white'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">rotation<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">90<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">15<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'count'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [43]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">countplot<\/span><span class=\"p\">(<\/span><span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Location'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">30<\/span><span class=\"p\">,<\/span> <span class=\"n\">backgroundcolor<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'white'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">rotation<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">90<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">15<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'place'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'count'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [44]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">heatmap<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">corr<\/span><span class=\"p\">(<\/span><span class=\"n\">numeric_only<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">),<\/span> <span class=\"n\">cmap<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'RdBu_r'<\/span><span class=\"p\">,<\/span> <span class=\"n\">cbar<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">annot<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidths<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [45]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">corr<\/span><span class=\"p\">(<\/span><span class=\"n\">numeric_only<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[45]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Personal Loan<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>Age<\/th>\n <td>1.000000<\/td>\n <td>0.993991<\/td>\n <td>-0.055164<\/td>\n <td>-0.030526<\/td>\n <td>-0.046566<\/td>\n <td>-0.051941<\/td>\n <td>0.041211<\/td>\n <td>-0.012484<\/td>\n <td>-0.000403<\/td>\n <td>0.008068<\/td>\n <td>0.013622<\/td>\n <td>0.007530<\/td>\n <td>-0.007694<\/td>\n <td>-0.027757<\/td>\n <td>-0.009929<\/td>\n <\/tr>\n <tr>\n <th>Experience<\/th>\n <td>0.993991<\/td>\n <td>1.000000<\/td>\n <td>-0.046785<\/td>\n <td>-0.030833<\/td>\n <td>-0.051981<\/td>\n <td>-0.049676<\/td>\n <td>0.013808<\/td>\n <td>-0.011050<\/td>\n <td>-0.000960<\/td>\n <td>0.009757<\/td>\n <td>0.013982<\/td>\n <td>0.008721<\/td>\n <td>-0.008276<\/td>\n <td>-0.028234<\/td>\n <td>-0.008615<\/td>\n <\/tr>\n <tr>\n <th>Income<\/th>\n <td>-0.055164<\/td>\n <td>-0.046785<\/td>\n <td>1.000000<\/td>\n <td>-0.030725<\/td>\n <td>-0.157232<\/td>\n <td>0.645931<\/td>\n <td>-0.187277<\/td>\n <td>0.206712<\/td>\n <td>-0.002695<\/td>\n <td>0.169703<\/td>\n <td>0.014397<\/td>\n <td>-0.002030<\/td>\n <td>0.502459<\/td>\n <td>-0.031680<\/td>\n <td>-0.023029<\/td>\n <\/tr>\n <tr>\n <th>ZIP Code<\/th>\n <td>-0.030526<\/td>\n <td>-0.030833<\/td>\n <td>-0.030725<\/td>\n <td>1.000000<\/td>\n <td>0.027532<\/td>\n <td>-0.012197<\/td>\n <td>-0.008254<\/td>\n <td>0.003608<\/td>\n <td>0.002418<\/td>\n <td>0.021669<\/td>\n <td>0.028328<\/td>\n <td>0.024055<\/td>\n <td>-0.002977<\/td>\n <td>0.856855<\/td>\n <td>-0.261323<\/td>\n <\/tr>\n <tr>\n <th>Family<\/th>\n <td>-0.046566<\/td>\n <td>-0.051981<\/td>\n <td>-0.157232<\/td>\n <td>0.027532<\/td>\n <td>1.000000<\/td>\n <td>-0.109088<\/td>\n <td>0.064581<\/td>\n <td>-0.020294<\/td>\n <td>0.020094<\/td>\n <td>0.014184<\/td>\n <td>0.010127<\/td>\n <td>0.011160<\/td>\n <td>0.061471<\/td>\n <td>0.026448<\/td>\n <td>-0.012197<\/td>\n <\/tr>\n <tr>\n <th>CCAvg<\/th>\n <td>-0.051941<\/td>\n <td>-0.049676<\/td>\n <td>0.645931<\/td>\n <td>-0.012197<\/td>\n <td>-0.109088<\/td>\n <td>1.000000<\/td>\n <td>-0.135952<\/td>\n <td>0.109829<\/td>\n <td>0.015035<\/td>\n <td>0.136504<\/td>\n <td>-0.003486<\/td>\n <td>-0.006454<\/td>\n <td>0.366864<\/td>\n <td>-0.019101<\/td>\n <td>-0.020693<\/td>\n <\/tr>\n <tr>\n <th>Education<\/th>\n <td>0.041211<\/td>\n <td>0.013808<\/td>\n <td>-0.187277<\/td>\n <td>-0.008254<\/td>\n <td>0.064581<\/td>\n <td>-0.135952<\/td>\n <td>1.000000<\/td>\n <td>-0.033186<\/td>\n <td>-0.010723<\/td>\n <td>0.014004<\/td>\n <td>-0.015227<\/td>\n <td>-0.011432<\/td>\n <td>0.136834<\/td>\n <td>-0.013418<\/td>\n <td>0.015991<\/td>\n <\/tr>\n <tr>\n <th>Mortgage<\/th>\n <td>-0.012484<\/td>\n <td>-0.011050<\/td>\n <td>0.206712<\/td>\n <td>0.003608<\/td>\n <td>-0.020294<\/td>\n <td>0.109829<\/td>\n <td>-0.033186<\/td>\n <td>1.000000<\/td>\n <td>-0.005449<\/td>\n <td>0.089286<\/td>\n <td>-0.005904<\/td>\n <td>-0.007061<\/td>\n <td>0.142065<\/td>\n <td>-0.003181<\/td>\n <td>-0.004485<\/td>\n <\/tr>\n <tr>\n <th>Securities Account<\/th>\n <td>-0.000403<\/td>\n <td>-0.000960<\/td>\n <td>-0.002695<\/td>\n <td>0.002418<\/td>\n <td>0.020094<\/td>\n <td>0.015035<\/td>\n <td>-0.010723<\/td>\n <td>-0.005449<\/td>\n <td>1.000000<\/td>\n <td>0.317023<\/td>\n <td>0.012685<\/td>\n <td>-0.014926<\/td>\n <td>0.021932<\/td>\n <td>-0.004530<\/td>\n <td>-0.012094<\/td>\n <\/tr>\n <tr>\n <th>CD Account<\/th>\n <td>0.008068<\/td>\n <td>0.009757<\/td>\n <td>0.169703<\/td>\n <td>0.021669<\/td>\n <td>0.014184<\/td>\n <td>0.136504<\/td>\n <td>0.014004<\/td>\n <td>0.089286<\/td>\n <td>0.317023<\/td>\n <td>1.000000<\/td>\n <td>0.175935<\/td>\n <td>0.278792<\/td>\n <td>0.316344<\/td>\n <td>0.023647<\/td>\n <td>-0.020580<\/td>\n <\/tr>\n <tr>\n <th>Online<\/th>\n <td>0.013622<\/td>\n <td>0.013982<\/td>\n <td>0.014397<\/td>\n <td>0.028328<\/td>\n <td>0.010127<\/td>\n <td>-0.003486<\/td>\n <td>-0.015227<\/td>\n <td>-0.005904<\/td>\n <td>0.012685<\/td>\n <td>0.175935<\/td>\n <td>1.000000<\/td>\n <td>0.003956<\/td>\n <td>0.006332<\/td>\n <td>0.028896<\/td>\n <td>-0.014014<\/td>\n <\/tr>\n <tr>\n <th>CreditCard<\/th>\n <td>0.007530<\/td>\n <td>0.008721<\/td>\n <td>-0.002030<\/td>\n <td>0.024055<\/td>\n <td>0.011160<\/td>\n <td>-0.006454<\/td>\n <td>-0.011432<\/td>\n <td>-0.007061<\/td>\n <td>-0.014926<\/td>\n <td>0.278792<\/td>\n <td>0.003956<\/td>\n <td>1.000000<\/td>\n <td>0.002903<\/td>\n <td>0.015377<\/td>\n <td>-0.005542<\/td>\n <\/tr>\n <tr>\n <th>Personal Loan<\/th>\n <td>-0.007694<\/td>\n <td>-0.008276<\/td>\n <td>0.502459<\/td>\n <td>-0.002977<\/td>\n <td>0.061471<\/td>\n <td>0.366864<\/td>\n <td>0.136834<\/td>\n <td>0.142065<\/td>\n <td>0.021932<\/td>\n <td>0.316344<\/td>\n <td>0.006332<\/td>\n <td>0.002903<\/td>\n <td>1.000000<\/td>\n <td>-0.008494<\/td>\n <td>-0.010898<\/td>\n <\/tr>\n <tr>\n <th>Latitude<\/th>\n <td>-0.027757<\/td>\n <td>-0.028234<\/td>\n <td>-0.031680<\/td>\n <td>0.856855<\/td>\n <td>0.026448<\/td>\n <td>-0.019101<\/td>\n <td>-0.013418<\/td>\n <td>-0.003181<\/td>\n <td>-0.004530<\/td>\n <td>0.023647<\/td>\n <td>0.028896<\/td>\n <td>0.015377<\/td>\n <td>-0.008494<\/td>\n <td>1.000000<\/td>\n <td>-0.183501<\/td>\n <\/tr>\n <tr>\n <th>Longitude<\/th>\n <td>-0.009929<\/td>\n <td>-0.008615<\/td>\n <td>-0.023029<\/td>\n <td>-0.261323<\/td>\n <td>-0.012197<\/td>\n <td>-0.020693<\/td>\n <td>0.015991<\/td>\n <td>-0.004485<\/td>\n <td>-0.012094<\/td>\n <td>-0.020580<\/td>\n <td>-0.014014<\/td>\n <td>-0.005542<\/td>\n <td>-0.010898<\/td>\n <td>-0.183501<\/td>\n <td>1.000000<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [46]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">kdeplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Income'<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">hue<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"n\">shade<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">fill<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">common_norm<\/span> <span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">palette<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'crest'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidth<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Income-Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Income'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span> <span class=\"p\">(<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">yticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span><span class=\"o\">=<\/span><span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [47]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">kdeplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">hue<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"n\">shade<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">fill<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">common_norm<\/span> <span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">palette<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'crest'<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidth<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Age-CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span> <span class=\"p\">(<\/span><span class=\"s1\">'CCAvg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">yticks<\/span><span class=\"p\">(<\/span><span class=\"n\">fontsize<\/span><span class=\"o\">=<\/span><span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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IgAFgcMRBOQQhMP2IhACAZhEHAuQiCAGBhxEA4ASHQmsJ9XwiFAIBgs9fVEAUBhyEIAoAFEQLhFMRA+yEUAgBCYVoQcBaCIABYDDEQTkEMdJZQ308iIQC4D2EQcAaCIABYBCEQTkIMdAciIQC4F8uIAXsjCAKABRAD4STEQHcjEgKAezAtCNgXQRAATEYMBOB0REIAcDbCIGA\/BEEAMAkhEICbEQkBwHlYRgzYB0EQAExADASApoIjIYEQAOyHKAjYA0EQANKMGAgAsWGKEADsiSXEgPURBAEgTQiBAJA8pggBwD6YFgSsiyAIAGlADISb5Ge350zDSBumCAHA2oiCgDURBAEghQiBcCuiIMzEFCEAWAtLiAHrIQgCQIoQA+F2REFYBVOEAGANTAsC1kEQBACDEQKBvYiCsCqmCAHAHERBwBoIggBgIGIgwlmwucrsXfA7skvbtN4fURB2wBQhAKQPURAwH0EQAAxACES04Ncn1zp\/cmOJk0ZHQ19YIQzCTpgiBIDUIQoC5vJ4vV6v2TuBxFRUVCg3N1fl5eXKyckxe3cA1yIGuk+4oGal6JeMovL6sJcZFQoJg3ACAiEAGIMwCBgjnk5EELQxgiBgLkKgO4SKf04Jf\/EKFwqTiYSEQTgNkRAAEkMUBJIXTydy5ysaAEgSMdC5CIDhhfs6hPqaxRoJWUoMp2GZMQAkhiXEQHrxCgcA4kQMdBYCYPJCfb3ijYSEQTgVgRAAYkcUBNKHJcM2xpJhIL0Igc4RHKsIgKkXarlxpEBIGIRbEAgBoCmiIJAYlgwDgMGIgfZHBDRXLFOEgYEwMJIQB+FkoX6+iYQA3I5JQSD1eDUEABEQAu0tMDgRAK0n+HsSLhCynBhuwzJjACAKAqnGqyMACIMYaE9EQPsK\/H4VldeHCIRMDcKdAn\/eiYMA3IQoCKQOr5QAIAgh0H5YDuw8wd\/D4EDoi4OEQbgN04MA3IYoCKQGr5gAIAAx0D6IgO4Sfnlxc0kNy4uJg3AjAiEANyAKAsbj1RMAiBBoJywJhhRueXFDHOzaZpdJewWYj+XFAJyKKAgYi1dSAFyPGGh9TAMikqbLixv+X1bX8Ls9uH2zdO8SYAnEQQBOQxQEjMMrKgCuRQi0PqYBkYi9PyttVVRer\/+V7f1dJw7CrYiDAJyCKAgYg1dXAFyJGGhthEAYpeHnp60kadG2Kv2vbLf\/MuIg3Io4CAAAeJUFwFUIgdZFBESqDevYEAbXVG6XJP0v6BwkBEK4kS8OEgYB2AlTgkDyeMUFwDWIgdZECES65We3+\/Wt7f6PldZkMj0IV2NqEIDdEAWB5PDKC4DjEQKtiRAIs\/nC4JrK7cprVe\/\/OHEQbsfUIAC7IAoCieMVGABHIwZaDyEQVhMYBiURB4FfEQYB2AFREEgMr8QAOBIh0Hp8IZAICKsKDoNS4zgocdxBuBNhEIDVEQWB+PGqDIDjEAOthRAIuwkVBn2YHoSbuTUMBk62O8GRXdqavQtAShAFgfjw6gyAoxADrYFlwXCC\/Ox2IaOgD3EQbmVWGDQrzDnt71gqvo5ERgCwH4\/X6\/WavRNITEVFhXJzc1VeXq6cnByzdwcwFSHQGgiBcKpIYTCU0prGP\/8EQjhZqDCYiujE3xXrKiqvj36lIEREpApTgnCzeDoRQdDGCIJAA2Kg+QiBcIN4o6BPcByUCISwvsCJ11i0b9H0BTh\/DxBOLAGRYIhkEAXhVgRBlyAIwu0IgeYjBMKNEg2DPkwPIt3ijXs+wSfViYXvGJxAsqJFQ4IhoiEKwo0Igi5BEISbEQPNx8lC4GbJRsFABELEI5G4l0jYSwZREKkWKRYSChGIKAi3IQi6BEEQbkUMNBchENjLyDDowxJj94k38qU78CWCKAgzhAuFREJ3IwrCTeLpRLyaA2AbhEBzEQKBpqKdiTgRwbEn+AzGEoHQLuIJfXaIfPFYU7mdKIi0C\/Ucpai8PuRJboiEANyOCUEbY0IQbkIMNA8hEIguFZOCkYSaIpQIheni5tCXCMIgrCbUJCGB0NmYEoRbsGTYJQiCcAtioDk4YQgQv3SHwUDhIqFEKIwVoS81CIKwOgKhOxAF4QYEQZcgCMINiIHpRwgEkmNmFAwlUij0cWowdOKx+eyKKAg7CQ6ExEHnIArC6TiGIADbIwSmHyEQMEYqjiuYjGiRK9QxCqNJZ0BM5Ky6PgQ+6+CYgrCTwOdBwccgJA4CcAomBG2MCUE4FTEw\/ThOIGA8K0VBI8UycWgkop6zEAVhd4HTg8RBe2JKEE7GhCAA2yIGphch0BoWbihLehtHdGtvwJ7ASFabFDQKgQ6AmwU+Z2Jy0J5mr6shCgIiCAKwEGJg+rA8OPXiiXxD8pJ\/Uhrr\/REO08upURAAQBy0M6IgQBAEYBHEwPQgBBovUogzIvTFKtb7irS\/xMLUIAoCe3EsQTiV73lV4DEHCYMArIxjCNoYxxCEUxAD04PlwckLF9PSGf5SZWlp6N9DIqFxiIJAA4Ig3ILjDVofU4Jwmng6EUHQxgiCcAJiYOoRAhMXKgA6If7FKlQkJBAmhygIEAThPoRBayMKwkkIgi5BEISdEQJTj+XB8XN7AIxFcCQkEMaPKAi3IwjCrQiD1kUUhFNwlmEAlkYMTD2mAmMXHAEJgJEFf32Cv34Ewug4piAAuBPHGQRgJUwI2hgTgrAjYmBqEQJjExixCIDGYYlxfIiCcCsmBIG9fFODhEHzMSUIJ2DJsEsQBGE3xMDUYXlwdETA9GN5cXREQbgNMRAIjTBoDURB2B1LhgFYDjEwdZgKDI8IaK7Ar\/nS0ppG3w\/iYAOWDwMApIbncSwlBpBOTAjaGBOCsAtiYGowFRgaEdD6mBxsiigIN2A6EIgNJx8xF1OCsDOWDLsEQRB2QAxMDaYCmyIE2ldgIHRzHCQKwukIgkB8CIPmIQrCrlgyDAAOxVRgY0RAZwj83rl5WTHLh+FkxEAgfsFnJSYKps\/sdTVEQTgeryYBpAzTgcZiKnAvQqBzuT0OEgXhRMRAIDkcXxBAKrBk2MZYMgwrIwYah6nABkRA93LjMQeJgnAKYiBgLM5GnF5MCcJuOIagSxAEYVXEQOMwFUgIRGNuioNEQdgdMRBIHcJg+hAFYSfxdKKMNO2TbdXV1emZZ57RySefrH333VctW7ZU27Zt1b9\/f11yySVauHBhTNuZPXu2xo4dq27duqlly5bq1q2bxo4dq9mzZ6f4MwDSixhoHLfHwIUbyvwxcEheK2IgJO39WfD9PPh+TgLDsVMQU2Bn\/PwCqeV7fhi4kgQA4sGEYATr16\/X6NGj9f3330e83g033KBHHnlEHo+nyWVer1dXXnmlpk2bFvb2l19+uZ588smQt4+ECUFYDTHQGIRAJgIRPydPDjIpCLshBsqy\/0jhpMdG7MW0YOoxJQi7YMmwAerr63XooYf6Y+BBBx2kG2+8Uf3791dlZaU+\/\/xzPfLII6qurpYkPfjgg5owYUKT7dx222267777JEmHHHKIJk6cqN69e6u4uFgPPvigFi9e7L\/eX\/7yl7j2kSAIKyEGGsPNMZAQCKM4MQ4SBWEHTguByUQ9K\/4dC35sjIUTHj\/dgiiYekRB2AFB0ACvv\/66zjrrLEnS8OHDNX\/+fDVr1qzRdb755hsNHz5cu3btUvv27bV161ZlZu59EV9UVKSBAweqvr5eBQUFmjdvnrKysvyX79ixQyNHjlRhYaEyMzO1YsUK9e7dO+Z9JAjCSgiCyXNrDCQEIpWcFAeJgrAyO8XAWEMff5OiR0Q7P6Y6FWEwdQiCsIN4OpG7XnXGYcGCBf63b7311iYxUJKGDh2qU089VW+++abKysq0YsUKHXDAAf7LH3vsMdXXNzwgP\/74441ioCS1bt1ajz\/+uIYPH676+npNnTpVjz\/+eIo+IyB1iIHJIQTyogupE\/iztbS0ptHPnd1eyOZntyMKwpKsFANjiX38zYldtK9VpK+33R5jnaJPbqaKyuu1YHMVUdBgs9fVEAXhKO569RmHuro6\/9u9evUKe73Aib7a2lr\/216vV2+\/\/bYkacCAATriiCNC3v6II45Q\/\/79tXLlSr311lv629\/+FvexBAEzEQOTY7cYaESMWLFtp\/\/tntkNQ+ollTvDXV09s3lBAWM4IQ4SBWElZoTAaMGP2Jde4b7ewY+xPnZ5rLU7oiCAWNjjFagJ+vXr53979erVGjx4cMjrFRcXS5I8Ho\/69u3r\/\/iaNWv0008\/SZJGjhwZ8b5GjhyplStXasOGDSopKVF+fn6yuw\/ABqwYA1MZGkKFwFiUVMa2tItwiHjYOQ4SBWEFqYyBRD\/7C\/c9IhKmT\/BZiAmDxmBKEE5inVehFnPeeefpjjvuUEVFhR544AGdcsopTZYNL168WO+\/\/74kady4cY3WZy9fvtz\/9oABAyLeV+Dly5cvJwjCNpgOTJwVYmA6g4IvBsYTAuMVLhwSChFN8AvX4BesVnyxShSEWYwIgQQ\/9wr+3oaaJLTiY66dMS1oPKIgnIIgGEbHjh01ffp0XXDBBVqwYIGGDRum66+\/Xv369VNVVZUWLFigRx55RHV1dTr44IP16KOPNrr9+vXr\/W9369Yt4n1179495O2C1dbWNlqWXFFREe+nBRiGGJgYs0KgWeEgHSEwGkIh4mWX6UGiINIp3hBI9EMsQv0cEAiNRxQEEApBMIIzzjhDhYWFevTRR\/Xss8\/qoosuanR5586dNXnyZF1++eVq06ZNo8sqKyv9b7dtG\/lBN\/C2VVVVYa83ZcoUTZ48OZ5PAYCFmBEDzQ6BkrkxMJJQoZBIiGBWnx4kCiIdwsVAoh9SIdI\/ykjmP+7aVWAUlFhCnCymBOEEBMEIdu3apZkzZ+rdd9+V19v0Be2WLVv00ksvqV+\/fho9enSjy2pq9k5PtWjRIuL9tGzZ0v\/2zp3hD6x\/66236sYbb\/S\/X1FR0Wi6EEgXpgPjl84YaHYcsMJUYKICIyFxEKFYMRASBZEq+dnttHBDmbaUhw9\/RD+kUrQlxsTB+PiehzItaAyiIOyOIBhGdXW1TjnlFM2bN0\/NmjXTxIkTdfHFF6tXr16qqanRV199pbvvvluff\/65TjvtND322GP605\/+5L99q1Z7HxgCz1gcSuAy4KysrLDXa9myZaN4CJiBGBi\/dMVAs4OAnUNgKMEThEYFwkXrSg3ZTiTD9s9L+X2gQbRAKKXnBatvgsvsxwHYT+BEt0\/7Fg0\/174QSPSDVdjlkA5WxxJiABJBMKy77rpL8+bNkyQ988wzjZYLt2jRQieeeKKOPfZYnXTSSfrkk09044036thjj9VBBx0kScrOzvZfP9IyYKkhPvpEW14MwF7SEQPNDgB2WB5shHimByNFv4I0PPGOFh0JhqkTywHzpdS9cGVaEMFCBb9gvsduJqNhJ8TB5BAFjcGUIOyMIBiC1+vVc889J0nq169fk2MH+mRmZuqee+7RUUcdpT179ui5557TY489JqnxiUQ2bNgQ8f4CTyTCEmBYGdOB8XFTDHRyCAzFFwe3le0OeXk6ol8kke6\/cHNVyGBIJEyNUJNV4SKhZMyLWKKge8QS+6Toj9GEQNgdcTAxREHA3QiCIWzZskW\/\/PKLJOmQQw6JeN2hQ4f6316xYoX\/7UGDBoX8eCiBlw8cODCufQVgTU6PgW6ZCgy2akvTie\/e7Ru+x\/k2eUEdLhYSCdMn3PJLI0MhS4jtK9bIJyX\/+EsIhBOFi4OEwdCIgsljShB2RRAMITNz75elvr4+4nV37doV8nb5+fnq2rWrNm7cqM8++yziNnxLk\/fbbz\/17NkzgT0GUo\/pwNi5JQa6JQQGR0BfAAy2prLMNlEwlOBQGGqSkECYWpGO0xbtbK5S6Be7TAuaK564FyjVj6+EQLhF4OMqU4PhEQUBdyIIhtChQwfl5OSooqJCX375perr6xvFvkCBsS8\/P9\/\/tsfj0ZgxY\/TEE09oxYoVWrhwoY444ogmt1+4cKF\/QnDMmDHyeDwGfzYA0okYaH+xBsBQ1vy6lNjOYdCHQGgtsZzUIVo0LKtr+g87AzqGP5mZWyUa8UKx2mMlIRBu5nscZWowNN9zV6JgYpgShB15vF6vtZ6pWMT555+vl156SZI0adIk3XXXXU2uU1ZWpqOOOkrLli2TJH344Yc66aST\/Jf\/+OOPGjx4sOrr61VQUKB58+Y1Oovwzp07NWLECBUWFiozM1PLli1T3759Y97HiooK5ebmqry8XDk5OYl+qkBUTAfGxskx0OkhMJkIGI4TomAkhZubLp8mENpD4AlySir5h8hgTnycIwQCTS0t3fv8ljDYWFF5wyo5wmD8iIIwWzydiCAYxooVKzR06FDt2LFDknTaaafpoosuUq9evVRTU6OFCxdq6tSpWrdunSTp+OOP13\/\/+98m27n11lt1\/\/33S2o4HuEtt9yi3r17q7i4WA888IAWL17sv959990X1z4SBJEuBMHoiIH2FBgCjYiAwZweBQMFB0LioLUFRkE4FyEQiI0vDhIG9yIKJoYgCLMRBA3y3\/\/+V+edd55KS5seaD3Qcccdp9dee03t2zf9A7Jnzx5ddtllevbZZ8Pe\/tJLL9W0adOUkZER1\/4RBJEOxMDo0hEDpfQHQaeeOCTVETCYm6JgIAKhPRAGnYkQCCSGqcHGiIKJIQrCTARBA\/3888965plnNGvWLP3vf\/\/T9u3blZmZqS5dumjYsGE6\/\/zzdfrpp0c99t8HH3ygadOmadGiRSotLVVeXp6GDRumK664QqNGjUpo3wiCSAeCYGTpioFSeoOg06YCU7EkOB5ujYI+xEHrIww6AyEQMAZhcC+iYPwIgjATQdAlCIJINWJgdAs2VxEDLSzd04DhuD0IBiMQWhdh0J4IgUBqEAYbEAXjRxSEWeLpRJxlGAASlK4YmE5OiYFWCYEILfAMxsFnLyYOmssXlgiD1kcEBFIv+MzEbo2CfXIzVVRezxmIAYfhVRKAkJgOjGxBiDOs2hkhEGYpCHphERgHJQKhWQJjE3HQWgiBQPr5wuDCDQ2Ph24Mg0TB+MxeV8OUICyPJcM2xpJhpBJBMLx0HjcwUKqWDTshBlo9BLJkODEsLbYWwqB5iICAdbh9GTHLh2NHEIQZWDIMACliVgxMFbvHQKuHQIkYmAymB62FqcH0IgJaW\/DjkVXwuJh6wcuIJXeFQd+kIKJjShBWZ81XTwBMxXRgZMRA89khBErEQKNFOvagxAvhdCIOpgYR0FzxRr7gf7Swglg\/Bx4vk+fm4wv2yc1k6TDgACwZtjGWDCNVCIKhWeEkIkYtG7ZrDLRLCJSIgekWvLxY4gWvGYiD8SMCpkcsocyKgS8VQj1e+vC4mTjfUmI3hcGi8nqiYAyYEkQ6xdOJCII2RhBEKhADQ7PSUuFko6AdY6CdQqBEDLQCAqH5iIPhEQGNFy34uSX2JStcLOTxMzZuO74gxxOMDUEQ6UQQdAmCIFKBINiUlWKgTyJR0I4hUNobA+0QAiVioJURCc3l5kBIAEwewc88PHbGz03TgkTB2BAFkS6cVAQADGalGJgIO8ZApgJhtOBgEOo4hBIvdFMlOIo5NRAS\/xJD8LOuUF97juEa2ZC8Vq456YjvJCMcUxCwHyYEbYwJQaQCE4KNWXE6MFAsk4J2joF2CIESMdBpWDJnHrtFQuJfbDh+n\/MFP27yeLmXW6YFmRSMjilBpANLhl2CIAijEQObssKJRKKJFAXtFgMJgbCySAfil3gBnGpmxkLCX3ixntWW4OceLDFuyi3HFiQKRkYQRDoQBF2CIAijEQQbs0MMDBQcBomBqUMIRLBosdDH7S+K0ylUQCTsxSbWyCcR+hAd04N7uWFakCgYGVEQqcYxBAEgSQtifHFvJfnZ7ZpEQTvEQLeFwMKSzQbsSewKenZJ6\/25VaxRJJ7QEszNL6IT4cb4l8zPVyAiH4wU+PMUfOxWtz2uueHYgr5jCgKwPiYEbYwJQRiJ6cDG7DYdGGzW6k3EQAMlEgIjhb+Crul7AVC4MfIyS4KhfcQ6hQj3IuTBTtw+Oej0acGi8nqmBMNgShCpxJJhlyAIwkgEwb2sfiKRaBZuKNOQvIYnGlY9QL\/TQmCo+JfO6JeocLGQSAgASKfAOOimMOjkKMjS4fAIgkglgqBLEARhJILgXnaeDgyMgcGsEgetHgNjiYB2DYCxIhQCAMzixjjo1DBIFAyPKIhUIQi6BEEQRiIINrDzdKDveDThgqCPmWHQqjEwkQjopAAYi1CRkEAIAEgVt4VBoqC7EASRKgRBlyAIwijEwL3sOh0YawwMlq44aMUQSARMHpEQAJAObomDREF3IQoiFTjLMAAkwG0xUGp6Fs5UBEIrxUAioLFCfW1CLqcmEgIAkuA7YU7gWYqdGAZ9z+WcdhZizjwMWBMTgjbGhCCMwoRgAzsGwWRiYDRGxEEzY2C8ZwYODFlEQOMwRQgAMJobJgadOC3ImYebYkoQRmNCEADiZMcY6JOKGCg1nR6U4ouEq7ZUpTUExhsAJSJgOjBFCAAwmhsmBofktdLS0hot3FDmqCi4YHMVURCwCHu++gUARDyjcKqEioQ+vliYqqnARIJfOIRAcxEJAQBGKAgIS04Mg4FRULL\/tKBv6TBRELAGlgzbGEuGYQSWC9tzOjCVS4WT4XsyXmDRJ3mEQHsJtdxYIhQCAMJz6nJiJy0h5iQjjbFsGEZiyTAAOBgxMH6+EEgEtJeQk4Qby0JOE0qEQgCAc5cTO2kJMScZAayBCUEbY0IQRnD7hOCCX\/8V2S4TgsTA+BAC3SXcRKEPwRAA3Mc3MeiEKCg5Z1KQKcHGmBKEUZgQBIA42CUG+hADo2NpsDtF+l5Hmixssh3CoaTQx3V0Kr7nsNrPOz+TxvE9P3HKtKBTJgU5niBgPiYEbYwJQRjBzROCTAcmz2oxkBAII0SbNHQLN\/0OpeN7TuBJHSNintV+3mP9meTnKn5Omhh0wrQgk4J7MSUIIzAhCAAxIgYmbtG6UkIgHImfIfdJx\/c8lRNodo1CRn1NnPg7G+vnFOlraNefi1Rz0sSgE6YFOZ4gYB4mBG2MCUEky83TgZK9zi68cEMZMTAMjhMIwO3sOtXK43bqcJb22DjljMR2nxRkSrABE4IwQjydiCBoYwRBJMvNQZAYmBgrLREmBAIAELtQkZBA2MAJYZAo6AxEQSSLJcMA4BC+pcJWYJUYyPJgAADiF+pvZvCSY7cGQt9zm8LNVbZdSmz35cOcZARIP4IgANdZEPCvwHZghelAq8VAQiAAAMkL\/nvq9kAYHAaJgunF8QQbVnAxJYh0IQgCcCU7LBe2ylJhK8RApgIBAEg9AmEDO594xPfc0a5RUBJTgkCaZJi9AwCApqy0VFiyRgws6NqeGAgAQBr5\/vb6\/v4Wlmz2\/+cGgWHQFwftYkheKy3cUGa555TR+P7R3m4reozk5uO8I72sPyIDICXc+ofGTicTscp0oFkxkKlAAACsI\/BvceHGssZ\/px08OWjn4wvadQkxS4eB9GBCEAAsxkpLhc2OgUwFAgBgPW6cHCzo0rbJUmI7CFxCbCd9cjNdPSUIpIPH6\/V6k93IcccdF\/8dezxq1aqVcnNz1bdvXx1xxBH67W9\/q4wMGmWs4jmdNBDMjROCvicVVp4Q9D1ZMzsImhUDmQoEAMC+Cjc2jk5OnRwsDAhVdpkWXFra8NzfTpOCvilBtx5PkJOLIBHxdCJDgmBGRoY8Ho+8Xq88Hk+jy3ybj+XjnTt31iOPPKLzzjsv2V1yBYIgkuHWIGjlGChZYzrQ7BhICAQAwP7cEAftFgaJgvZCEEQi4ulEhrwyHjFihDwejzZt2qQff\/xRUkPo69Wrlzp27ChJ2rZtm1avXu2Phv369VPnzp1VUVGhH3\/8UTt37tTmzZt14YUXav369Zo4caIRuwYAtmGFpRxmLYEhBgLO9m3xhpTfx6G9u6X8PgDELtwxB50UBoOPL2j1KGjHYwq6+XiCs9fVEAWRUoZMCErSnDlzNG7cOHk8Ht1111268MIL1b594weZsrIyvfDCC7r77rvl9Xr14osv6uSTT1Z9fb3efPNN3XTTTdqwYYOaNWumpUuXatCgQUbsmmMxIYhkuG1C0OrLha2wVNgXA9M5HcgSYcC6jIx4w7qn\/kXyovXG\/oMGgRFIjcDJQSfFQTtNC9ptUpApQSB2aV8yXFxcrEMPPVTNmzfXl19+qb59+0a8\/qpVqzR8+HDV1dWpsLBQ\/fr1kySVlJTo0EMPVXl5ua666ir9\/e9\/T3bXHI0giGS4MQhaNQZK5i8VNjMGEgKB9Ig38KUj4llVInGRgAjEx6lLin1hkChoLKIgEJu0Lxl++OGHVVlZqQcffDBqDJSkvn37auLEifp\/\/+\/\/6eGHH9a0adMkST179tQVV1yhBx54QJ988okRuwYgBLfFQKsze6kwMdAc6VhCGQrRwlni+Tlyc+CLV7xfq0XrS2P+XvA7CDRw6pLi4DMRWzUM2m35sJuXDgOpYsiEYO\/evVVSUqIvvvhChx9+eEy3+eqrrzR8+HD17NlTq1ev9n98zpw5+u1vf6ucnBxt37492V1zNCYEkSi3BUGmA8MjBqZWtECQ7kAT69QTwcIaYg1MhD774HcQiM5JS4rtsIzYTpOCbp0SZEIQ8Uj7hODGjRsTvu3mzZsbvd+pUydJUm1tbVL7BAB24KYY6PQQGC7eWCnWxLIvsUw6ESuMEUvws9LPD5LH7yAQne95QuDUoGTPOGiHk47YaVLQNyW4YHOVq6IgJxdBqhgSBHNzc7Vt2zbNnz8\/5gnBefPm+W8bqLq6WpK0zz77GLFrAFxuQcC\/zFqN2UuFJWJgMkK9YHdCvIn2OUSLFYSKBsQ+JCqmaEgwhAs4aUlxQZe2\/igoWW9a0I5REEDyDAmCRx55pN58803df\/\/9OuOMM9S7d++I1y8qKtL9998vj8ej3\/zmN40u+9\/\/\/idJ6ty5sxG7BgCWXi5s5nQgMTB+wZHHjUEnajCMIYTZNVZwvD5YRbK\/h3b9HYR7OWFq0OrTgnaKgpKYEgQMYMir5Ouvv15vvfWWysrKdMQRR2jSpEm68MILm0z\/bd++Xf\/+9781efJklZWVKSMjQzfeeGOj67z33nshQyEAOImZ04G+f51OB7vHQAJg\/IyYbgrHiIiR7Mlc+BmAHRAM4VROmBq08rSgXaKgW5cOA0Yz5KQiknTvvffqjjvukMfjkSRlZGQoPz\/ff0zArVu3as2aNdqzZ498d3nvvffq1ltv9W+juLhY\/fv31549e\/Tee+\/plFNOMWLXHIuTiiBRbjmpiG+5sBUnBM06dmA6jxtYWLLZESGQAGQdsZ6QIRK+n0B0sfyuEQ1hFYEnIZHsFQd9Jx2xUhSU7HOikaLyelcFQSYEEYt4OpFhQVCSXnrpJd1www3aunXr3jv4NRAG3k2nTp00depUjRs3zqi7diWCIBLhlhgoWffswr7pwHQHwXTFQLtOBRIBgcStqUzv1HN+tr0eX5yGYAirsuMZiq16JmKioDURBRGNaUFQkurq6vTmm29q7ty5+uGHH1RW1vCg3L59ew0ePFjHH3+8zjjjDLVs2dLIu3UlgiASQRA0FzHQWlgSDMQm3cEvGcRCayAawkx2DoNEwfj4TjDilihIEEQ0pgZBpA9BEIlwSxC06nJhM5YKEwObYhoQCM9O8S8ehELrIRoiHewUB604LWiXKOiWICgRBRFZPJ3IWq+UAcBAVoyBZiEGMg0IhOLU+BdKuM+VUGgeo05CRDREJKHOUGzVMGjFMxHb4UQjfXIzOcEIkABDJgQnTJigCy+8UEOGDDFinxAjJgSRCDdNCFoxCJoxHej2GMg0ILCXmwJgogiE9sKUIeJll5OQWG0JsdUnBVk6DDRI+5LhjIwMeTweDRgwQBdeeKHOO+889ezZM9nNIgqCIBLhhiBo1RgopffYgelYKmzlGEgIBBoQAZNHJLS3aNGQYOhedlhObKUwaIcoSBCE26U9CGZmZmrPnj0NG\/z1rMLDhw\/XhRdeqLPPPlv77LNPsneBEAiCSARB0Bzpng5MVwwkBALWZOUIuGbt5rTdV36P1L3AJxI6A7EQkvXDIFEwdm6JggRBhJP2ILhlyxa9\/PLLevHFF1VYWNiw4V\/DYGZmpk466SRdcMEFGjNmjLKyspK9O\/yKIIh4uSUGStY6fqDTYqBVpwIJgXA7syJgvIGvd9d2qdmRIMUbt8d9m2QDIpHQWYiF7mPlMGilE45YOQq6aekwURChmHqW4aKiIr344ot66aWX9OOPPzbcya9xsE2bNjrjjDN0\/vnn68QTT1RGRoaRd+06BEHEyy1B0GoxUEr\/UmE3xUBCINwu1SEwWvBLV+BLh1giYrzRkEjoTJFiIaHQGawaB60yLWj1KEgQhFuZGgQDFRYW6sUXX9Qrr7yizZsbnkz64mDHjh01btw4nXfeeTr88MNTtQuORhBEvAiC6WfGdKBbYiAhEG6WiggYLvw5KfgZIVo0jCUYEgmdK1woJBLalxXDIFEwMqYE4WaWCYI+e\/bs0ccff6wXX3xRb775pioqKhru3OORx+NRfX19qnfBkQiCiJfTg6DVlgunezowlUuFrRQDCYFwu2RjIOEvdSLFQkKhuxEK7c9qYdAqS4iJguYiCCKY5YJgoNraWs2cOVM33XSTtm\/fLo\/Ho927d6dzFxyDIIh4uSEIWiUGSumdDnRbDCQEwo0SDYGhAiDxL70IhQiFSGhPVg2DRMGmWDoMN7JkEKyvr9fs2bP14osv6t1339XOnTvl9XoJgkkgCCIeTo+BkrWCYDqnA90QAwmBcLN4QiDxz17ChcJ4jlNILHQWIqF9WCkMWiUKWjEISkwJwl3i6UQpf+U8f\/58zZw5U\/\/5z39UVtbwoOlrkD169ND555+f6l0A4AJWioE+6Tx2oFNjICEQbhctBhIA7S3c96o4zLLuUKEw0s8IsdB+Qv29W7S+tNHhMnyIhObyPT8q3Fi29zmTSWGwoEtbFW6u0qJ1paZFwSF5rbRwQ5mlomCf3EwVlddrweYqx0dBIBEpmRD8\/vvvNXPmTL300ktav369pL0RsEOHDjr77LN14YUX6sgjjzT6rl2FCUHEw+kTglYKguleKuzEGMhxAuF2kSJPcAQkALqDEdOETW5LMLQtJgmtxyoTg2ZOC7J02DxMCcLHlCXD69at08yZMzVz5kz973\/\/k7Q3AmZlZem0007TBRdcoFGjRikz0xov2u2OIIh4ODkIWulkIk5YKmyVGEgIhFsFx0ACIMIJFQmTCYRNtkUwtBUioTVYIQwSBRtzw9JhgiB80h4ER4wYoS+++EJer9cfATMyMnTcccfpggsu0NixY5WdnZ3s3SAIQRDxcHoQtEIMlNI3HejEGEgIBPbGQCIgEpXqSNhk20RDSyMSmsfsMEgUbIwpQbhF2oNgRkaG\/+1DDz1UF1xwgc477zx16WL+WZecjCCIWDk5BkrWCYLpmg50WgxkeTDQ4OMfljd6nwgIo6Q7EoZCOLQOImF6mRkGiYKNOT0KEgQhmRAE+\/Tpo\/PPP18XXHCB+vfvH\/Ptdu3apXfeeUdnnnlmsruQUqWlpXr22Wf19ttvq7i4WGVlZdpnn33UvXt3jRgxQmPHjtXw4cMjbmP27NmaNm2avv76a23btk0dO3bUYYcdpssvv1wnn3xyQvtFEESsnBwErRIDpfROBzotBhIC4VaLfyzxv90hr6V5OwJXScXxCI1CODQPoTC13BgGrRYFWToMNzDlGILx+PLLLzVjxgy9+uqrKi8vV319fbp3IWb\/+c9\/dNVVV+nnn38Oe50xY8borbfeCnmZ1+vVlVdeqWnTpoW9\/eWXX64nn3xSHo8nrn0jCCJWBMHUIwbGh6lAuFlgBBya3\/CiMNrZhIFUs8IUYbyIh6lHJDSeLwy6KQpaJQhKTAnC+eLpRGl7FV1SUqIXXnhBL7zwgoqLiyU1xLJ4I1g6zZgxQxdffLH27NmjTp066aqrrtJRRx2lDh06aPPmzSouLta7776r5s2bh93G7bff7o+BhxxyiCZOnKjevXuruLhYDz74oBYvXqxp06apY8eO+stf\/pKuTw1wBN\/JRMzmWyqcar6lwkYyMwYSAuEmoSKgDzEQVhBqiXpx0LEsJWtFwnh\/dwiI8Qv3t3pRwD\/sBSIURud7zuV\/DpamMFjQpa0KN1dp0brStEbBIXmttHBDmaWi4ILNVY6OgkCsUjohWFlZqVdffVUzZszQggULGp10RJIOOuggnXnmmbrjjjtStQsJW758uQ455BDV1tbq6KOP1rvvvqvc3NyQ162rq1OLFi2afLyoqEgDBw5UfX29CgoKNG\/ePGVlZfkv37Fjh0aOHKnCwkJlZmZqxYoV6t27d8z7yIQgYsF0YOqlYzowFccNTHcMJATCbSJFwEAEQdiFHacIk0FAjE+4aUKJUBiOGcuIzZgUtOLSYScHQaYE3c3UJcN79uzR7Nmz9cILL+idd95RTU3DL7\/vboYOHaqzzjpLZ555pvr06WPkXRvqhBNO0Ny5c5WXl6fly5crLy\/+B8z\/+7\/\/0z\/\/+U9JDcukjzjiiCbXWbhwof\/4g9dcc40ef\/zxmLdPEEQsnBoEfdOBZgfBdJxIhBgI2EdgBJQih0CJGAj7c1skjIaI2BTLjqNLdxgkCjo7ChIE3c2UILhkyRLNmDFDL730krZu3SpJjaYBPR6Pnn76aV188cVG3F1KrVixQgMHDpQkTZo0SXfddVfc2\/B6verevbt++uknDRgwQMuXLw973QEDBmjlypXq1q2b1q1bF\/MyaoIgYuHkIGh2DJTSNx1o1xhICIQbxBsBAxEE4TQEwvi5NSISCptK5\/EF3R4FnX6CEaKge6XtGIKbNm3Siy++qBkzZuh\/\/\/ufpL0RsFOnTjr33HN14YUX6vDDD5cktWnTJpm7S5v\/\/Oc\/\/rfPPvts\/9tlZWUqLS1Vhw4dtM8++0Tcxpo1a\/TTTz9JkkaOHBnxuiNHjtTKlSu1YcMGlZSUKD8\/P4m9B5AuxMDIiIFwuliXBCN+Jat\/MnybPXvtZ\/g20ZQdj0VotkT\/YcDuITHU84NF60sbnXjMxy2RsKBrexVuLEvL8QXNOKbgkLxW\/ihotj65mf4oCLhV3EGwpqZGb7zxhmbMmKG5c+dqz549\/gjYunVrjRkzRhdeeKFOOukkNWvWzPAdToeFCxdKknJzczVw4EC9+OKLevDBB\/Xdd9\/5r5Ofn6+LLrpIN910k9q2bfpiPXAicMCAARHvL\/Dy5cuXEwRhGKYDUycdJxIx+iQihSWbCYFAkoiAyYk19PVKwePH6jgiI\/HQWMGRsHjjdq0JioQEwvglEhKtHhHjOYmJUyOh\/6Qjv4ZBJ0ZBK51khBOMwM3ifkXdqVMnVVdXS2qYBmzWrJmOO+44XXjhhRo7dqxtpgAjWbZsmSSpZ8+euvbaa\/WPf\/yjyXXWrFmjSZMm6bXXXtOHH36orl27Nrp8\/fr1\/re7dYv8x6p79+4hbwfA2ux03EBiIJC4ZJYEu1Wk8JeK2BeLWO939frSiPtPLEwegdA8do2IIacJHR4J0zUtaNbZh60QBZ08JTh7XQ3LhhFV3EGwqqpKHo9Hbdu21R133KHf\/\/736ty5cyr2zTS\/\/PKLpIZjCS5dulTt2rXT\/fffr7FjxyonJ0fff\/+97rzzTs2aNUs\/\/PCDzj77bM2fP18ZGRn+bVRWVvrfDjVBGCgwolZVVYW9Xm1trWpra\/3vV1RUxP25AXbnO5mImVI9HWjHGBi4vMdNMTA4FBntkH49U7p9hJeOCOik4weGCmhmhb9kRdvvcJOGhMLEsczY2uJ5rEpnPAx+vhFqubHdA2G6pgXTHQV9S4etEAUlpgThXgmvuauqqtJDDz2kdevW6cILL9Rhhx1m5H6ZyjcBWVtbq2bNmmnWrFmNzhBcUFCg9957T6eeeqpmzZqlL774Qm+88YbOOuss\/3V8Z1eWpBYtWkS8v5YtW\/rf3rlzZ9jrTZkyRZMnT47784E7OXW5sGTumYXTcVZhydgYmGpOngqMFvxSOSn2zZrNMQVHoqFxmASMXXAAtGv8S0S4z5VQaCymCO0plniYqmgYyxShXQNhOqYFfc890x0FzcaUINws7lfVd999t\/7973\/rxx9\/1LZt2\/SPf\/xD\/\/jHP9S7d29deOGFuuCCC9S7d+9U7GvatGrVyh8Fzz777EYx0CcjI0MPPfSQZs2aJUl66aWXGgXBVq32\/uLV1dVFvL\/Aqb+srKyw17v11lt14403+t+vqKhotNwYcDorTAdKqV8qbHQMTOV0YLwx0KoTUcEvMn1CTa00ul1lWcpe2MQSoyJFQ0JhbIiAsXFzAIxVqK9JuOXHRML4EQidI53RsMkUoY0DYTqnBdMZBa0wJdgnN5MpQbhS3EHw9ttv1+23366vvvpKzz\/\/vF599VX98ssvKioq0uTJkzV58mQddthhuvDCCzVu3LioZ+O1ouzsbH8QHDVqVNjrDR48WPvtt59++uknLVq0qMk2fCItA5b2TiRKkZcXt2zZstE0IeBGVpgOTBUjTyKS6hgYGALXVJZZNvSFEyoARot\/YbeVxOee7AuecPGKUBgZETA2RMDkxRoJCYTxi2WZMYHQviL9bU3mb2dgILTrEuPAaUEnREHJGscTlFg6DPdJ+JX14YcfrsMPP1x\/\/etf9e6772rGjBmaNWuWdu3apa+++kpff\/21brzxRp100klG7m9adO\/eXZs3NzyhiOWEID\/99JO2bt3a6OOBt9uwoekBbwMFnkiEiT8gNKdPBxp53MBUHDOwJOCJ+er1Dfvap3Nb24RAIwOgkWL9+sX74ifeUOiGSGjFCJif3d5yv0NEwNQLGQmZIjREkylCjkPoSOEeN+P9WxntGIRWjoP+acEULyFORxS0yvEEnbp0mGXDiCTpUZvmzZtr7NixGjt2rH7++We9+OKLeuGFF\/TNN99o165d+uCDD+TxeCRJTz\/9tFq0aKGTTz650ZJaqxk8eLB\/4m\/37t0Rr+u7PDOz8Zdy0KBB\/rdXrFgRcRuBlw8cODCufQVCcerxA82eDrRLDExGSYQ44QuBUkMMtDKrBsBEGbW8KlQEc2oktGIAtLLAEEgETL\/grzlThMZgmbG7hPpbGU8kjDQ9aNU4mI5pwXRGQStgShBu4vF6vd5UbHj58uWaPn26Zs6cqZ9+anhC4wuDrVu31qhRo3TWWWdp9OjRjc6yawXPPfecLrnkEknSE088oSuvvDLsdfPy8vTzzz+rX79+Wrlypf\/jXq9X3bp108aNGzVgwAAtX7487DYGDhyoFStWaL\/99tP69ev9X6doKioqlJubq\/LycuXk5MT42cENnBgEF2yuMi0IpvpEIkYdNzCRZcKRAmCgwKlAqwp+kWfnAGi0RJZXfbMmdFy2YigMtzzaDhHQzAlBIqC9BP6jjA+RMDnFG7c3+RiB0Pni\/Zu4KOh3z4pxsHBjw9+SVETBwl9X6aQ6CvqCoNlLh4vK6x0ZBJkSdI94OlHKgqCP1+vV3LlzNX36dL311lvasWNHwx3\/Gr0CT+BhFT\/\/\/LP23Xdf7dq1SyeeeKI++uijkNf77LPPdMwxx0iSLr30Uj399NONLr\/66qv1xBNPSJK+\/PLLkCcnWbhwoYYPH+6\/\/j\/+8Y+Y95MgiHCcFgTNjIFS6qcD0xkDYw2AgawcA4mAyYv3hVG4UOiTymAY6azLdoh\/oZgRBAmBzkAgNB6B0J3i+TsYGAetFgZ9UVAyPgy6KQr6lg07LQoSBN3DUkEwUHV1tV577TXNmDFDn376qbxerzweT9RluWYIjHkvvfSSxo0b1+jyyspKjRgxQkuWLJEkff311xo2bFij6\/z4448aPHiw6uvrVVBQoHnz5jU6i\/DOnTs1YsQIFRYWKjMzU8uWLVPfvn1j3keCIEJxWgyUnDsdaNRS4UgxMJEA6GPVJcJEwPQxOhYawa7hL5R0x0BCoLMRCFODSOg+sf7ts2ocTNW0YDqjIFOCxiMIuodlg2Cg9evXa8aMGfr3v\/8dcTmtWbZt26aCggKtW7dOmZmZuvLKKzV27Fjl5OTo+++\/1wMPPOA\/9t9VV12lf\/7znyG3c+utt+r++++XJB1yyCG65ZZb1Lt3bxUXF+uBBx7Q4sWL\/de777774tpHgiBCcVoQdOp0YCpjYDIR0MeKU4GBIZAIaJ5kz4yMvdIVBAmB7kQgTA0CoftE+7tnxTBIFEwOU4KwM1sEQTtYvny5Tj\/9dBUVFYW9ziWXXKInn3xSzZs3D3n5nj17dNlll+nZZ58Nu41LL71U06ZNU0ZGRlz7RxBEKARB49gtBhoRAiVrxUAioH0QCuOX6iBICEQgAmFqEAjdJdLfOquFQTtHQassHSYIwo5SHgRra2v9J9DIzc1Vjx49Yr7t2rVrVV5eLqnhZBrhQppVVFdX64knntBrr72mVatWqaqqSp06ddKRRx6pK664Qscee2xM2\/nggw80bdo0LVq0SKWlpcrLy9OwYcN0xRVXaNSoUQntG0EQwZwYAyVzzi6c6qXCRsXAvGwj9mgvq8RAQqBzEApDS2UMJAQiFgTC1CESuoMd4mAqoyBTgvZDEHSHlAfB22+\/XVOmTFFmZqbmzp2ro446Kubbfv755zr++ONVX1+vyZMn6\/bbb4\/37vErgiCCOTEIMh3YVGHJZpXV1qivgftnhRBIBHQPImHqgqAvBhICES8CYeoQCJ0v3N81K4RBu0ZBpgRTgyjofCkNguXl5eratatqamp0xx13aNKkSXHv4OTJkzV58mS1bdtWGzduVNu2zvolSxeCIII5KQg6cTrQiBg4Z2WJJDkqBhIC4eOGUEgIhF0QCFOLSOhMVg2DqYiCblg6zJQg7CilQXDatGm68sorlZeXpzVr1qhNmzZx7+COHTuUn5+v0tJSTZs2TZdeemnc2wBBEI05KQZK5k0HWjUGrqksU9HGhsMtOCUGEgIRKyeEwlSHQIkYiNQiEKZWqEAoEQntLNTfLl8YNHNa0I5RkClB4xAEnS+eThT3q+05c+bI4\/HojDPOSCgGSlLr1q115pln6sknn9RHH31EEATQiG860CypWCosEQN9CIGIV6SYZvVYmI5jBRICkQ7BP2er15c2CtISgTAZ4f4eFgf8zQxEKLQ+3+N\/4N+pYb\/+Hi0q3iAp\/WGwoGt7FZZsNiwKFnRpq8LNVVq0rjSlUXDhhjJTo6CTzF5XQxSEX9xBcPHixZKkE044Iak7Pu644\/Tkk0\/q22+\/TWo7AJzJzOlAoyV6EhHfE0mnxEBCIFIhluCWrmiY6rMG+xACYQUEwvQI9feyeOP2Rn9TfYiE1hQuDC5aX6pvTQqDqYiCqTIkr5V\/6bAZ+uRmasHmKkdNCQI+cb\/i3rZtmySpW7fkHrT226\/hCcLWrVuT2g4AZy0Xdtp0oG+pcLxSFQMJgXCjdIW6dCAGwqoIhOnDNKE9BYdB\/7Tgr2EwXVGwoGt7FW4sMzQKSmJKELChuINgbW2tJKlFixZJ3bHv9nV1dUltB4DzmDUdaIXjBoYKF3aNgYRAwDiEwPBKVpUYtq2efXsati23IxCmX7yhUCIWmiFsGEzjtKDRUTDVS4fNnhKU5KgpQZYNwyfuV915eXnatGmTtmzZktQd+yYD99lnn6S2A8A5zJoOTNVSYSm5GFi0sdyWMZAQCBiLGBg5+uX36GzY\/ayJMS4SDuMXLRASB1Mn0t\/iSLFQIhimUqgwmM5pwVRFwVQZktfKtCnBPrmZ\/jMOA04SdxDs3r27Nm3apAULFuiUU05J+I4XLFjg3x6AxDlpubBkznSglJqlwm6OgYRAIHluPYNwqPhnZPSLJJb7WbN2S8RASSyMTZNAyPSgKaL9vY4WDCWiYbLWVJaZNi2YiuXDqV46bCYnTQkCkuTxer3eeG5w2223acqUKerZs6dWrlyp5s2bx32nu3btUv\/+\/bV27Vrdcsstuu++++LeBuI7nTScyylB0DcdmO4g6JsONDIIxrtUOFQMlIxZKpyuGEgIBIzlpqnA4LiWrviXCmvWhl5BQySMn+\/vlw+B0JqKN26P6XpEw9gEnnhk0a+\/A+mYFizc2PBc1Igo6JsSTFUUXFpaY9qxBIvK6x0VBFk27EzxdKK4X3mfeeaZmjJlitauXat77rlHd999d9w7eO+996qkpEQej0dnnnlm3LcH4ExOmA50WwxkeTBgPDfEQCdFwEDhPo9QS5GJhJExQWgPsfztD3dW5GBEw6bTgulaQuybFDRkWyleOgzAOHFPCErS7373O73zzjvyeDyaPHmybrvtNnk8nqi383q9mjJlim6\/\/XZ5PB6NHj1a77zzTkI7DiYEwXRgslJ1IhGrxEBCIGAvbguBTomAiQo1TUgkjB0ThM4SbdLQjbHQjGnBwo1lTAlG4DuOoFOmBJkQdKZ4OlFCQXDDhg06\/PDDtWnTJnk8Hg0ZMkTXXXedRo8erY4dOza5\/rZt2\/T+++\/r8ccf15IlS+T1etWlSxd99dVXHEMwCQRBOCkIOmWpcKLHDTQqBqZzKtBuITD47JapwotSJMLJMZAIGDsiYWKC46DEY7HTRAqGTo6F6Y6CRi8ddloQlJy1bJgg6EwpD4KStHjxYo0ePVqbN29uNB3YtWtXde7cWW3atFF1dbW2bNmijRs3+i\/3er3q3Lmz3nvvPQ0dOjSRu8avCIIgCCbO6OnAZJYK2yUG2mUqMFL4S0dsCfXC1IcXqAjm5BOHEAKTxzEJE0MgdI9wodBJkZAo2NTS0obXQGZNCTolCEpEQSdKSxCUGib\/Lr\/8cr3zzjvybSbU0uHAuzj99NP1r3\/9S50788QwWQRBdyMGJs7o6UAjjhtolxhotRAYKv5ZOarwIhWBnDoVSAhMTM\/s2F7YLv6xpMnHDj5gYEy3Lak05hhhdsNjr\/uECoV2joRmREGrLx1mStAYBEHnSVsQ9Fm2bJmee+45ffbZZ1q6dKl27drlv6x58+YaMmSIRo4cqfHjx2vw4MHJ3h1+RRB0N4Jg4lIxHZjMUmErx0CrTQUGB0AnhBReqLqTE2MgITC0WENfopIJhOE4PRzyuOs+TgiEdo6CTAlaF0HQedIeBINVVlaqsrJS2dnZys7ONnrz+BVB0N2cEATNOJmI05YKpyMGmhkCnRgAo+GFqrM5MQRKe2OgW0NgqqNfvIIjYbKB0MepoZDHXfcJDoR2iYPpjIJGLR124pQgQRBWZnoQRHoQBN3LCTFQSv90oNlLhaW9QdDKMdDsqUA3RsBIOJOmczgxBro1BFotAEaTiilCiUAI5wgMhHaIg74wmI4oaPUpQZYNJ48o6CwpD4KzZs3SbbfdJkm6+eabdf7558d82xdffFGPPPKIJOnBBx\/UCSecEO\/d41cEQfdyQhB0ynRgPDFQagiCdoiB6Q6BRMDYEQjtx6knDnFbDLRbBIyEZcbxIRC6i13iYDqiIFOC4REEYVUpDYJer1cDBw7UqlWrdNxxx2nOnDlx7ZzX69VJJ52kuXPn6sADD9TSpUvjuj32Igi6l1OCoJunA4mBDZwaStKFOGh9TAXal5MCYDRGB0Inx0GJQOgWdgiD6YqCTAk2RRCEVaU0CM6dO1cnnniimjVrpiVLliR0kpBly5ZpyJAh2rNnj+bOnatjjjkm7m2AIOhWTomBkn2nAxOJgdLe6UCrxcB0LxEmAqYGcdB6iIH25aYYGIpRgdDpYdCHQOh8Vo2DwccUtPLSYScGQUmOiIIEQWeJpxPF\/Wr89ddflySdeOKJCZ8xeNCgQfrtb3+rWbNm6fXXXycIAi5kxnSgkeKNgdLe4wYmKxUxkBBof4Ff09XrSxt9vXlhml5ODIESMdBNDunXs9H7i38s0ZIfljf6WCyB0Pe1dHoYDP5dD34Mlngctjvf86Tijdv9z52sEAbXVJY1ioLfFm9IXRQs2ZxUFCzo0laL1pUaHgWH5LXSwg1laY+CfXIz\/VHQ7mavqyEKulTcr8i\/\/vpreTwenXbaaUnd8amnnqoPPvhACxcuTGo7ABALo6cD41VY0vDkMdnpQDvGQEJg+hEHzePEGOiWECgRA8NJNhC6JQz6EAidKzgMWikKDuuep0XrS1MSBQu6tvcfTxCAc8QdBNeuXStJ6t+\/f1J33K9fP0lSSUlJUtsB3MQpy4XtOh2Y6FJhH7fFQCeGETsiDqaHU3\/e3RQDEbtEA6HbwqBPqMeF1UGBUOIx2U78YdAi04LpiIJGScWUIIDExP2qvLy8Yclbhw4dkrpj3+0rKiqS2g4ARGPkmYUTiYGFJZtV0LV9wi+AQh2bKBmpjoFODSNOQBw0npMnYImBiFW8gbBnduJ\/E52CKUJn6N21nWWWEQdHQaMVdG1vyLJh3xmHjWbGsmGpYdjBCccRhDvFHQRzcnJUVlam7du3J3XHvttnZ2cntR0A9rEgRU8AwknFiUTi5VsqnCgjTyKSrhAoOS+MOBFxMHlOjt9ujYEllWUsGzZArIHQ7VEwEFOE9mWlZcSBxxS08pSg0YbktdLS0vSvpHLScQThTnEHwU6dOqmsrEzLli1L6mQgy5cv928PQHROWC4spfdkIkaLdzrQFwMLuib24tIuMZAQaH\/Ewfg4OQRK7o2BPr5IRRg0TrhAuL2u4blNz749m94IMU0RSjxOW0XgtKDZUdDKU4ISy4YBq4j7lflhhx2mFStW6J133tHVV1+d8B2\/\/fbb8ng8GjZsWMLbAGAfdp8OTPS4gW6JgVYJI76QkSpueNFKHAzPDfHb7TEwENOCqRMYCEsqy7Qm6LHbDY+1iQg5RUgktBSrHFtwza\/\/sGHFKcFULhtG4jjTsDvFHQRHjRqlGTNmaM6cOZo3b55GjBgR953OmzdPH330kTwej0aNGhX37QHYkx2nA41cKhzrMZPsEAPNDoGRwl8qQ0bwi9ZATnwBSxxs4IYQKBEDQ2FaMD0Cf+bWrN3S5DHeiY+vRiESWpMVpgVTNSUoyZApQaMNyWtl2nEEAbvyeL1ebzw3qK+v14ABA7R69Wp16tRJn332WVxnHP7xxx81YsQIbdu2TT179tTKlSuVmWm\/SGAFFRUVys3NVXl5uXJycszeHaSY3ZcMp\/PswmZPB0ZaKhxrELRqDDQrjIQKgFaKFmvWbmnyMSe\/gA0+0Y1TX2SaHb7TiRgYG8Kg8aL9XQx+fHXyY2sqhTtBmVMfv62ieON2SeZNCuZnt9ei9aWGTwkWbixLKggWbq5KyZLhpaU1aQ+CReX1jjmpCBOCzhBPJ4r71XlmZqYeeeQRjR07Vtu2bVNBQYHuvvtuXXbZZWrbNvwvQlVVlZ5++mndeeedqqqqksfj0SOPPEIMBGJADDRHotOBUnJLha0eA9MRR4IDoNUjRaj9c\/ISuEiTg5K9X2C6ZRowEDEwdkwMpl\/wz6WTH1tTKdzjWagTl0j2fhy3ErMnBddY9MQ9BV3aOuY4gn1yMznTMGwroVfoY8aM0V\/+8hfddttt2rFjh26++WbdddddOvroo3XooYeqc+fOatOmjaqrq7VlyxZ9++23mj9\/vqqrq+UbSJw8ebJ+97vfGfm5AICh04FS4icSSUS4f72Pl9ExMF2BxG4RMBq3vIiNdtB7O7yoDA6abgmBEjEwUcFTbQTCxCRyluFIy4ud8riaTiw5Tj2zo+D22p2WPJYgAPPFvWQ40AsvvKCrr75a1dXVDRvzeMJe13c3rVu31t\/\/\/neNHz8+0bvFr1gy7B52nhD0nUzEbsuFjV4qHCjUCyCjjhuYqhiYqkDitAgYKzctgQsVuq3wotLNEdCHGJgaxMHYJBIDI3HT46pZWHacHDOXDxdtqdJxg\/oatr3CjQ2\/v1ZbNmzGkmHJOcuGWTLsDCldMhzo97\/\/vU444QQ9+uijmjFjhrZt2xb2unl5eRo\/fryuv\/56de3aNZm7BVzFzjHQx24xMBmJLhWW3BUDA0OgG2OEmyZcok0Q+qT6BWWo+3RjBPQhBqZOYOgiDoZmdAyU3DOVbSamCZPjmxQ0i5FnTi\/o2t4fBQHYV1ITgsGWLVumpUuXqrS0VJWVlcrOzlZeXp6GDBmiQYMGGXU3+BUTgu5g9yBox5OJpHI60CfwxZARxw00MgYSAs3j5gmXWJfMh3qRGerFaDA3x79gxEDzEAhTEwOjcfNjqxmsOhluFcUbt5s2Jdire55hj0OcWGQvJgRhJWmbEAw2aNAgwh8AP99y4XRYuMGYFxjpPpGIEccNtEMMJEDEJtzkoBtevMb6MxfqAPjEvtjxu2iuUDHMLZHQjBDo46apbCsIOUnooJNPGcGs4wlKxk4KJsspJxYB7Mp+p\/0EYCvpPLuwUcuFE5kOjDcG9sxu739xZMRZha0aA4kPiWv0ApYXr37Ev+Tx+2gtTj9BiZkhMBTioDmaHD7CxYHQ7KXDVlHQpa0K0zg8AKApgiBgYXZfLpwuZk4HJntWYSOWClsxBhICjeX7OrptahDGKllVwu+kDYQLaHYJhVYLgJEQB83j9kDYu2s7FZswJbh6fal6dc8zZEqwoGv7hn8UT2LZMABzEQQBpEQ6lwtL5k0HSoktFf62eIPatcyK+3aBfEuFk2VkDOQYgalFGESigs\/oDfuJFtrMCoZ2CoCREAfNFfgcJPBEJU4Pg+nUp3NbFW3Z+\/zcSkuHYQ2z19VwHEGXIQgCSJl0Lhc2QzLTgZI0rHue1iT4Qsqo4wYaFQMJgenFcmLEg4ldd4gnzMUaAZwS++Ll5uO5WkGjOBgwOejEOGjmsQQloiDgds5+tQ7A8cw8s7CU+HTgsF+f7OZnt487Clo1BhIbzMHUIGLB7ycCuTX0JYJ\/gDGX7zmKE6cGrXIsQaIg4F4EQcCi7Hz8wAWbq5gODOPb4g2G3D8xEMEIgwiF4wYCxiEOmsfJYdAKiIKAO2WYvQMAkCgjTyaSrulASf7pQJ\/8OJ6AGXHcQCNiYMmqEn9oIDZYS+D3xPd9gjvxvQdSh8dac\/Tqnud\/\/lKy+if\/cxo7M+qY0MlichhwH4IgAFsz6mQi8TBrOtCIpcJGxUCJqUCr48UqJH5PgVTjsdYcwWHQrpJd8WE0oiDgLgRBAIZK99mFk7VoXWlCtzNqOtAn1ilBYiDixYtVd+L7DKSX77E2v0dn\/2Mtv4ep54QoaDVEQcA9CIKABdn5+IFSes4ubNRyYUlxLRc2czqQGIhkBIdBOB+\/q4A5+IeY9CIKGo8o6E4n75\/+lVcwF0EQgG2ZsVxYMn460CfclKBRx5ZJNgZyvEBnCJ5ggfPwfQWsgTCYPkRB4xEFAecjCAJwrURPJhIvI84snOx0oBExEM5CGHQ2fmcB62BCOz2IggAQH4IgAMMs2Fxlu+XC8Sgs2Zyy6UCf4CnBZKcDk31STAx0PqZXnIXvIWBd\/ENM6hEFjcWUIOBsBEEAtpTscuFETyYSLzOnA5M9biAx0D2YXnEWfm8Ba+PxNrWSWRWBpsJFwcKNycXCQpudiBBwotSP8gCIi91PKGIn6TiZiBT7dGAwI44dSAxEPHzf8zW\/vkjt2beneTsDAA7G4y3spKSyTD1DHOu6oGeXpLY7bH9j4+3S0hod0S2x1TyAGzEhCMBWzFouLMV\/MhErTAcmdFsmFlyPZcT2xPcKsB+mBWEXLB8GnIcgCMAQ6Tp+oGSf5cKS\/aYDfS9ImA4Ey4jtid9dwH54rE0NjiPYWNGW5JfoEgUBZyEIAnCldC0XTkYy04HJHD+HoIBATAsCQOrxt9d4PXvtZ\/YuRFW8cXta78+I4ysSBRsrKq\/XkXG8rgCshCAIADFI53JhI6YDE8FxAxEO04IAkB48xrpPfo\/kjsNnhmRPKALAGjipCGAhnFAkMjOPH5iIRJcLS+mfDuQFCGKR36Oz1qzdopJVJY45AP6Wqgqzd0GS1Lltjtm7AMBkvsdYwOrKamt0Yv+eCd++cHNVSk4oAiA+BEEASVuwOfljksQq3ccPTPdy4TUmLsNgOhCxCIyCkj3OjBkp+rVrmZXGPQkvljBJNAQAJMKI4wcGW1NZpvwQZx42E2cYBuJDEARgiHSdUMQI8Rw\/UEr\/cmEzpgOJgYiH7+fFqtOCoeKaVcJfONH2b3vtzojR0BcL16zdwu8zAFdbvT59J49LRvHG7WldLmzE8QODWTEKIjEn75\/c0AXsyT6v4AHARhJZLmzmdCCQCKssIQ4OZVaPf4mI9Dn5YmHWvh20be2mRl8PpgoBuJEdTihiV6uClua6OQoWldebvQtAUgiCAGABycbAktU\/JXY7pgORJLOioBsiYKwCP\/fKZpn+98NNFRIJAWvi+IHJs9N0YLqkYrlwn665jd6PJwqm4viBZuIMw7AzgiAAW7DbCUXi4YuBySwXllKzFASIRbqiIBEwNuvWb9P+3TuG\/foQCQHrstohGOzEFwPtMh1o9+XCVrK0tIbjBwIJIAgCsA0jTigSz\/EDC0s2p\/z4gWYuE+bMwjBSKqNgYMAiAkbWvff+Wl+8zh8FQwn1NSQSAubxTQYSAxNnpxho5+nA4OXCgdy8dBiwK4IggKSk8wzDdhHr8QOtcMxAlgvDSL4oaBRCYGJiiYLBiISAOYiBybNjDLTzdGDwcuFA0aKgk5YLO+n4gZxQxL0IgoBFzF4X\/l\/crM5OZxi2CiNjYKJnFwZSIb9HZ61JckrQF6KIgInzRcFkEAmB1CIGGscOMdAnXTEwndOBgdI9Kbg0xv1KBY4fCLvjVTwApFmoGLhm7ea07gPLhZFqiSwdJgQaq3vv\/bXu1ygY66RgNERCIHmBk9TEwMTZaTJQSu9SYZ90TgcGChUFC1O4qojjBwKJIQgCQBpFmgxM5oQiiWC5MFIl3qXDhMDUSWT5cLyCv2+c3RgIjRBoHLvGQKdPBwYKFQWdslwYcAqCIACkgRWOFwikW7QpQUJgegRGQcm4acFwQn0\/iYRwM0KgcXwhULJPDPRJ53EDJfOmA9PJrLMLO+n4gXA3giAAhFBYEv8S3lBnGCYEwq3CTQlyohBzdO+9vySlfFowHCIh3IgQaCy7TQX6FG\/cntYYaPR0YDJ8U4JOOpmIj1OOH8gJRdwtw+wdsJuJEyfK4\/H4\/\/v000+j3mb27NkaO3asunXrppYtW6pbt24aO3asZs+enfodBhxg4YYyDclL7o\/VonWlKojzD3dB1\/j\/xTHwDMPEQGCvLVUVjSYCiYHm8IXBdeu3+ScGzeL7OQj8T9r7sxL4H2AXa9Zu8f8nNYRAYmByVq8vtXUMTCdfDDRyOnBVaU1S04Gpej5s5slEAKdgQjAOS5cu1WOPPRbz9b1er6688kpNmzat0cd\/+uknvfnmm3rzzTd1+eWX68knn5TH4zF6dwGYJJ0hkDMMw+qYCLSe4GlBKfXLiGMV7meESUJYHdOAxrPz8mAp\/ccN9DE6BiaruKxeUmqW2LJcGEgOQTBGe\/bs0WWXXab6+np16tRJW7dujXqb22+\/3R8DDznkEE2cOFG9e\/dWcXGxHnzwQS1evFjTpk1Tx44d9Ze\/\/CXVnwKAFNteu5OpQOBXW6oqVFVXqywRAq3KymEwWKxnN5YIhUgfImBq2D0ESubEwFQtFTbi2IF9O7dVSWWZemY742zATlkuDBAEY\/S3v\/1NixYt0oABA3TGGWdoypQpEa9fVFSkBx98UJJUUFCgefPmKSur4cnssGHDdPrpp2vkyJEqLCzUAw88oIsvvli9e\/dO+ecBwHglREBAUtNpwIpmVcRAG7BTGAzEcQlhhuBjoxICjeOEECiZGwOtOR24l1FRkOXCxuD4gSAIxmD9+vW64447JElPPPFETMcNfOyxx1Rf3\/AA+Pjjj\/tjoE\/r1q31+OOPa\/jw4aqvr9fUqVP1+OOPG77vAFKHEAg0ndIiANqXLwxK0rridf637RAHfeJZciwRChFdqJMjEQGNExgBJXuHQMm8ZcKS8WcVloybDgxkVBRkuTCQPIJgDK6++mpVVVXpoosu0jHHHBM1CHq9Xr399tuSpAEDBuiII44Ieb0jjjhC\/fv318qVK\/XWW2\/pb3\/7G8cSBGzASiGwZ6\/9tJrjCCLNiIDO54Q4GIhpQsSDKcDUc8o0oI+ZIbBoS5XhzwNTMR0YKJkoaPZ0IMuF4SQEwSheffVVvffee+rQoYMeeuihmG6zZs0a\/fTTT5KkkSNHRrzuyJEjtXLlSm3YsEElJSXKz89Pep8BpIaVQiCQTokEwHXrtzWKSrCvUEuKJfvGQR+mCeFDAEwPp0VAH7NjoNF8MTAV04GBkomCZkwHAk5EEIxg+\/bt+tOf\/iRJeuCBB9SxY2xPfJcvX+5\/e8CAARGvG3j58uXLCYKABREC4TahgghTgAgMvE6Lg4EIhc7HMuD0cWoE9LFCDLTiUuHisvqIMdDH9xw71jBo5nRgUXm9o6YDOX4gJIJgRBMnTtTmzZv1m9\/8RpdeemnMt1u\/fr3\/7W7dukW8bvfu3UPeLpTa2lrV1tb636+oCP3EFIAxEgmBRVuq1CeGJ0BWsGbtFuX36Gz2bsACjA6AgaEIzhQ8\/Rm4rFhyViD0iWfZsUQotIpQ8U8iAKaK044JGI4vBErOioGpXiocTjzTgkwHAsYhCIbx+eef6+mnn1ZmZqaefPLJuI7tV1lZ6X+7bdvIYaBNmzb+t6uqIo98T5kyRZMnT455PwDEb82vEbCstkZ52fH9y1mv7nlNnghbVc++PVWyqsTs3UCahQsXRk7\/+WIgy4XdxY2BUIr8u0MoNAfTf+kV6nmPUyOgj5lTgVLqY2CqlwqHEy0Kmj0dCDgRQTCEuro6XX755fJ6vbrhhht04IEHxnX7mpq9D1YtWrSIeN2WLVv63965c2fE695666268cYb\/e9XVFQ0mjAEEFnh5ioVhBn1XxM0Ddina65WbSxX37z0jNPn9+ii4rWb1btru7TcH5wtXIiQ0rP0lxiIaIFQcm4k9Il36bFELIwX8c8cbpkCDGb2VKBk\/RiYyHRgoGhR0MzpQJYLw4kIgiHcd999Wr58ufbff3\/dddddcd++Vau9v2B1dXURrxu4BDgrK\/KLtJYtWzYKiABiN2z\/PC1a1\/gJbHAEtKtkzjTMsmH7ihQVJHOO+ceJRBBO8M9F8DEIJecHQp9Epgp93BwMiX\/mcOMEYChmTwVKqT1moGTMZKCU2HRgoFDHFTT7zMKAUxEEg6xYsUJTpkyRJD3++OONlvTGKjs72\/92tGXA1dXV\/rejLS8G3GxpaY2GGDSt55QQmCyWDVubFYNfJBw3EPEIFY5DTRFK7gmFUuTf60jHK\/SxezAMd7w\/ifiXLgTAxqwwFSilNgYacdxAKfYTicQqeFrQrOlAp51MBAhEEAzy2GOPqa6uTr169dKOHTv08ssvN7nODz\/84H\/7448\/1ubNmyVJp512mtq0adPoRCIbNmyIeH+BJxJh+S8Q2hHd2mvhhuQiXkllmbbX7dSayl0G7ZX1rF5fypSgTUR7US9ZL\/hFwnEDYYRQPz+hJgl93BQKpdgeE2J5bPExMx5aIfzF87Vyqi1bKhu937ZFS1fHv0BWCYFSemKg2UuFwympLFN5rX2eDwF2QxAM4lvCu3r1ap133nlRr3\/PPff4316zZo3atGmjQYMG+T+2YsWKiLcPvHzgwIHx7i6AKBI5U3CykjnTcPHG7QkdR7Bnr\/1Usvqn+G\/HlKChYn2BaafYFw3LhJFKkX62wk0USu6LhT7xPLakIogFRsZ4ol\/gvqQr1DnpcTgW6zY2fT6Uldlc3QNiV1kMU6jR2H1K1UohULJXDDRyOjBQWV2NBnQ05\/fViScT4fiBCEQQTIH8\/Hx17dpVGzdu1GeffRbxuvPmzZMk7bfffurZs2ca9g5wPjMioE8yZxrO79FFa9ZuNniPYsOUYGRuDH3RMBUIs4X72Ys0VRjIrdHQJ5nHq3Bf362btvvf7thj37C3D35MddNjZzqEin+SGsW\/UNob8H1IJChaISJaLQRK9oiBPqmKgSWVHv\/bayq3Kz+7XUruJxKWC8PJCIJBpk+frunTp0e8zqRJkzR58mRJ0ieffKJjjjmm0eUej0djxozRE088oRUrVmjhwoU64ogjmmxn4cKF\/gnBMWPGyOPxNLkOgNikKgKuKq1J25mGk5XoyUV8U4JujYLEvvgRA2FlsfxcxhoNfZweD+M9Bii\/+9aRaPxLlUSiYrwR0ciAaMUQKNknBqZqqbC0NwYGTgeuqdwuSWkJg06cDgSCEQRT5Prrr9dTTz2l+vp6XXvttZo3b16jswjv3LlT1157rSQpMzNT119\/vUl7CthXIhGwuKxevdvH9tDXp2uuijaWx30fycjv0UXFazcntGw4GU5eOuy04\/WZjRgIJ4j35zfS8mQn4PfZ+qwW\/owUT0SMZ1lzpHDoxhAYyMgYmKrpQElhlwqna1rQadOBLBdGMIJgivTr108333yz7r\/\/fhUWFurII4\/ULbfcot69e6u4uFgPPPCAFi9eLEmaMGGC+vbta\/IeA\/aR6DRg385ttWpL5DN\/G6FX9zwVrS9N+DiCyUh0StDHrlOCkV4cEPuMQQiEm\/Fzj3RycvxLVjzxMPi5wZbSnf63O3ZtOGNt5zbmL1f2SUcMXFVaY9gyYSk9S4XDSeW0INOBcAuCYArde++92rp1q5599lktXrxY48aNa3KdSy+9VH\/5y19M2DvAXsrqavTpxhr1zPaavStpkejJRXwSOeOw1ZcOE\/3MQwwEAOOFC38S8c8I7VtmqWTz3jMpt2rWvNHy\/7K6ndpSHXnaMF3B0G4xsLisPqWTgVL46cBgqZoWdNp0IBAKQTCFMjIy9Mwzz+jMM8\/UtGnTtGjRIpWWliovL0\/Dhg3TFVdcoVGjRpm9m0DSisrr1SfX+IcT37\/8SQ1PClZs2xn+yinSp2uuVm0sT+g4gomebTjZk4skesZhyfwoSPSzFjeGwEgv0FNl\/18nVQA4F1N\/6RUYAsMdA7R9i8jPK6IFQyNiYbqWCBsdA1MplunAYEZOCzp1OpDlwgjF4\/V63TFu40AVFRXKzc1VeXm5cnKsM+6OxMxeV2P2LiRsweYqw4JgYAQMtmLbzqQnBH1LhmM9jqAkFSUYBFcnsWzYFwSTmRIsSWLpsO94gqmKgoQ\/aws8wYATY2C06JfuF+jrY\/wHAMIhYH2EP3MEBkAp9ScCKqsL\/4\/UsYZCO8fAVC8VjnU6MJRko2BReb0jpwMJgu4RTydiQhCA6SJFQKOl6ziCyUp2StAnkaXDkrGTguHiH+HPepwYAu3w4jzWfVkX5TGBYAikD8t9zZfuCBgo3HRhuKnCwEhYFPA8lBjYVDIxUEpuWpDpQLgNQRCAadIZApOR6LLhZE8ukuwZh31Lh9MVBQl\/9uWUEGiH+JeMSJ\/H+rWbIwYKYiGQGMKftZgZAWMRKhQGRsLNZbskSZ06Z6f0+ISrShtWHtkpBiayVDiSRI8t6MTpQCAcgiCAtEomAvqOI2jEiUWKy+rjWjZspmROMGJEFJSkNUFLiIl\/zmD3EBjqhbpbX6BH+7yZLgQiI\/xZk9UDYCzat8jSml\/PcNyveydJ0vYQk4RGBUI7x8BkpwODxTMt6NTpQCASe7waBmB7VpoGTHTZ8KrSGlOmBJNdOpxsFNxSVaGsfTto29pN+n7VOnXat50k4p+d2TkEBr9o54V6bJguBBoQ\/qwrOP5J9gyAgXwhUGr8WNouxCRhtKXGsTA6BvqkepmwZHwMDBRrGHTidCDLhREJJxWxMU4q4jxOO7FIKiKgUROCq7ZUxT0hmMzJRSQlHAWlhpOMJHOCEUn+Mw9HioLRJv\/WF6\/zf8zuT9LdyI4hkABormgnPCEWwqoIf9bnxADoEy4ExmN70IlLosXBVMTA4rL6lMfAkkpPSmNgsFBR0DcdSBCEE3BSEQCmSvU0YEmlx7Rlw4lOCfqiYDKSWTosNZ0UTGTZry8irS9e549LTnny7lSBEVCyRwgkAloHk4WwMqKffYSKf5LznkMYEQJ9gqcIIy0xtnMMTLdw04JOjIFANEwI2hgTgs5j5wnB99aVKq9Veo694eYpQUkJRcHA+LdtQ8O+dO6cnfSyX9\/EoNOe0Nud3SIgAdCZmC5EsiIFP4nHCqtyS\/wLZGQIjIVvenBTecPz4SE9Oxm6fTsfNzBeu\/c0fI5ODIJMB7oTE4IA0mZNZeQn61ZnpylB3\/EEo00Khpv8a\/9r\/Gvfu7vWr92sip9r1K5rck\/CfKFpHWHQEuy0JJgI6HzJnuhEIho6XbTgJ\/HYYGVuDH\/B0h0Cfdq1yNKasjq1ypTyO2drS1Xj70XnttkJbzsdMdDH7BgoSWV1NTp1\/\/iPsQ04AROCNsaEoPPYaUIwOAT+r2y3JKVlSnDFtoYnX3abEpQaJgWTmRKUmk4KhgqA7WOc\/PNN8Bj1JJZjDKYfERBOFW3C0IdoaF0EP2cg\/DVlVgj0339ZnaSGGBisrLbx64l44mA6lglL1pkOLK3J1OD2zfzv52c75+8J04HuFU8nIgjaGEHQeewQBCNNBP6vbLctlw1LiisKFm0slyRTlg77jh+z7dcXWZ3zsmKOf+EYHQUlwmAqsRwYZthcvt3sXQipbPP2mK\/btlUr4qEBYol8Pvy+20u48Cfxt9zHKiFQCh0Dg8UTB90YAyU1CoI+TgiDBEH3Igi6BEHQmawaBWNZGmzHICglPiUopTYKBh882qf9rweZ9oWhnl0SXxbiEziJk6owKPGCIlFEQCTKyJC3T1Ybw7Zlhp93VscdEIM5JSjGE\/WC8ftsb0S\/+JkdAf37EWEqMBaBcTA4DLotBkpNpwOD2T0KEgTdiyDoEgRBZ7JaEIznGIHpDIKSuVOCkvFLh0MFwPYtIj9hMjIKSqmZFvRvmzgYMwKguxHxrOHnndVNPhYqKIYKh1bH76j1GD2FW7p9V9jLOnQy5jmDJHXJaWfYtqzGaiFQSjwGBvPFwc3VzdS2RQtXxkAp9HRgMDuGQWKguxEEXYIg6ExWCYKJniyEKcHYbKmu0NYtlerSvnmjj0cLgKEYHQWl1IZBqWkclNwbCIPjn2SNABjtxekvP+9s9H77Lu2Svs8uuclvIxZWXf7qQ8Szj1DRMFi6fq5hDYk+viTye7++NPzP335d90loP+IRy89\/OFYNiVaJgD7JTgVG3Ha5VzW769U14LloMicjiaak0mOJGChFnw4MxU5hkCDobgRBlyAIOpPZQTDZswanOwhKxp1cREpsSlCKHgVDTf9VlDZ8r\/Pzkn9ylMooKKX+SXGoQCg5LxKGin9S4wBohViVF+aF6fot5Y3e369bp5TcfzIvMqMhtiGdov0sEwvtI57HZqMfZ8wOf6kQz+N8quNhYASUrBUCpdTFQEnqFRDotkdYUpwsq8VAKbbpwGB2iILEQBAEXYIg6ExmBsFkY6Bk32XDUmJTglLopcOhAmC7ENN\/vqWWRkZByb5hsNH9homEkrVD4br121RVG\/r3uP1+0QNauBhnhnQFQMCNiIXWEWvsS+U\/KDgx+hkhpincBIKhFSOglPoQKIWOgYG2J3GW4lDsulQ4EiuHQYIgCIIuQRB0rnRHQSNCYCA3TglW19Vq31xPo4+HCoChGBkFpdRMC0rmhcEm+xEhFAYyMhpGinzBfNHPSmEvHkRAwHyRIgihMDHRol+6pocJf8aL+Pvyayy0agAMlMrlwf77iBIDgyU7NWilGCgltlQ4HKtGQYIgCIIuQRB0rnQGQaNjoGT\/KUEptii4pWrvmfo2l+5Uq8z\/397dx9dR13n\/f6c3SdqkTdO0TShtoQVKQbxhrYDcFVT0UlAEBF0V8GaFRWHdCxXl5+6i1\/oQVxdRuXZREEW4BES8YQVlYVcooNwKokjL0htoS5u0TXN\/2zTn98fpnExOZubMOWduvjPzej4ePEhzTk6mzeTkzCuf78wMLW+urejzJiUKWkyJg178hkNJvmLfYYcur2ZzjEUABJKDqUJ3pgQ\/C+Evflv2jGhwbOLiKvNbJl5jmXQOQxNDYLFKwqCJMVCqfjqwmElhkBgIiSCYGQTB9IoiCIYRAi1\/6donSYmcEpTclw7bA6AkNddN\/qG7uSN\/uylRUIo2DEpmxkE\/S8GSOs1XieIAKBEBgTRIcyz08zwex\/lBiX5m2bJnZMr7lrQ1Od53t8v3S5ShMIrlwVL1MdDObxjMSgy0mBIFCYKQCIKZQRBMr7CDYJgx0JKWKcFSEbCYyVFQCi8MSvHGwVIHi1kKfsWYAAyO18F\/GJYuyO5+i+D5vYhDlOEwzgt1lIPwZ6ZyAqAfUUXCqEKgFGwMLOYWB02LgVKwS4W9xBkGiYGwEAQzgiCYXmEGwShioBRPEJSCmRLs6O\/T9q78EpO2hn0lI2CxzR19FQdBSxKnBe2CjoMEP3+Y\/itPJYEvqoP\/V7d3VvXxxERUIswrfLsx6crfhD+zBR0A\/XCKhJUGwrSEwGL2MDiUyx+TmhYDpfCmA4vFFQUJgrAQBDOCIJhuQUfBqEKgXZKmBO2TgPP2B8BNu4a0vOhCIX6ZHgWlaMKgNDUOSs6BkOhXHqf4JxEA7UoFv7Qe4JcbE4mHyBKiXzLEEf\/8Ko6EpQJhlCFQijYG2m3ozX\/eJfOmqbXBnGPTqKYDi0UZBomBsCMIZgRBMN2CDIJxxEAp+iAolRcFi5cDz3OYBExjFJTiCYOWdS++POV91om+iX5TuYU\/ifgncXBfLb\/xkGiIpOG5ITmc4p9kTgAsxS0QxhUCpehj4LaBfHA7rKVOXaMTV3SOOwzGFQMtUUVBgiDsCIIZQRBMt6CCYFwxUIr+4iKSv6XDTtOAbjbtf7xKomC15xO0hBUFpfDCoNe0n9PysFe37XS879LWZBwMBIHw583t4J4D+2gQDmEiol\/yJD3+lfJKzz4N7s2fdmbhvJmSpLam8P9ucU0FSpNjoF3cYTDqpcJuooiCBEHYEQQzgiCYftVGwThjoMWUKcFyImAxE6KgZGYYLDf8lcMtEkrJDIVewU8i+lkIf8lFNEQYsrr0P+nSHv6KvdKzr\/D2sgWzC293Dg1Oul\/QcTDOqUDJPQbaWWEwyihoSgy0CysMEgNRjCCYEQTB9KsmCJoQA6X4pwSrCYF21URBKZjlw1K4UbDwORzioFv4i+tk8F6x0EnQAbFU3HNC8JuK+Jc9REMUI\/glX9bin8UeAaXJIdCNPRBWGwfjnAqU\/MVAuyjDYNxLhd2EEQUJgihGEMwIgmD6VRoETYmBljimBP\/warckaUHdSFUh0C6IKCgFt4RYCj4Mtvd2F97es3Miph5+wLxAP0\/Uyg2IpRD3ykf8QznKuTAK8dBcfq7kzXNAfDq6y3u92Dk4zfH9qw5uDWJzEsNtGrBclcbBuKcCpfJjoCWKZcQmTgfaBRkFiYFwQhDMCIJg+lUSBE2LgVK0U4IdA72Ft3f3TdOShn0e9y6fKVFQqm5a0B7+7Nwm\/uwH5xx8h6OjJ9zv3dam6K525xQBOOhHGLiicjz8hD4L3\/vhKzfsWRY1Op8iZEv3Xsf3H7jI+f47iy7SVo62edH9bKpGUBHQjZ84aEIIlCqPgXZhhUHTY6AlqChIEIQTgmBGEASzoZwoaGIMtIQ9JWgPgc21Ey+SXuocSXUUlEqHwXLjn5fig++sH1wHGfHcDsyCUs0Bm5vRvc77MAEApio3IBZL23NeOWHPju\/xaJUKfpX+\/Cg3\/IXBz8+muKJhJUuCg+AUB+NeHmwJIgbaBb2M2NSlwk6qjYLEQLghCGYEQTAb0hQEpeCnBN1CoOWlzvx5bbISBftHhrVwztRtCuNcf2mMg5UEvrBDnim2dg5Ned\/A6KjmzS\/\/AKk1IRMhgF21MdFEhD2zeIW\/an7WuIU\/Kdr4V4lSwTDoWBhXBHTSOTSoXSMTrxNftyTen51Bx0C7IMJgkmKgpZooSBCEG4JgRhAEs8FvEDQ5BlqCnBIsFQLtTI+CUuVhsHj6b0\/nkGbPmClJWjY\/+BdsbpwOlE0LhH5jX1YCnxun8Gc5sC2Yg5FKpxUJiQDSwi3+ZTX8VcLtZ0m5kdCkCGjZ0j\/x2vLg+XXaPTQxzdvWNC\/y7QkzBlqqWUaclKXCTiqJgsRAeCEIZgRBMDtKRcEkxEApuClBKwaWCoF2YSwdlqqPglJ504LFAXCBy+TftvaJq+BGGQYtUQdCP7Ev66HPiVv8Cyr8BS2IZc9ERQBxcAqAYcS\/NIa\/cpUKhSYGQEtxCHQSZRyMIgQWK3daMMkx0FJuFCQIwgtBMCMIgtnhFQSTEgMt1UwJljMV6CSJUdBvAHQTdxi0VBsICX6Vi2LiLynCOI9ipcIMk5VeYKAchFXAW1ABkPAXjHX7V4tYWuZMU2sMk3Zu\/ITAYmGHwThioMVvFExDDLSUEwUJgvBCEMwIgmB2pC0ISuVPCVYyFVgsrKXDUnBRsH84v40L929juQHQjSlh0K44EvYP5\/fz+XOmOd6f4OfOK\/pJ2Qt\/SRF0oIzyeySMuEpkRJIFEQCJf8HZ0jf1EHdZy8RrSKfnsDgCYSUhsFgYYTDOGGhXKgwm8byBXvxEQWIgSiEIZgRBMFucomDSYqCl3CgYRAy0mBgF23t6Jv15YP\/ruoOagn+BE3cYLDW5tLffe59Y2hLv1fXiUir4SUQ\/JJ9XZCQWwkTFP9PKCYDEv2CVCoB+FD8HhRkIgwiBTqw4WE0YNCUGWtyiYNpioKVUFCQIohSCYEYQBLOlOAgmNQZa\/C4dDjIGWkyIgsURsGXW1PPXbNk9KCmZYTCMKyW+2u5vn09KNPQT+SzEPmSdWywkFCJKlQZAp\/hH+KtOEAHQS1gThGGFwGKVTA2aFgLtiqNgmpYKO3GLgsRA+EEQzAiCYPbYo2AagqDkPiUYRgi0iyMK+omAxcKMgpZq4mAY4a8afqOhKQh9QOUcD9gJhAhYORGQqb\/whB0AS6l2ejCqEFjMbxg0OQbadY0OaXhfoxpqa1MbAy1OUZAgCD8IghlBEMweKwgmPQZa3KYEw46BljCjoDQRBmdp4mIofiKgk6jDoDQ1DrrFv7Sf2689ggs0hK2NSIIMmHLAzn6PCvmNgGma\/IviYkQWP9+bcQdAL37jYFwR0InXUuKkxEBJ6hqt0\/C+MR3UOKbWhmR+r\/lVHASJgfCLIJgRBMHsSVsQlKZGwahioCWsKw+393RLknb25TR7xkwta6z+qdaKglK4YVCS1r\/cMenPLbPHUxP+yg18rXOaQtqSaHT09ZS+kw3xcILbtE\/Qls2bGcnnyRr7QTtxEKWUioBJjX9+Q9+iCH\/W7XT4udS5d2rsOPLAZHzfTnquaZpnVAgsZg+DSQqBUj4GStKqJqlrNH9MlKUoSBCEXwTBjCAIZtP1f9kR9yYEyr50OOoYaAkyClohUJq4QvDLe\/KTiEFEQSn4MOgUyOwHQq\/unPybcFPjhd\/Ql\/TAFzY\/ATFJ0bCaqBfVwX7x91i5TP2eNAlxEE7cImAS45\/nKTwM\/Lm3dWDq+5Y2Tw4eHb3drh\/f1jw\/4C2qzpbB\/OuxgdH8a74Fs8fV1mTuc82G\/dHy6MXJOYbsGq3Tqib7n7MTBYmBKAdBMCMIgtmUtiAo5aPgvn17JEUfAy3VRkGnEGhnRUEp\/jBYKgB6iTMOlgp+hL7olIqGUQTDckKf6Qfy1SgnJhIOCYNZ5xQAk3beP9fTdxj8M9BP\/CuXWyyMOhRaIVCSDip6jt3ZP3HKGFPi4PaR2sLbTXUTr03b5s6LYWv8K46BE+9PfxQkCKJcBMGMIAhmz4PbN0mS1neZcQ6VoDzZkT\/X3gGzwjmXn1+VRMFSIbBY0NOCUukwWE0ALCXIQEjwS49qg6Gf2GfqwbrJ\/MTDLEVDKw4SBtPNHtA6B6epobZ2yn1Mfj5xCoAmxz8pnADoR1SR0B4BpakhsJg9DErxxUErBq6YN2PS+zvtFx4xMAzalwo7357uKLiqeUinLl4R92YgQQiCGUEQzJ40BsGOgfwBWcdQ\/oVic+2I191D5\/dCI+WGQLswpgWlyWGwLjf5xWcU5\/9zig1OccEr\/BH9sqGjr0d7hmd43ufwZQsj2hpYSgXDtMZCpgbTp6O7S52D0wp\/tkdA4l\/w4gqAfjhFwkoDodc0oF9xTA3apwKLY6CdFQZNioKlYuDE\/dIbBQmCKBdBMCMIgtlixUApfUGwuTb\/onF9T\/xBUCodBa0YWG4ILBb0tGDH\/u3q7BsvHPwsm1Pj8RHhenHLLsf3H7Gwun83JMOW3qlXELc7cEGj621OJ5wvRriJXtqDIWEwuV7YPvk5w\/oZaHL8k5IZAE2Of34VR0KvQBhEBHQTRRx0mwp0Y9K0oN8YOHH\/9EXBVc1DhbeJgvCLIJgRBMFssQdBKR1R0B4DLSZHwaBCoF0104IdtilFyeGKiJ0TLyLCDoN+z2n06u5+x\/stm+vvhSrMUU3wq5afYCgRdaKUplhIGDTblv0\/N\/uHhye9f+WSljg2p2xTzmNIAIxdcSAcrZs8oR50CCwWRhj0OxXoJu5pwXJj4MTHpSsKEgRRCYJgRhAEs6M4BkrJD4LWUmGnIJh\/v1lRMIwYaFfOtKA9BPpZCmwPg1L1cTDoiQa3SCgRCuMUZ\/ALAtHQLF7B0NRYSBiM3xbbL83sAXDevNpIToURBAJgMmwd2n+V4JH8PtdSP\/EzsDWiC5UEFQbLnQp0E9e0YKUxcOLjh1MRBO0x0EIUhB8EwYwgCGaHUxCUkhsF3WKgxaQo+Oz2\/IuzQwM8158br2nBUtOAflUyNRjXkiavUCgFEwvbu\/ZU\/RhBiurqiKVin2R+8AsKy5PjZ\/p0IWEwGl7xT4rmXLhBSHMAbN\/TWdXnaptv3hSnFQIlaVnT1NcVO3sn\/4yIIg5WGgaDCoHFopwWrDYGTjxO8qMgQRCVIghmBEEwG9xioJTsIOgWAy0mLB1u37+EpGck\/+Jkcd1oJJ\/XHgbr9k0cWAR5MOQ1NZiEcxq5xcKBocl\/r+ba0lerbW2aF8QmBaI4\/Hopjod+Ip8lK7EvKEwbxsekWEgYDIY9\/Fn6h4cL4c+S1AAomfczs5gVAfv3\/8xsrh\/39XGtVS5n7ehxv6iYk7ACYqkI6CbOOOgVBqtdHuxHFFEwqBiYf6xkLx12ioEWoiBKIQhmBEEwG7yCoJS8KOgnBlrijIJWDGzZv0R4U3c+tkQVBdt7urR7\/xUSjwjpxZ1lS+dQYRqjZWb+\/yYezHT4nOazAt+rnQ5jD2VYOmd66TsFYGuf9xWtnQwUnTtLkpoaJ7Y3quVNmMCkYTziCobEQW9O0c8ywyU+JSUASsmZArR+bu7ZN\/m1ohUAqw18YfMKiOXGwkojoJuo46BbGAxrKtBJmFEwyBg48ZjJnBL0ioESQRClEQQzgiCYDWkKgqWWCheLa+lwe293IQTaRREF23vsE4H57+tXuvNTbstmlx+OPD+XLbC17n9xt7VrIjQtjeliwF7hL8ppvmqDYjkObAn2H9tt0pBQGC+vaEhUCkepYChVFw3tYVDK1tfRK\/pJ0pK2JrW7XXAqQfFPMn8KsPjnpj0ANtTlX3MtnVcX6TaFzS0W2kNh0BHQjT0ORhUGx+tbC++LIgZawoiCYcTAicdOXhQkCKJaBMGMIAimX6kYaElKFCxnOtASZRQsngp0YkVBKdgw6BQC7awoKFUXBp0ioJuw46Bb+DNpCW\/aOIVCImH8CIXx8hMNLV7xsDgOSsn9+pWKfRav6CclL\/xZTA6Abj87R2ZM3tfSFgD96OjpUlfN5NdQLbWjkf6cCzsO7hit08Bo\/vVn66y9sU15dg4NBBIFw4yB+cdP1tLhUjHQQhSEF4JgRhAE0y9NQbCSGGiJIgr6iYF2QU4LWjHQKQQWqyQMFl84o1QIdGKPg1L5gdDpAIbwZwYiobncQmFSI1MalBMPrYN2u5bZ45F+\/fyGPSdL2iaO0L2in5Tc8Gdn4jLgUr842zIw+eJgWYyAkrRtZPKE3DLbKT869r++s4vk3H8hhMEd++PZirn5U8rs3L\/yJs4oKFU+LRh2DJz4PMmZEiQIIggEwYwgCKZfWoJguUuFnYR9PkG3ZcJeqo2C5YTAYn7CYDnTgOXwEweLD2KIf8lBIDRbcSQkDibL\/2zzvkprY33lPyed2KOek1Khzy4N0c8uKQGw+OcnETDPKwJ6iSMQWnGw0s9THAKnPH6MYbDSScGoYmD+cyVjStBvDJQIgvBGEMwIgmC6+Y2BFpOjYDXTgZYwpwQriYGWSqNgNTHQzikMhhUCnVhxsN92dd\/504cIgClTHAkJhGYgDqaL05LjsKUt8nkxLQCWMzkfZwTs2LM71Mdvnb\/A930rjYBeigNhmD\/fyp0atEKg5B4DC489YLvQUcRhsNwoGGUMnPic5k8JEgQRFIJgRhAE0y0tQTCI6UBLGFGwmhho5zcMBhUCi73SvVcD+6Nc87T+0ENg+57JUy7Wi8+t3VO\/Nssa+DGTNgRCM9kDIXEQWWfaeQDLPXVGmBGwnMjXOi+85\/eObveLiNntbWgrvB1EBHQTVRz0EwZLTQW6PnZM04J+o2AcMTD\/ec2eEiwnBkoEQXgjCGYEQTDdyg2CkplRMIjpQLsgo2C55w0spVQUDCsG2g8yhnMTf5els4K9KrE0OQT6ebFpaiAsDppe7FcsxFTEQfNYYZAoiCxJegC02ENgNRGwVPQLM\/QFYdvoxAV8ave5X3iprTm8n9H2QBjGzzanMFhpCJz0uDFEQT\/nE4wrBk58fnOnBMsNghJREO4IghlBEEyvSmKgZF4QDHI60C6IKBh0DLS4RcGwY+CiuVNfXW3pmbgicjVxsNwI6MUpEErVRcJy4p6lrYxQUs45tiQCIoHQHIRBpJVp8U+q7uJZ1URAr\/BnevQrZo+AkrSs0TuKWa+tigUdCcOeHNzZ26Pe6fPUWJ9\/HV9NDCw8pmFRMO4YmN8GM4NgJTFQIgjCHUEwIwiC6VVpEJTMioJBTwfaVXORkbBioJ09DIYRA71CYLFKw2CQIdCLn0joFf3KiXtRcAuIWQyFxMH4EQWRBmkLgJZyQ6Bb\/Eta+CtmD4GlImApTpEwyEAY9NRg+96J1+2zlX++bgvw6xl1GHSKgibEwPx2mLlsmCCIoBEEM4IgmF4EQX8qjYJBnTewlE3dY+ofHtZc9cQWA+38hkErvsVxtTopf8DTVXTi8Ib9V95cNns8jk0KRHEozFogtMdBwmC0iIJIEhPjnxRMAJT8R8C0xj+7IEOgmzADYbVx0IqBy+dM7BMdfROPGVQYjCMKWkHQlBhoMW1KsNIYKBEE4Y4gmBEEwXSqJgZaTIiCYcdAS7lRMIrpQEtHT5c6hmaqobZWknRAAOc9rDQGFnOKg1FNBBZzOuhxO+DZ2uN+0ZYkxULiYHfhbeJgNHb29RAEYRyn+CelKwBaSoXAcn4WJlkUEdBLcSAMIg6WGwadQuCUx9wfBpMYBa0pwbr6VknmxEDJrCBYTQyUCIJwV04nmuF5KwAkQNdoXVlRMKoYKEmvXZCPopt6x7VjtK6qKBhUDJSkZU35p\/8tPWNa17VXktSs6EJg8YGP34OepU21ju\/f2jOqLYPuBxamxUL7Muf27q5JMTYLcdA6qO7o6S7s12GGwa0D\/u+7NPynByCTTI5\/0tQAWE38s3MKgWmJf+2duzxvb2tZWHg77hBoabO9zmnv6VJ7l+3nb4VxsHX\/NFxHr\/fPND8hsPCYc+apo69b7d17AomCixrmaOdAnzp6ukJ\/rdcyq0HtwzNUJ7NiIICpmBBMMCYE0ymICUEp3inBsC4m4sbvRUaing5cVPQbyE29+ShVSRTs6NoTSAh0elwp\/2J2S9\/EMuIldWNuH1L557IdAEV54OM1VWgxJRhak4NZiIJ21sTgnn2z1Dgr+Oeupc3lPRdt7Rqu\/nMaFhaZEESUTI9\/UngB0GIPgbXjfVNuNykAlgp7bkoFtPauTnVPn3jemT\/d30RUW8uCiranGkFODhZPDNrPE+gnBk55vACnBaOYFOzdN0uDe\/dqSf2w51WH42DKeQSrnQ6UmBCEOyYEAcQuqhgo5X\/7uL7H36RglNOBxayrxm3qzU8I+A2DTsuWgmCPgZK0bM50SdKWvn3aZjuHX7VxMK4QaHGbKrSUmi60CzscWpOD1sRgEsOg\/SDYtxn7D0z2DWtmbv8JyWP8u5cbEItt7RouOZUYZTC0ziEIhCGJ8U8KPgBatgzUaGAof7DfvP\/nZ9zxr+QkX8BX5ZWkrXvrpMbFapC0rPB8V\/oXPh1de9Te6Xz+xDBDodvkYCX\/NvaJwQ19UmN9ZSGw8HgBTgtak4Jh6d2X\/xq\/vnm6OqtvXoFrrq0vREEATAgmGhOC6RPUdKAlrinBqM4fWMxrUjDu6cBi1rSg5B0Gg1wm7PS4rSV+c2ufGpTKi4Nxh8Cg+Zk09FJuTIx6WrCikOfCz9UyvVhRPYlB1C+vKcSgYyHTgQhCEsKfJcoAaP0Cp2t84ht3VWs8r8vdwl8Ywc\/N1r0Tz\/\/LAn4uc\/q6hhkJ7VOD5f4b7tg3W5K0vNH2M63Kr0PQk4JBTwlaMfCwxvzrHacrDpsg7vMIBjEdKDEhCHdMCALIpFKTgqbEQMk+LVj63IJxxUBpYmpQKm9y0IqBaQiBllKThqVsKTco1rZoYHhYXbuH1RDCMtpi1Ua8ILU2NaujJ39uxbRGQa8pRLdYWEkoZDoQ5XILf5KZ8U+KJwDajda2qEHV\/5zwvQ0GhL9iYYZAi+N5+YqmCYMMhJOmBn1ODFohUMrHQMn2M62rs6qvUdDnFQzyfILFMVDKv+62oiDygoqBQFCYEEwwJgTTJ+gJQSn6KcG4pgPtnCYF23u7jQqCdm7TgmGcN7CcGOjFa3IwjTEwTh3d+79m86M\/p5IJOnq6UhsFy+EUCUsFQisGMh0IJ0kMf5a4A6B1egfrdBNhhkAT418xKwaGFQL9imKCsN1j2s8+Feiko4qJw0mPE9CkYFDnE3SKgZbOoQEmBG2CDIJMCMINE4IAMq14UrDddnLnMLmdO7CUcqYFg1BtDJTcJwf7h4a0ihAYqNZ58wtRMItam5pTPSnol9NEoVckJAbCkuTwJ0Ub\/yTvAGixn3c26BjoFABNin92UUwFlqN4gtB+PsKgwmBbU\/OUcww6TQU6bt\/+8FbttGBQk4JBnE\/QKwZK+6843NttXBSMA9OBMBFB0MUzzzyj++67T4888oief\/557dy5UzNnztTixYt1\/PHH6+Mf\/7hOOukk349333336YYbbtCTTz6pXbt2aeHChTrmmGN00UUX6X\/9r\/8V4t8EWbeqeSjWKw7HxR4FpWiWC0sqezrQbsXcaYUo2D88pKDnfsO6OIkVB\/Mvjuu0bXRm4bYltXtD+ZzIHqLgVMWR0LqYSf\/IiKR6NdbHO62NaCU9\/FlMDIB2QU8FFgdAU+NfMVOmAr3YA6F9aXG1cdBaStze06UN\/VLDLO8QOGW7AlhCbEXBIFS6dLhUDARgPpYMO1izZo0efvjhkvc7\/\/zz9f3vf1+1te4vCHK5nP72b\/9WN9xwg+t9LrroIn33u99VTU15J3RnyXD6hLFkWIp22bAJS4bt1vdII8Mdxi4XdvOnnQNqrK1X28zgfpvY0bUnkOlAN+1dnZPOt7Olf\/ILROJg5Tq692R2ybCFpcOldeyfhm7bfxC8xeESj8uquNIlzJCW8CdFH\/+k8gOgJaipwKQGQLskxEA39n2umjC4Y\/9FZAaGh7Rw+qCk8k\/tEcTFRjr6ugNZOlxuECwnBpq2bDiOJcNhTAeyZBhuWDJcpVdffVWStHjxYp177rk66aSTtGzZMu3bt0+PPfaYrrnmGr366qu69dZbNTY2pttuu831sf7hH\/6hEAOPPvpoXXHFFTrkkEO0ceNGff3rX9ezzz6rG264QQsXLtRXvvKVSP5+MFNYMVDK7pSglJ8UfHqkSZL\/q+OaYFHtiFrnzNLmvvzXLcgwGJVljdMm\/XlLP5ODQFiKY6AkLWuZ\/Ly\/pXNIW\/omfg9MHDRbmsKfJUkB0K6aqcA0BEBLkkOgxZoarGY5sRUDlzfkpIZ6SfXq6N6jjj27y4qCQV1sJIiLjJQzJVjJZCDLhgEzMSHo4IwzztAFF1ygc845R9OnT59y++7du3XCCSfof\/7nfyRJDz\/8sOPy4Q0bNuiII47Q2NiYVq9erYcfflizbFeKHBwc1Jo1a\/T0009rxowZWr9+vQ455BDf28mEYLqEGQQtUURB0yYEpfyLkD375mju9HCjWpATgu3de9Q6Z54kabPtAL6aMBj1hKAXpgfLw4QgE4JenGKgH8UThATC+LjFv6SGPyme+GcpjoDlBkC7cmNgmgKgXRpioJNyJwYnxcDix6rwImAdPV2JmRKsdJmwSVOCUU8IhnXuQCYE4YYJwSrdc889nrcvWLBA11xzjd797ndLku666y7HIHjttddqbCw\/lXTddddNioGSNHv2bF133XV685vfrLGxMX3rW9\/SddddF9DfAoDdYY3jeql\/VuhRMAzL9x+kb+7LqX1vcicG7ezTg1v6xznvoAdiINxUGgIt9gnC4ulBiUAYljTGPym+ABjEBKAbPzEwSRcBqVRaY6A0dWLQLQp6hcDCY+2\/CFglk4ImTAmWwjkDy8eFRGA6gmCFTjnllMLbGzdunHJ7LpfT3XffLUlatWqVjjvuOMfHOe6443T44YfrxRdf1C9\/+Ut95zvfKftcgoBfYS8dNnE6sFjvvmRGQWlqGDQxCrb3dPmeErR4LS2Wsh0Is3x1YXirNgYWY3lxOIh\/wQszAFpKhcC0TgE6SXMMtGttnu8aBf3EwMLjVBgFJVUcBYO8wIgbYiCQTgTBCo2OjhbenjZt2pTbN2\/eXDgX4Zo1azwfa82aNXrxxRe1bds2vfzyy1q+fHmwGwtAkjUlOC3RUVDKh0ETpwXbmlvU3tVZURS0Y3owr9KlR0i\/oGOgE6dAOOl2AqGr4giY9PgnxRsApWCXAJfiFAOzFADt2nd2qL+2RfM1oPaB8j++bdGi4DcqRNa0oD0KlhMDC4+zPwqW9bn3n0+wGtVMCS5qmON6HkFiYGXCnA5kuTCCQhCs0Nq1awtvr1q1asrt69at87zdzn77unXrCIIIVZhTgq0NczS61+xgk6YoKJW3jNj67XeY5xEMKgpasjo9SAyEmyhioBOWF7sjAAYriglAN1YMnDnWo\/aizUhbBGzf2VHyPl21LTpyfv6iGWU\/\/p5Ote\/c6Xq7ybGwtXm+2jt3K9d8kKTyYmDhMebNT8WUIDEQSDeCYAXGx8f1ta99rfDn8847b8p9tm7dWnh7yZIlno+3dOlSx48DkqhrdNj4ZcNJiYIdfd2FC4u4MXEZcdBR0M5relBKRyAkBsJJXCHQSanlxVL6A2HaImBxAIxz+k+KLgDavdA5LElqnpn\/OZKmAOgW\/7x+zmzbV69GSVJl15\/0ugiUUyw0LRDm5i1T\/9CgXrugul+ilxMFg5gSDBIxsHKcOxBJQRCswLXXXqsnn3xSknTWWWdp9erVU+7T19dXeLuxsdHz8RoaJk7K0d\/f73q\/kZERjYyMFP7c29vre5sBu7DPJZgEpkfBtnnz1V7GcpOJMOg9LRjFlKA0OQpKCjwMSk7Tg8lfXkwMdGbSAVIcTIqBTrJy\/kF7BCQAVifKJcCe27F7tyRpT03+tfoRi7yvxpgUTgGwkp8ry2ZVFgNLKY6F9kBoQhhsz+X3h4U1\/Wrv7Fdby8KKHqeSpcOmIAYC2UAQLNPatWv1hS98QZK0aNEiXX\/99Y73Gx4eLrxdW+t+ZTJJqqurK7w9NOQeJq6++mp9+ctfLmdzAXgIIwruHOjTooY5gTyW5G9K0M7v+QU7ersjiYKSQpsWLJb0cw8SA715TZtkgakx0Emp8w9KyYqEaQiBBMD927E\/AFqsc8aNDk\/X0rkznT4kEYIKgJZt+6Jd6WE9v5sQBq0YuHzWuDSrRe3dUydYw1TtFYeDuNowMbA6TAciSQiCZfjLX\/6is846S2NjY6qrq9Odd96p1tZWx\/vW10\/8ILVfgMSJfepv1iz3qa0rr7xSl19+eeHPvb29k5YbI9lOXbxCD27fFNnny9qUYOfQgFpmTb1EXpBRMOilHuVOCVpKLSO2pgSjiIJSNNOCxZJ27kFiINx09HYnKgY6SeIS46RHQALgBLcIaNma0BhYHAGD\/vkR1nSgF\/svfuIIg5NioLVN81rU3rmruinBCs4lWNHnCuA8gsTA6hADkTQEQZ82b96st7\/97erq6tL06dN1++23e149eM6ciQkhr2XAkjQwMHHZLq\/lxXV1dZOmCQH40zZ3ntr3L7lzYvry4XKnBC1ey4jjiIKSJoVBKZo4KJk7PWhfSkQMRLEOj+etJDM5ECY5BJp0HkCTA6BdEmOgPQSG8XMj6ulAN23zWxzPLxkWpxiYVcRAIDsIgj5s375db3vb27R9+3bV1NToBz\/4gc466yzPj7FfSGTbtm2e97VfSISJP0Qpa1OCXoKKgtaUYFDLhiudErRzW0YcdRSUJp+kPeqpQYvX9GCUcZCpQPiR9OlAP4oDoRT9MuOkhsC4IqApFwKxlBMBLUmKgWFHwGJxTAc6aZvfovadOyObEsx6DNw3Yz4xsApRTQeeunhFJJ8H2UAQLGH37t067bTTtGlTfinnddddpwsuuKDkxx155JGFt9evX+95X\/vtRxxxRIVbCqBaJk8KVjolaCleRizlw2AcUdAS99SgZfL0YPhxkKlAoDS\/kVCqLhQmMQTaIyBTgHl+AqDd1uHpQW5OaKIOgaYKOwpa04FZ1ptrlDRS8n5J1zU6XPpOQIYQBD309PToHe94h1544QVJ0te+9jV96lOf8vWxy5cv1+LFi7V9+3atXbvW874PP\/ywJOnAAw\/UwQcfXNU2A+UKekqwtWGOOgb61FxrxpITi7Vs2Ok8gnZBRMGwpgSrjYKS8\/kF44yCkqacOLu9a+Kg05Q4KAUTCJkKBCrnFgmLlxtL\/iKhFQOTEALjiIAmBUCp+ghosWKgydOBVgjkZ0X4S4dZKmzFQGnxzAFJ3hfDTIPWAC\/+Z+HcgUgqgqCLwcFBnX766XrmmWckSV\/84hf1+c9\/3vfH19TU6Mwzz9T111+v9evX6\/HHH9dxxx035X6PP\/54YULwzDPPVE2NWSfVBrLIxEnBIKOg5HB+wZijoF3xsuJJt8W0tLja8w4yFVid1qZmte\/pzPyVhjGVUySU3KcJJaluX7ck80Ng1iNgUAHQzvQYGHcI3Lav3pjlwpYoziNIDJQOmz2mnQMl7gwgdQiCDkZHR3XWWWfpd7\/7nSTp05\/+tL7yla+U\/Th\/\/\/d\/rxtvvFFjY2O67LLL9PDDD0+6ivDQ0JAuu+wySdKMGTP093\/\/94FsP1CuLJ1L0O1qw8WqjYJBTwlKwZxPsNik8ws2Hqi2mUOFg9C4w6DkPT0oxX9RklJhkBCIarV37cnEeQSD5hQK27v2aM9gjfpVr8a6Om0tOvhdWvpHQySiDoH24GJSAJSCiYAWk2Ng3CHQdGEtF07bUuFKrzB82OyxYDckY5gORJIRBB389V\/\/te6\/\/35J0lve8hZ9\/OMf1\/PPP+96\/9raWq1cuXLK+1euXKnPfvaz+trXvqann35aJ5xwgj7\/+c\/rkEMO0caNG\/Uv\/\/IvevbZZyVJn\/vc53TYYYeF8xdCYpy6eIUe3L4p7s0IRNfosLHLhv0KYlJw50BfKFEwiClBy5RlxAZNCxYrFQil8COhn3MOEgKDl8Upwda581J7peEotdsC2xFt7lOBW7vczy0VdiwkAuYFGQDtTI2BnCPQWxqmAzsC\/kVuKW3z\/H8P9UYURDuHBtRm2OtJAHk1uVzOrLlwA5S7bPeggw7Syy+\/7Hjb+Pi4PvGJT+gHP\/iB68d\/\/OMf1w033KBp06a53sdJb2+vmpqa1NPTo7lz55b1sTBXnEEwyClBE88jKMnXeQSLvdSf\/96sJAoGPSUoqTAlGGQUtGy2nYurpv\/VwtumhUEvTpFQCjcUbunPH1D0D+eDQvN4Dwd3IeiwrkqdoShoBUGmBMtnD4HVPod5xUKp8mAYZQg0IQKGPQXoxPQYaNLPCpOWDFv7a9jTgaWCYHv3\/u1oWVjR5+no3lPW17jwc665\/J9zHX3dZQdB+3TgzoFetYbwWsmkINg1OhzoOQTjmA7kKsMopZxOxIRgyKZNm6abbrpJ55xzjm644QY99dRT2r17txYsWKA3velNuvjii\/XOd74z7s0EJGVj6bDfi4vYVTspGNaUYFDnE7SzTwvmbEuITZwWdOP0Irr4SsaT7l\/li9\/2nq7CKbjnz5RGZ8zTXs3SthFpSR3LcIJkLcXP0qSgNSVoxS3CYGlBhkDL0mb3X3Bt7Rqesvx40sc6\/LiJKgSaGAHDDoB2JsZApgJLCzsGWvxOB1YaAytVSQwsl1MMBJA9BEEHYQxNvutd79K73vWuwB8XQDQqjYJWwEhSFJSKLjrSeKBq+l9NVBQs5vXi2m2isNrH3tK3T9tG8j9mCYPBsUdBKRvTgtb3nRUGiYLOwgiBfnjFQmnydGH\/UP7nR0PdRJzbMiAtawjutWfcFwaJMwDamRwDCYHOJgXskGOgH9Z0YKWiXi7sl9tS4TCmA9OM6UCkAUEQwCRBTgmaeB5Bi9+Li9hVGwWDFnYUlCYuOpKzRUEpWUuISwnrN\/HL5uQPRgmDwbMOWrI4LSiJacEicYVAv2bmJsYHV7VOPeDe2j2iLQPep6vxEwzjnAY0JQJaiIHJYloIlKpfKmyJ6utd7gVFuJAIAIkgCBgnLRcWaW2Yo46Bvrg3w1G5Fxexs6JgJYKeEpSii4KStFkHSlLipwWjZoVBSdpi+5YgDlYvi9OC0tQwKGUvDtr\/7pKZIdAeObwmb5bOq\/N8HK9gOLB\/4rB52kDmI6A0EQIlYmAllkwf1pah6M4jGFcIbM81+louXE0MrGQ6sKOnq6pfUvo5f2BUFxIxUZDnD+TKwkgLgiCAKbJwLkGpsilByYqCZkwJShNRMGxO04ImHoSbrHhqkChYveJpQSl7YVCaGsjSGAiTEAEl\/yHQL6dg2LEnH+Nq66TRmkaNql5bBr0fZ9ns6q6mamIAtJgaAqXkxMComDgNWKy9uzOQ8waa+jVnOhCAhSAIIFSmLhuuZkpQqi4KBj0lKE1EwbCmBC32acH+4SGpd\/8Vjw09MDfVRBjM\/5kwWD17eJl0wJnBOGi\/CIkliYEwKQHQEnQILGZFQElqLeNKopK0tWdUWwZLT7cXR8OkREDJ3BAomRuGojDlnJaGRkBLEDGw0unAsGV5OhCAM4IgAEdBTAmavGw4CJVEQSmcpcNSdFFQ2j8tqFnKiWnBaiybM51zDIbAaWpQymYclJwDocWUUOi2fUl4XjE5BFqWNtWWvpOkLT2j6h+yjRrWNKqxfuK1wNaJ66Noaf2+iralUsUBUDIvAlqyPBVYHAAl8yOgpdqLiNhV8rWvdLlwOecPdJoO3DnQG9oFRTqHBtSWgOfxcrBcGGlCEASQWdaUYCXLhu3KuchImEuHLWGeT9DOaVowCQfvpuHiI+GxH+BkNQ5K7lHNKxQWqyYc+vkcSXzuSEII9Ku9c5ckaaak5pn+wsTW3lA3aQpT459d1qYCneKflJwAaBfURUQ6uveU\/bUP4nVhqfMHMh0IwAlBEICrrJxLsBqVXnk47CnBqKKgNDEt2Dc8P\/NRsL2r8ukCa35ndMY8zi8YAuLgVH6\/V8sJh9V8niQIOwJK8YRAqfzppCQEuijYI6CUjhC4ZaimcGERt+gnJTT8FV1QJKgQKFW2VNhSzcVE\/OLcgdVjOhBpQxAEDJSWKw1bTD2PoKXSi4tYyo2CYU8JRnWRETt7FGxVdSeuTxp7BGwLIBC079831g\/lLyTQPN4z6fY0HGzGrTjkOC5xy2gkdJKmoFepNE4DStFEiLQpDoBSsp+X7fuelJ8S7aptUfvQQOF9SQx\/fgQZAy1RTweWs1wYAIoRBAF4qnZK0PTzCFZ7cRFLJZOCYU0JWqKcEpT2LyGeM1t\/3jWohrp6HTC9xCUvE6x4EjCIEFj8WG2StvSPa6\/qtaR2b+H24oO3Ykk+MI1LceApniCUCIRZVLwPJDkE2iOgRAgsxSn62SXhebbUzwpL26LWKe\/bu7dObQ3VnU7FdEHHwEqWCluq\/X5kuTCAShEEASAg5UTBNE4JWhbOGNKuEWlH3exURkErBgYZAd0sa8xfFXRLf35p3pLavZ7RoKN7j+tBYBIOYE3hFH6YIsyONC0LZhpwslKhz2Ly82U1oQ9S\/\/CQ2kf6JQUbA03HcuHqsVwYaUQQBFBSFs4lWO2yYUul5xQMS9RTgtL+g86uTg2qXjv2pScKBr00uBzLGqdpS\/+4to1OhEEnbmHBKxRKZh\/8msLPFKGFUJgsUUwCSkTAMPkNfVJynu\/cnrOjCn1bBqRlKRsS7OjaI9UvDHSJsBUDK9mvOnq6MvM9CsBMBEEAkTD5PIJBLRu2lBMFw1w2HOeUoCTN3telwenNiY+CcYZAu4lpwXwYdIuCTpgqDJ5XNPI8CT+x0AhRRUApmhCY9iXBfoJf0p+vnJ6H45ryWzpzRFv31sXyucPQYbsoUuOs2ZJywTxuFTEwKqWWC+8c6A31+c80HQN9ag3xdD1A0hAEAfhSzZSg6ecRDIMVBb2EvWw4Tm3NLWrv6tTyRmlzvxIbBaNcHuyXfVqwnCjoxjMWMlVYEbeDK6+pQolYGKYoA6DENGClvMJfWp9z7PsKy3yDZ8XAtpb8\/rMj4OueVbpfBvH6r6Ovu+T5AyWWC1uaa+vVNTpc0ceaslz4we2bdOriFXFvBlKEIAgYKm1XGs6ifBSMf+lwHMuG7Zbv\/+X05v7ZkpSYMGhiDLQ4nVswDJXGwsLHp\/QAvlJeEapULLQQDUtz+neMYgKm+HsiimnApEZAt\/CXtecMa58hBAbPPhVoxcBAHz+AFRhJ\/f4FkB4EQQC+ZeFcgmGI83yCcS8btkvKtKApS4T98HtuwTCUih2lzltYeJyMBQA3foOVn2hoSXM89Pp3iHL5WxwRUEpWSHCKf3zfTzA5Bib1PILFU4GBP34ClgoDgB8EQQDQxHkEg7iwiJ2f8wmGeR5B05geBU2eCnRTzbkFw+Q3jPi9YqbEwZfkP3b5nTh0EmdILGeb4zrvVVQRUEreNCDxz79ynvvikMTzCIYdAu2q2a+juphIqfMHRqFlVoPae7vVNnde3JtSMVOWCwNhIAgCKAtTguXzioJpPo+gG1OjYBJjoF2c04LVKCemVHMAnbUoUU0sqzQkBsHEk9s77XdRRUDJ3BDIst\/qmTwdmCRhLw+e9Lm69yRqH+f8gQC8EAQBIALlXHk4C0yLgkmPgZbiaUEpOWHQj0ojjN\/ly56fO0EHgNUyMcpFKeoAKCUjAjL9BxNFORUYxHkDTbOoYa46eroy\/7wPZBVBEEDZKpkStK403FxbH9JWmS9LUdB+Hj43JkTBtITAYmkPg+UKIuaUExS7pjVNeV\/jrGxOVi+pM3s6xe3rGnYAlJIZAQmAMEWUU4F2fA8kW3NtvToG+tSakVP1AKUQBAEgQlYUzAI\/v22OMwqmNQbaEQarY\/2bSZJm+1\/ad2Tj1O\/x9gBODWBiMCplS1+4j+83OHoF3Sjin8X0CEgARBJEORWIbDPx\/IEPbt+kUxeviHszkBIEQQAV4VyClctHwfRPCfoVRxTMQgy0IwxONSn2uVjmEPYqFcS+5mfytuR2RBygls2ZHurjb+mT+odKP5c2ugTdsL8PkhYAJSJgVFrnL1D7zg7OI1imuGJgUOcOjPKCIiadPzDpFxYB0oogCBjs1MUr9OD2TXFvBkISxdLh9u49ap0zL9TPMeVzdnWWfS6aKKNg1mKgnT1wbemfCGJpjIOlgl+QsS8qpkRFk9RKmj+z8n8b+\/eBH36+V5IWAQmASAKmApOrZVaDOocG4t4MAA4IggAqxpRg5eznE5SydZVhN1FEwSzHwGJOU4MW0wNh1NN9acK+P1m5+0lxQOwfnPpLnYbGxVo6c6Sq7QoSU4BmY0qwtLTFwPauzsB+UdDevUdtQZwnN0MXFuE8gsAEgiAAxOSwxnE9u3tUmjFfktkBxq9qp4\/CjILEQGdOQcRtaiqKUOgn9kkEP8SjdmTyVUbnT5dam6cejG8ZqCv5WGFGQ6YAk6F1\/oKqr4CeFWmJga1NzeoI4JyyktQ6Z546+rqrfpxFDXO1c6C3+g1KGRPPH2jhPIIICkEQQFWYEqzO4pkD6qmZr95cnebW9Me9OYGo9jfMYURBYmB5nCPh1EnCKD8\/EKX2TperDzvEPyfLGrxv3zIgbd3rHg0riYVEwORiStBdR9ee1MTALGuZ1cB5BAEDEQQBVI0oWJ3DZo\/ppcEZ6s01BhoFoz5\/YCXnDnSzvDH\/\/8391UfB9q5OQmAAshTp3GKQqThYrkypr7Pf+FeJ0sGwdCwkAKYDU4KoVvGy4d5cY0WPk6Vlw5JYNgyIIAgARggrCkYlrAsV5KcFZ0tS2WGQqcBsqybqhRmCwhBVwExCeCzn38Lkr7NbMGzfuVPrtP\/G2hY1zrL\/Mm449O1CeEybEvSaYEV1WpuaAzuPoNuy4XKvMBzVsmFTpgSba+vVNcpzJkAQBBAIpgSrZ0XBpArrt8qVLCEmBqabn+hjcuwJWlR\/1yRMTqbt696+c+ekP7fNb1HbpPfkCm9tGap3fIwl0znoNZ2pU4KlJlnDZtJy4dZ589WxZzeTuFVI0tWGTT5\/IBCk5B55AkikrtFhNdc6H7TAioLVTwlGuVw4rOlAu0qiIDEw+ao9jxuCxb97+IoDoJSPgH4sm5VzfD+hMBla5y8wbkowbq3N89XeuduYKBg00642vKhhLsuGE4QLiyAIBEHAcKcuXqEHt2+KezN8KTUl2NowRx0DfRFuUXIlZemwFQOjePHoNwpyzsBkcop\/BCikXTUB0C+nULhlqEbb9k0NhUTC+JkQBdO6XHjHeHUjj0FOCZp4teGosGwYMAdBEABi4vZCMGnnE4zyN8mloiAxMDmKAyDxD1kQRQD0o5xpQiJhdExYOmzFwLiXC1uCnhJc3uC875cjyKXDQU8Jzm5aVvXjhDklmKRlw0AWEAQBBIpzCZZnUcNcx\/dXEwXbu\/cEsWmlP08ES4WduEVBYqD57BGQAIi0c4p\/UjwB0C\/naUIiYZRMWDpsSgy0M2XpcOu8+eoI6HVWWFOC5V5QxC6qi4sAMANBEAAMVU0UjOr8gXGdZ2Z5Y\/7\/1hWIa3q3xrId8IcQiLRLYvzzi0gYjziioKlLhVub56uja49ZUTDApcNBTgn2Dw9Js2dW\/Thhn0vQlGXD0tTzCCbpgiKcRxDVIggCCBxTgsExdflwXNOBxZY3Ss\/vGpRmtujQ2eNxbw6KEAKD4xacytW2aFEgj5NVXl+HNMQ\/v4iE4Ypj6bBpS4WLWT9DKo2C1Z4\/0IlpS4db58zTjtHqtyXsKUGTlg1zHkFkHUEQAAxnahQ05Sp0C6cPanBmi3aMSwdMM+MFJiZiICFwQjVRL6jYFFRY9JLk6Fjq3ydL0a9cRMJgRbl02PQYaGedU1BS2WEwiPMHFrZj\/9LhIKJgUEuH+2oaJY0EcsVhANlAEAQSIElXGrYwJRgsv1EwqvMHmsKaoFjekNPmgZrCBABhMF5ZjYFJiElhb0P7ns5IomNYTPgapUlxJOTqxuULOwomKQZaTFlCHGQUlIKZEnzDvGnqCGi4L0vLhoGsIggCCI1bFOwaHVZz7dQDAnjzGwXDPn9ge1enMdOBUv4FuTTxm38rDBIF45GVGGjK1WJNw78BvDhPERIJ3YS5dDiJIdDOHgUl72nBHeMNgU4HTtqOgKKgNSUY1PkEq50SzNqyYes8gkk6f6CF8wiiGgRBAJFqbZijjoG+uDcjsUxdPmwS+7QgUTAeaYyBxQGQ8AUEg0hYWpBTgvYLhyQ1BlqsnzVxTwsGdeXhapYO55cL73+cuU3q6O2pensApN+0uDcAQLol7Tdtpvy20sths8ckSb25xhL3zK7lDTktb8hpx3hDKCcSRza079xZ+E\/KR0DrPwDhWTYrN+U\/Sdq2r37Kf2kX1EUrtu6tmzQVmPQYaGe\/4EixKF8DBDXNWemF2w6dtXfy41QZKRc1zA3k3IZe2nu7Q318AN6YEASA\/drmzkvMCxMmBf3h3IKohH0akPgHmIFJwsqkaSLQi9cS4rCWC0\/6\/AEvHa56exIwJWjSsmEgqwiCQEIk8cIiFi4wEg6iYF5H957CeQSdcG7B6HV07UnssmH7NCAAszlFQsn56sZSdkJhViJgseIlxLnmgyKJgYXPH9DS4XLZlwujcklb1QQEgSAIIBLFUZALiwQj61GwnBOuMy0YjbaWBWrv3J24KMhUYLTaa+ZG8nnacuGdFB\/mKmea0JLkWGgPgJYshcBirc3ztWFouuLKZEFMCZZ7cZHi5cJBCvtqwyZorq3Xnzpe0etaD4x7U4BIEQQBRI4LiwTLHgWl6H8zHTcrCnpNCVqKpwUlwmAYrCiYFEwFegsj3h1cPxb4Yzp5eTjYbScwJpfbNKFUOhZKZgRDp\/BnyXIALNaea1RjvTRreKfUsDDSzx31lKDXdGDr3CbjrzYMIF4EQQCRScrS4c6hAbXMiuaV9c6BXi1qqP6A1brQyLPDCyWF91tiUxVPCpaKg4TB8NmjYBImBbMUAysJfFEFvKAFud0vD88o69+OeJgcXrHQ4rYMuZRSIdHPhVH6a1u013ZBEJS2fNa42kek9s5damuJNgpGLczpQADpRhAEEiTJ5xG0mB4Fo7ywSFAnjrY7ev5MPbtHaqyr05xctpYQW8tzOvbsLvx2njAYr6QuH04yv8EqqYEvTuX+m\/mZTiQaJoefaOikVEgs9bjtezo1X1JbAyXQj\/Zco5bPGpcktc1rUXt3ZVfsrVa1y4b94NyBwVne2KvNCV689OD2TTp18Yq4NwMJRBAEEBvOIxiOA6b1qU916qtpDCUKtjW3qL2r09jzydhfgDudX9ApEhIGw0MUDFap4EfoM4efr0WpaEgwTL5KQ6KUj4GS1LZoUVCbk2rtOTMCWZTLhpkOBFANgiCAyOWv4sV5BC1BLRu2m7N3t\/pmLggtCkrJOMl08W\/n7dODTmbv\/\/+ufbO1QdMkSQ31s4iDVbJHQcnMJcTtezqNWDZM8MsWr69nqSXKxMJ0IwaWxz4ZWHhfXNOBEcRApgMBBIEgCCRMGpYNS\/ko2GFoY7GWDUdxHsEwlg23zZuv9u49OnTWXm0Ymll40RhkGLSmBJPG7\/KdVtvbz+8aLMTBxr3R\/J3bDA+tlWhryf\/bmzgt2LZo0aSrDEfBK\/QQ\/SBVHgsJhclHDPTPmgosjoGWuM4fGPZyYYnpwKAsb+Q5E9lFEAQQK5YN54UxJdjR26ND5zZJUiEMhhEFTZ8SrNZRC\/Nzg5v7pdys2YX3HzB9MJTP197VqfYyInHS4qE9DEpmTQsGPSVI9ENY3PYfQmGyEQLL4xUD45oOjALTgQCCQhAEEJs1S2Zo7TZzD4qjutpwmFOCFvu0YFiTgmkPg8ttr78390s79oUTB9ua\/QepUvHQ5Fho2jJia0qwcEBeRhgk\/MEUhMJksp53JGKgX24x0B4C45gODGK5sNdrQisG+pkO7OjtUVuJi6uVsnOA5wcgzQiCQAKlZdmwJDXP7FDXaKtxU4JRXm3YEvSUoBUFW\/dPCVovHjcMBbuE2IqCSTinYFCiioOllIqHbsu6TQmFxcuIpXjDoHUgboXB4ihI+ENSlRsKiYThIwJWxn7hEHsMtEJgXEuEpYkYGMRyYa+f71EvFU7zazuWCyPrCIIAYvW61gP1p45XJR0U96Y4SvKUoKWjt6cQBaVwpgWtF65ZmRa0MyUOOnE7oHAKhXFGQtPCoBauUP\/ggDaM5P\/YWD\/xNSX8IU2c9mciYbgIgZUrngqMexrQLqgYWGo60G8M7OjtqWo7AGQDQRBIqDRNCUpmnksw6ilBKwqGMSXoFQWlcKYFLcTBCXEHQotTKDRhmtAKg9LEOQal8OKgfdKk2GtbZuXvs6tDGsyHkChOEg\/EzX2akEhYCXsAlIiAlWjPNap\/eEjSkBbW9Kt9\/y9r4o6AlqBjoNPP6ErOG2j6cuHOoXivLmifDtzcF84v5QHT1eRyuVzcG4HK9Pb2qqmpST09PZo7N9iLESAZ0hQE\/9TxqlRj5pRgVFccliZeDAZ9gRFJhXMK2sOglL\/giBTsVYgLn9MWmbIUBp1sdvjnNSUQujFhktAeBqXK4qBX+HO7MqXj4+zqmNgO4iCgl4edZwuyHgqJgNWxJsX76ieC38KafmMCoCXIJcJ+YmA504HVxkApHwTDfO3WOTSgtrnzQnv8UoqD4OtaD4xtW6p16uIVcW8CDFJOJyIIJhhBEFJ6omB+2bCMjILWlGCao6AUbhiUpsYlAqHz+02OhHEHwlJTg0GFv5LbYQuDEnEQsMtiJCQAlscKfm5yzROvBZc3mHeoar9wiIkxUApuOpAgmAwEQdgRBDOCIAgpPUFQykfB5XOatbnfvP05jVFQcp8WlMILg5JzWMp6IJSIhKXsGJ\/4\/usfmvxv0lg\/K9Do51dxHJQIhECxNEXC4vhnIQKWDn129lNEWOzP8aaFwOKrBwcZAiViYNSKLyZCEESaEAQzgiAIKX1BUJLRUTCqICiFGwUlf9OCUrhhcNL2uJzDTsp2LHSLhBbTYmE1gdB+MOjG6SCxvXPX5M83z\/vqy2EiEAL+JCUSOgXArMU\/v6HPKfL5YWoIDCMCSqVDoBRfDJSiWSosyZggmPQYKBEEMRlBMCMIgrAQBaMTdRSUoguDUnwTg168QqGTrMXDUsHQLup4uGPfbA0MTf2cDfWzHO8fxIGgSXFQcg6EEpEQcBJnJMzi5F\/Yoc+LiRGwOABKwT5X+wmBUnkx0H414STEQInpwDAQBGFHEMwIgiAsaQqC0sTSYUlEwf3CjoKS+WHQr3IDYhZYL+7LiYdBWO5ySr+OPbunvK81gAMZJ8WBUDI3ElqIhf447Udx4WsWriBDoVv4k9IT\/+IMfV6Kp8DjDIFO8U8K53vZbwiUKouBQYVAKfxfqsY9HegUAyURBJEqBMGMIAjCLk1R0D4lKJkbBaXoziloiToMSpPjYNgXHkE4\/EbSuKYrsx4I7UrFQkvSA1RQMa9tYWsgj1Mtv183N0n\/esbBLRKqc7PnxyU9+vmJfVGHPi9xR0C38CeF+31XTgS0+I2BYUwFSumPgRLTgcgGgmBGEARRLK1R0MQgKMUfBaVww6DkHgeTNDEI\/0qFwyiDYVSR0CkQSmZFwmLVxicTmBLyTFDp1zOLEdFPSN41ba4aZ0\/9udxWk4yfVUkLfsWiDIBesc8S5feJ\/fWZVH4IlLxjYNAhUCIGSkwHIn0IghlBEESxNAVBiShYSpRhUJoaByWpb+bEC23CYPrFHQyJhMCEoMNwFOGk2snQakLy5qFp7o8bUSw0dSlvpZwuBFVJAPQT9pzEGcWL45\/kPwDa+ZkKDDMEStmIgVI6pwMlgiCmIghmBEEQToiC0YszCkrRh0E7KxLuGJ9TeN8Btf6uiId0iesq0W6BgVAIlCeKyVNTJ0O9YqHkPxgmfbrPi1P8Gxge0sIALlZl+rSrU\/yTKguAdl4x0B4BpeBCoBTdVKBkdgyUmA5EOhEEM4IgCDdpjoKSmecUlMwKg1L0cVCSnt0z8aJ22sjkeNI6Z17EWwNTRB0Lo4yEknsotBAMgeSyYmH\/8JDn\/eYM558HkhL82h0iV\/9M9+cqp\/Bnesgrh1v0s1Qb\/+zcQmCYEVCKNgRKxMAoEAThhCCYEQRBuElbEJSSFwWl+MKgZEYcfGlw4oTvgz1bfH0M0TBbol6C7LVcMa5YaCEaAvFo7\/Z\/Zfq2loWO7988UFPR5z5g2kBFH2dxinrF3CJfw6zZju93uzp8kpWKfZYgo58Tp3MFhh0BpehDoGRODJTSu1RYIgjCGUEwIwiC8EIUjFfc04J2ccdBexiUpLkuS6+czlFYLoJiekQ5VRhHKCzmNxw6SUpMLCe8SFKu8YCQtiSvpn+HpInIU83XIAhJ+TomQbn7mlvoC1txSBwoMYVYzC3q2aUt8PmNe8XCjn2lWDFwzt7JP2\/CCIBStOcItLNCoEQMDBsxEG4IghlBEEQpRMH4mRQGJbPioFsYrEYQUTGLkhZSTYmFUnTB0E3cEauYV8Rr9BEv7A6tG6l2czxtGKkL7LHmjPeWvlMJYX0tkxgayw16xeIKfMXKvVhGmpbgSpXHu1Lijnt+dfR1a7xuYl88YFpfaAHQElcIlMyaCpTSvVRYIgjCHUHQQFu2bNF3vvMd3XvvvdqyZYvq6up06KGH6rzzztMnP\/lJzZ5d3otkiSAIf4iCZjBlKXExpxfrUUXCsOMg\/Kk0opoaEU1ahjzp88YcDqvRN83\/c0LYEc9U5cTFIOKhX6YFY79MCXrFKrkarumRL6xoJyUn3FWjo6\/b8f3jdQvVWD9LknTY7LHQPr89AErRR0DJvKlAiRiIbCMIGubee+\/Vhz70IfX09Djefvjhh+vXv\/61Vqwo7xubIAg\/0hgELUm4AnExU8Ogxe3AIOxISBxMnnJCoinxsFQslMI7mPIbDouFHRL9xD5TIl9Hd3jhIkit87z3IT\/xMMpomFVJj3tBhbwsRLtquUU\/i33qrzc3sUY7rBBoQgSUzAyBUvpjoEQQhDeCoEGee+45HX\/88RocHFRjY6OuvPJKnXrqqRoaGtIdd9yhG2+8UZK0atUqPfXUU2ps9H+iD4Ig\/CIKmsf0MGjnddARRij0e85BJIPfcGhCNPQTDKXoDr4qjYh2uYY2z9vbxrur\/hxRaZ2fjHDRsae65a7t0+aVvE\/NQHuip06DUEnQKxZn4Ks26BHyqlMq8tn5WeYbZggsDoBSfBFQMjcEWuxBkBiILCIIGuTUU0\/VQw89pBkzZujhhx\/Wm9\/85km3f+Mb39AVV1whSfryl7+sf\/qnf\/L92ARBlCMLUVBKXhiUkhUHi5U6oKk2GBIHsyON4VAK\/6Ctr2aO5+2H1o+G+vkRvQ3DtZLcL0BRM9Ae5ebExpRpvWrCHlGvcuUEPTdBnM8v6BDoFP+keAOgxfQQKBEDAYkgaIynnnpKxxxzjCTp4osv1ne\/+90p9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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [100]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X<\/span><span class=\"p\">[<\/span><span class=\"n\">X<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Latitude'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[100]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Experience<\/th>\n <th>Income<\/th>\n <th>ZIP Code<\/th>\n <th>Family<\/th>\n <th>CCAvg<\/th>\n <th>Education<\/th>\n <th>Mortgage<\/th>\n <th>Securities Account<\/th>\n <th>CD Account<\/th>\n <th>Online<\/th>\n <th>CreditCard<\/th>\n <th>Latitude<\/th>\n <th>Longitude<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>468<\/th>\n <td>34<\/td>\n <td>10<\/td>\n <td>21<\/td>\n <td>92634<\/td>\n <td>1<\/td>\n <td>6.0<\/td>\n <td>3<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>780<\/th>\n <td>32<\/td>\n <td>7<\/td>\n <td>42<\/td>\n <td>92634<\/td>\n <td>4<\/td>\n <td>9.6<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>1<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>2218<\/th>\n <td>38<\/td>\n <td>13<\/td>\n <td>9<\/td>\n <td>92634<\/td>\n <td>2<\/td>\n <td>3.6<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>3887<\/th>\n <td>24<\/td>\n <td>2<\/td>\n <td>118<\/td>\n <td>92634<\/td>\n <td>2<\/td>\n <td>86.4<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>1<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <tr>\n <th>4392<\/th>\n <td>52<\/td>\n <td>27<\/td>\n <td>81<\/td>\n <td>92634<\/td>\n <td>4<\/td>\n <td>45.6<\/td>\n <td>2<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>0<\/td>\n <td>NaN<\/td>\n <td>NaN<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [134]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">dropna<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">df2<\/span><span class=\"o\">.<\/span><span class=\"n\">reset_index<\/span><span class=\"p\">(<\/span><span class=\"n\">drop<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df2<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">],<\/span> <span class=\"n\">axis<\/span> <span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n\n\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span><span class=\"n\">df2<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">values<\/span><span class=\"o\">.<\/span><span class=\"n\">reshape<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"LogReg\">LogReg<a class=\"anchor-link\" href=\"#LogReg\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [148]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'liblinear'<\/span><span class=\"p\">,<\/span> <span class=\"n\">C<\/span><span class=\"o\">=<\/span><span class=\"mi\">50<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s1\">'f1 score is: '<\/span><span class=\"p\">,<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">f1_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>f1 score is: 0.37762237762237766\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [150]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Replace<\/span><span class=\"p\">(<\/span><span class=\"n\">dataframe<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">dataframe<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df2<\/span><span class=\"o\">.<\/span><span class=\"n\">copy<\/span><span class=\"p\">()<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Education'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Securities Account'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'CD Account'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">dataframe<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Online'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">],<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span> \n <span class=\"k\">return<\/span><span class=\"p\">(<\/span><span class=\"n\">dataframe<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [285]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'liblinear'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s2\">"score"<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [287]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df_r<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Replace<\/span><span class=\"p\">(<\/span><span class=\"n\">df2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_r<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df_r<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [289]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[289]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_c03ec_row1_col2, #T_c03ec_row2_col1, #T_c03ec_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_c03ec\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_c03ec_level0_col0\" class=\"col_heading level0 col0\" >Test_size<\/th>\n <th id=\"T_c03ec_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_c03ec_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_c03ec_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_c03ec_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_c03ec_row0_col1\" class=\"data row0 col1\" >0.892000<\/td>\n <td id=\"T_c03ec_row0_col2\" class=\"data row0 col2\" >0.893472<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_c03ec_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_c03ec_row1_col1\" class=\"data row1 col1\" >0.893333<\/td>\n <td id=\"T_c03ec_row1_col2\" class=\"data row1 col2\" >0.894473<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_c03ec_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_c03ec_row2_col1\" class=\"data row2 col1\" >0.894895<\/td>\n <td id=\"T_c03ec_row2_col2\" class=\"data row2 col2\" >0.892070<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_c03ec_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_c03ec_row3_col1\" class=\"data row3 col1\" >0.884708<\/td>\n <td id=\"T_c03ec_row3_col2\" class=\"data row3 col2\" >0.889668<\/td>\n <\/tr>\n <tr>\n <th id=\"T_c03ec_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_c03ec_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_c03ec_row4_col1\" class=\"data row4 col1\" >0.887258<\/td>\n <td id=\"T_c03ec_row4_col2\" class=\"data row4 col2\" >0.890669<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [214]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"data1"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">4<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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grwkgIahp7ZkWmZiYrI9lu8mgAAIhvhJEQ1PiLV1miAQBgrAgjIfC39bINPAAAY0YYCYFvG\/jZbAMPAMCYEUZCUNtbM8LMCAAAY0cYCVJzu0tN7W5J0qXMjAAAMGaEkSDV9NaLzMhKVarDZvJoAACIf4SRIPVtdsasCAAA4UAYCRI7rwIAEF6EkSARRgAACC\/CSBAMw\/DXjBBGAAAID8JIEBrbXGo53yWrRZo1Oc3s4QAAkBAII0HwLdHMzElTsj3J5NEAAJAYCCNB8O28OieXJRoAAMIlpDCydetWFRUVKTk5WcXFxdq7d++w577zzju6+eabNXnyZGVkZGjRokX68MMPQx6wmXzPpJnDzqsAAIRN0GFk165dWr16tdavX6\/q6motXrxYS5YsUV1d3ZDnf\/zxx7r55ptVUVGhqqoq3XDDDbr99ttVXV095sFH22H2GAEAIOwshmEYwVxwzTXX6Oqrr9a2bdv8x+bNm6c777xT5eXlo\/oel19+uZYuXapHH310VOe3trYqMzNTLS0tysjICGa4YWMYhuZv+FAdbo8q13xbs+mmAQBgRKP9\/A5qZsTtdquqqkqlpaUBx0tLS7Vv375RfQ+v16u2tjZlZWUNe47L5VJra2vAy2xfnzuvDrdH9iSLZubQSQMAQLgEFUaamprk8XiUl5cXcDwvL08NDQ2j+h5PPvmkOjo6dNdddw17Tnl5uTIzM\/2vgoKCYIYZEb56kVk56bInUfcLAEC4hPSparFYAr42DGPQsaG88cYb+ulPf6pdu3YpNzd32PPWrVunlpYW\/+v48eOhDDOsfPUis6kXAQAgrIJ67GxOTo6SkpIGzYI0NjYOmi0ZaNeuXVqxYoXefPNN3XTTTSOe63Q65XQ6gxlaxPn2GJlLrQgAAGEV1MyIw+FQcXGxKisrA45XVlaqpKRk2OveeOMN3XvvvXr99dd12223hTZSk9X4Z0YIIwAAhFNQMyOSVFZWprvvvlsLFizQokWL9OKLL6qurk4rV66U1LPE8vXXX+u1116T1BNEli9frqeeekrf+ta3\/LMqKSkpyszMDOOPEjker6EvGntqRuayxwgAAGEVdBhZunSpmpubtWnTJtXX12v+\/PmqqKhQYWGhJKm+vj5gz5EXXnhB3d3d+tGPfqQf\/ehH\/uP33HOPXn311bH\/BFFw\/EynLnR55bRZNSMr1ezhAACQUILeZ8QMZu8zsvvzBv3v\/1ely6dm6F9XLY76+wMAEI8iss\/IeFXj33mVJRoAAMKNMDIKNb17jNDWCwBA+BFGRoG2XgAAIocwchFdHq+Onu6QxDINAACRQBi5iK+aO+T2eJXqSNK0iSlmDwcAgIRDGLkIf71Ibrqs1otveQ8AAIJDGLkIOmkAAIgswshFEEYAAIgswshF+JZp5rANPAAAEUEYGYGr26NjTb5OGvYYAQAgEggjIzjW1CGP19CEZJumZCSbPRwAABISYWQEhxv66kUsFjppAACIBMLICGp99SIUrwIAEDGEkREc9nfSUC8CAECkEEZGUMszaQAAiDjCyDDOuz366kynJGk2YQQAgIghjAzjyOl2GYaUleZQTrrD7OEAAJCwCCPD8HXSzM5Np5MGAIAIIowMo6axt16EnVcBAIgowsgwanwzI9SLAAAQUYSRYfieSUMnDQAAkUUYGUK7q1tfnzsviT1GAACINMLIEHz7i+ROcGpiKp00AABEEmFkCDWn+p5JAwAAIoswMoQankkDAEDUEEaGUMMzaQAAiBrCyBD8YYQ9RgAAiDjCyAAtnV061eqS1LP7KgAAiCzCyAC+nVenTUzRhGS7yaMBACDxEUYG8D+ThnoRAACigjAyQC1tvQAARBVhZIDDhBEAAKKKMDJArX+PEZZpAACIBsJIP03tLjV3uGWxSJfSSQMAQFQQRvrx7S9SMClVqQ6byaMBAGB8IIz0U9NAvQgAANFGGOmnppF6EQAAoo0w0o+vrXcu28ADABA1hJFehmH0bXiWSxgBACBaCCO9Gttcar3QrSSrRbMmp5k9HAAAxg3CSC\/frEhhdqqS7UkmjwYAgPGDMNLL19Y7l04aAACiijDSyxdGZhNGAACIKsJIr5rebeCZGQEAILrYZlQ9nTR9T+tljxEASCQej0ddXV1mDyMh2e12JSWNvc6SMCLp63Pn1eH2yJ5k0cwcOmkAIBEYhqGGhgadO3fO7KEktIkTJ2rKlCmyWCwhfw\/CiPrqRWblpMuexMoVACQCXxDJzc1VamrqmD4sMZhhGOrs7FRjY6MkKT8\/P+TvRRhRX73IHHZeBYCE4PF4\/EEkOzvb7OEkrJSUFElSY2OjcnNzQ16yYRpA\/R6Ql0u9CAAkAl+NSGpqqskjSXy+ezyWuhzCiKSaxt4wwswIACQUlmYiLxz3eNyHEY\/XUK1vmYa2XgAAom7ch5HjZzrl6vbKabNqRhbTeQCA2PSd73xHq1evNnsYETHuw8jh3k6aS3PTlWRlOg8AEP8++ugjWSyWkNqaf\/7zn6ukpESpqamaOHFi2Mc2lHEfRmp5Jg0AAH5ut1t\/9Vd\/pb\/7u7+L2nuO+zByuLdehGfSAABiRUdHh5YvX6709HTl5+frySefDPjzX\/\/611qwYIEmTJigKVOmaNmyZf79Pr788kvdcMMNkqRJkybJYrHo3nvvlSR98MEHuu666zRx4kRlZ2fru9\/9ro4cORLwvTdu3Kg1a9boz\/7szyL\/g\/Ya92HEPzMyhbZeAEhkhmGo091tysswjKDG+sgjj+h3v\/ud3n33Xe3evVsfffSRqqqq\/H\/udrv1s5\/9TP\/93\/+t9957T8eOHfMHjoKCAr399tuSpMOHD6u+vl5PPfWUpJ6QU1ZWpj\/84Q\/67W9\/K6vVqu9973vyer3huckhCmnTs61bt+rxxx9XfX29Lr\/8cm3ZskWLFy8e9vw9e\/aorKxMn3\/+uaZOnaof\/\/jHWrlyZciDDpcuj1dHTvfOjOQyMwIAiex8l0eXPfqhKe99cNMtSnWM7iO3vb1d27dv12uvvaabb75ZkvRP\/\/RPmj59uv+cH\/zgB\/7fz5o1S08\/\/bQWLlyo9vZ2paenKysrS5KUm5sbUPfx\/e9\/P+C9tm\/frtzcXB08eFDz588P9ccbs6BnRnbt2qXVq1dr\/fr1qq6u1uLFi7VkyRLV1dUNef6xY8d06623avHixaqurtZPfvITrVq1yp\/azPRVc4e6PIZSHUmaNjHF7OEAAKAjR47I7XZr0aJF\/mNZWVmaO3eu\/+vq6mr9xV\/8hQoLCzVhwgR95zvfkaRhP4v7f+9ly5Zp1qxZysjIUFFR0aiui7SgZ0Y2b96sFStW6P7775ckbdmyRR9++KG2bdum8vLyQec\/\/\/zzmjFjhrZs2SJJmjdvnvbv368nnnhiUEKLtsMNffUiVjppACChpdiTdHDTLaa992hdbEmno6NDpaWlKi0t1a9\/\/WtNnjxZdXV1uuWWW+R2u0e89vbbb1dBQYFeeuklTZ06VV6vV\/Pnz7\/odZEWVBhxu92qqqrS2rVrA46XlpZq3759Q17z2WefqbS0NODYLbfcou3bt6urq0t2u33QNS6XSy6Xy\/91a2trMMMcNd8D8tgGHgASn8ViGfVSiZkuvfRS2e12\/f73v9eMGTMkSWfPnlVNTY2uv\/56\/c\/\/\/I+ampr0i1\/8QgUFBZKk\/fv3B3wPh8MhqecZPT7Nzc06dOiQXnjhBX9pxSeffBKNH+miglqmaWpqksfjUV5eXsDxvLw8NTQ0DHlNQ0PDkOd3d3erqalpyGvKy8uVmZnpf\/ludrjV+ItXqRcBAMSG9PR0rVixQo888oh++9vf6k9\/+pPuvfdeWa09H9kzZsyQw+HQM888o6NHj+r999\/Xz372s4DvUVhYKIvFon\/5l3\/R6dOn1d7erkmTJik7O1svvviivvjiC\/37v\/+7ysrKBr1\/XV2dDhw4oLq6Onk8Hh04cEAHDhxQe3t7xH7mkLppBu5DbxjGiHvTD3X+UMd91q1bp5aWFv\/r+PHjoQzzov7iymlacV2RFhZlReT7AwAQiscff1zf\/va3dccdd+imm27Sddddp+LiYknS5MmT9eqrr+rNN9\/UZZddpl\/84hd64oknAq6fNm2aNm7cqLVr1yovL08PPvigrFarfvOb36iqqkrz58\/XmjVr9Pjjjw9670cffVRXXXWVNmzYoPb2dl111VW66qqrBs2+hJPFCKLfyO12KzU1VW+++aa+973v+Y8\/9NBDOnDggPbs2TPomm9\/+9u66qqr\/G1FkvTuu+\/qrrvuUmdn55DLNAO1trYqMzNTLS0tysjIGO1wAQDj1IULF3Ts2DEVFRUpOTnZ7OEktJHu9Wg\/v4OaGXE4HCouLlZlZWXA8crKSpWUlAx5zaJFiwadv3v3bi1YsGBUQQQAACS2oJdpysrK9PLLL2vHjh06dOiQ1qxZo7q6Ov++IevWrdPy5cv9569cuVJfffWVysrKdOjQIe3YsUPbt2\/Xww8\/HL6fAgAAxK2gy4qXLl2q5uZmbdq0SfX19Zo\/f74qKipUWFgoSaqvrw\/oVy4qKlJFRYXWrFmj5557TlOnTtXTTz9telsvAACIDUHVjJiFmhEAQDCoGYmeqNeMAAAAhBthBACQsMx+ANx4EI57HPtb0QEAECSHwyGr1aqTJ09q8uTJcjgcI+6HheAZhiG3263Tp0\/LarX6d30NBWEEAJBwrFarioqKVF9fr5MnT5o9nISWmpqqGTNm+HeIDQVhBACQkBwOh2bMmKHu7u6AZ7QgfJKSkmSz2cY860QYAQAkLIvFIrvdziabMY4CVgAAYCrCCAAAMBVhBAAAmCouakZ8m8S2traaPBIAADBavs\/ti232HhdhpK2tTZJUUFBg8kgAAECw2tralJmZOeyfx8Wzabxer06ePKkJEyaEddOa1tZWFRQU6Pjx4zzzJsK419HBfY4O7nN0cJ+jI5L32TAMtbW1aerUqSPuQxIXMyNWq1XTp0+P2PfPyMjgL3qUcK+jg\/scHdzn6OA+R0ek7vNIMyI+FLACAABTEUYAAICpxnUYcTqd2rBhg5xOp9lDSXjc6+jgPkcH9zk6uM\/REQv3OS4KWAEAQOIa1zMjAADAfIQRAABgKsIIAAAwFWEEAACYKuHDyNatW1VUVKTk5GQVFxdr7969I56\/Z88eFRcXKzk5WbNmzdLzzz8fpZHGt2Du8zvvvKObb75ZkydPVkZGhhYtWqQPP\/wwiqONb8H+nfb59NNPZbPZdOWVV0Z2gAki2Pvscrm0fv16FRYWyul06pJLLtGOHTuiNNr4Fex93rlzp6644gqlpqYqPz9f9913n5qbm6M02vj08ccf6\/bbb9fUqVNlsVj03nvvXfSaqH8WGgnsN7\/5jWG3242XXnrJOHjwoPHQQw8ZaWlpxldffTXk+UePHjVSU1ONhx56yDh48KDx0ksvGXa73XjrrbeiPPL4Eux9fuihh4xf\/vKXxn\/+538aNTU1xrp16wy73W7813\/9V5RHHn+Cvdc+586dM2bNmmWUlpYaV1xxRXQGG8dCuc933HGHcc011xiVlZXGsWPHjP\/4j\/8wPv300yiOOv4Ee5\/37t1rWK1W46mnnjKOHj1q7N2717j88suNO++8M8ojjy8VFRXG+vXrjbffftuQZLz77rsjnm\/GZ2FCh5GFCxcaK1euDDj2jW98w1i7du2Q5\/\/4xz82vvGNbwQce+CBB4xvfetbERtjIgj2Pg\/lsssuMzZu3BjuoSWcUO\/10qVLjX\/8x380NmzYQBgZhWDv87\/9278ZmZmZRnNzczSGlzCCvc+PP\/64MWvWrIBjTz\/9tDF9+vSIjTHRjCaMmPFZmLDLNG63W1VVVSotLQ04Xlpaqn379g15zWeffTbo\/FtuuUX79+9XV1dXxMYaz0K5zwN5vV61tbUpKysrEkNMGKHe61deeUVHjhzRhg0bIj3EhBDKfX7\/\/fe1YMEC\/epXv9K0adM0Z84cPfzwwzp\/\/nw0hhyXQrnPJSUlOnHihCoqKmQYhk6dOqW33npLt912WzSGPG6Y8VkYFw\/KC0VTU5M8Ho\/y8vICjufl5amhoWHIaxoaGoY8v7u7W01NTcrPz4\/YeONVKPd5oCeffFIdHR266667IjHEhBHKva6trdXatWu1d+9e2WwJ+z\/3sArlPh89elSffPKJkpOT9e6776qpqUk\/\/OEPdebMGepGhhHKfS4pKdHOnTu1dOlSXbhwQd3d3brjjjv0zDPPRGPI44YZn4UJOzPiY7FYAr42DGPQsYudP9RxBAr2Pvu88cYb+ulPf6pdu3YpNzc3UsNLKKO91x6PR8uWLdPGjRs1Z86caA0vYQTzd9rr9cpisWjnzp1auHChbr31Vm3evFmvvvoqsyMXEcx9PnjwoFatWqVHH31UVVVV+uCDD3Ts2DGtXLkyGkMdV6L9WZiw\/1TKyclRUlLSoITd2Ng4KPH5TJkyZcjzbTabsrOzIzbWeBbKffbZtWuXVqxYoTfffFM33XRTJIeZEIK9121tbdq\/f7+qq6v14IMPSur50DQMQzabTbt379aNN94YlbHHk1D+Tufn52vatGkBj0qfN2+eDMPQiRMnNHv27IiOOR6Fcp\/Ly8t17bXX6pFHHpEkffOb31RaWpoWL16sxx57jNnrMDHjszBhZ0YcDoeKi4tVWVkZcLyyslIlJSVDXrNo0aJB5+\/evVsLFiyQ3W6P2FjjWSj3WeqZEbn33nv1+uuvs947SsHe64yMDP3xj3\/UgQMH\/K+VK1dq7ty5OnDggK655ppoDT2uhPJ3+tprr9XJkyfV3t7uP1ZTUyOr1arp06dHdLzxKpT73NnZKas18GMrKSlJUt+\/3DF2pnwWRqw0Ngb42sa2b99uHDx40Fi9erWRlpZmfPnll4ZhGMbatWuNu+++23++r51pzZo1xsGDB43t27fT2jsKwd7n119\/3bDZbMZzzz1n1NfX+1\/nzp0z60eIG8He64HophmdYO9zW1ubMX36dOMv\/\/Ivjc8\/\/9zYs2ePMXv2bOP+++8360eIC8He51deecWw2WzG1q1bjSNHjhiffPKJsWDBAmPhwoVm\/Qhxoa2tzaiurjaqq6sNScbmzZuN6upqfwt1LHwWJnQYMQzDeO6554zCwkLD4XAYV199tbFnzx7\/n91zzz3G9ddfH3D+Rx99ZFx11VWGw+EwZs6caWzbti3KI45Pwdzn66+\/3pA06HXPPfdEf+BxKNi\/0\/0RRkYv2Pt86NAh46abbjJSUlKM6dOnG2VlZUZnZ2eURx1\/gr3PTz\/9tHHZZZcZKSkpRn5+vvE3f\/M3xokTJ6I86vjyu9\/9bsT\/z42Fz0KLYTC3BQAAzJOwNSMAACA+EEYAAICpCCMAAMBUhBEAAGAqwggAADAVYQQAAJiKMAIAAExFGAEAAKYijAAAAFMRRgAAgKkIIwAAwFSEEQAAYKr\/DxuyVeZYvKzpAAAAAElFTkSuQmCC\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [220]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">y_pred_proba<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict_proba<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)[::,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_proba<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"data1"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'best'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [226]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">confusion_matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[226]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>array([[1210, 156],\n [ 13, 120]])<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [228]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">solvers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'newton-cg'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'liblinear'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'lbfgs'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'sag'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'saga'<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"newton-cg\">newton-cg<a class=\"anchor-link\" href=\"#newton-cg\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [301]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'newton-cg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s2\">"score"<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [303]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[303]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_64bdc_row1_col1, #T_64bdc_row1_col2, #T_64bdc_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_64bdc\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_64bdc_level0_col0\" class=\"col_heading level0 col0\" >Test_size<\/th>\n <th id=\"T_64bdc_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_64bdc_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_64bdc_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_64bdc_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_64bdc_row0_col1\" class=\"data row0 col1\" >0.892000<\/td>\n <td id=\"T_64bdc_row0_col2\" class=\"data row0 col2\" >0.895675<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_64bdc_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_64bdc_row1_col1\" class=\"data row1 col1\" >0.897333<\/td>\n <td id=\"T_64bdc_row1_col2\" class=\"data row1 col2\" >0.896476<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_64bdc_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_64bdc_row2_col1\" class=\"data row2 col1\" >0.896897<\/td>\n <td id=\"T_64bdc_row2_col2\" class=\"data row2 col2\" >0.895675<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_64bdc_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_64bdc_row3_col1\" class=\"data row3 col1\" >0.886309<\/td>\n <td id=\"T_64bdc_row3_col2\" class=\"data row3 col2\" >0.891670<\/td>\n <\/tr>\n <tr>\n <th id=\"T_64bdc_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_64bdc_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_64bdc_row4_col1\" class=\"data row4 col1\" >0.891261<\/td>\n <td id=\"T_64bdc_row4_col2\" class=\"data row4 col2\" >0.893272<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"lbfgs\">lbfgs<a class=\"anchor-link\" href=\"#lbfgs\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [305]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'lbfgs'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s2\">"score"<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [307]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[307]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_f6246_row1_col1, #T_f6246_row1_col2, #T_f6246_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_f6246\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_f6246_level0_col0\" class=\"col_heading level0 col0\" >Test_size<\/th>\n <th id=\"T_f6246_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_f6246_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_f6246_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_f6246_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_f6246_row0_col1\" class=\"data row0 col1\" >0.850000<\/td>\n <td id=\"T_f6246_row0_col2\" class=\"data row0 col2\" >0.856628<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_f6246_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_f6246_row1_col1\" class=\"data row1 col1\" >0.890667<\/td>\n <td id=\"T_f6246_row1_col2\" class=\"data row1 col2\" >0.890268<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_f6246_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_f6246_row2_col1\" class=\"data row2 col1\" >0.879880<\/td>\n <td id=\"T_f6246_row2_col2\" class=\"data row2 col2\" >0.879856<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_f6246_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_f6246_row3_col1\" class=\"data row3 col1\" >0.881505<\/td>\n <td id=\"T_f6246_row3_col2\" class=\"data row3 col2\" >0.887665<\/td>\n <\/tr>\n <tr>\n <th id=\"T_f6246_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_f6246_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_f6246_row4_col1\" class=\"data row4 col1\" >0.859239<\/td>\n <td id=\"T_f6246_row4_col2\" class=\"data row4 col2\" >0.859632<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"sag\">sag<a class=\"anchor-link\" href=\"#sag\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [313]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'sag'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_Size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s1\">'score'<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [315]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[315]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_2c837_row0_col1, #T_2c837_row0_col2, #T_2c837_row4_col0, #T_2c837_row4_col2 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_2c837\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_2c837_level0_col0\" class=\"col_heading level0 col0\" >Test_Size<\/th>\n <th id=\"T_2c837_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_2c837_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_2c837_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_2c837_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_2c837_row0_col1\" class=\"data row0 col1\" >0.912000<\/td>\n <td id=\"T_2c837_row0_col2\" class=\"data row0 col2\" >0.903885<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_2c837_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_2c837_row1_col1\" class=\"data row1 col1\" >0.421333<\/td>\n <td id=\"T_2c837_row1_col2\" class=\"data row1 col2\" >0.417901<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_2c837_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_2c837_row2_col1\" class=\"data row2 col1\" >0.907908<\/td>\n <td id=\"T_2c837_row2_col2\" class=\"data row2 col2\" >0.903484<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_2c837_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_2c837_row3_col1\" class=\"data row3 col1\" >0.800641<\/td>\n <td id=\"T_2c837_row3_col2\" class=\"data row3 col2\" >0.810773<\/td>\n <\/tr>\n <tr>\n <th id=\"T_2c837_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_2c837_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_2c837_row4_col1\" class=\"data row4 col1\" >0.911274<\/td>\n <td id=\"T_2c837_row4_col2\" class=\"data row4 col2\" >0.903885<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"saga\">saga<a class=\"anchor-link\" href=\"#saga\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [317]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">Testsize<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Testsize<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'saga'<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_weight<\/span><span class=\"o\">=<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n <span class=\"nb\">dict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'Test_Size'<\/span><span class=\"p\">:<\/span> <span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'acc'<\/span><span class=\"p\">:<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"s1\">'score'<\/span><span class=\"p\">:<\/span><span class=\"n\">logreg<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">)}<\/span>\n <span class=\"n\">dict_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span>\n <span class=\"n\">df_evaluation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">concat<\/span><span class=\"p\">([<\/span><span class=\"n\">df_evaluation<\/span><span class=\"p\">,<\/span> <span class=\"n\">dict_df<\/span><span class=\"p\">],<\/span> <span class=\"n\">ignore_index<\/span> <span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">highlight_max<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"p\">):<\/span>\n <span class=\"n\">is_max<\/span> <span class=\"o\">=<\/span> <span class=\"n\">s<\/span> <span class=\"o\">==<\/span> <span class=\"n\">s<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">()<\/span>\n <span class=\"k\">return<\/span> <span class=\"p\">[<\/span><span class=\"s1\">'background-color: yellow'<\/span> <span class=\"k\">if<\/span> <span class=\"n\">v<\/span> <span class=\"k\">else<\/span> <span class=\"s1\">''<\/span> <span class=\"k\">for<\/span> <span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">is_max<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [319]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">df_evaluation<\/span><span class=\"o\">=<\/span> <span class=\"n\">Logreg<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mf\">.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.15<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">.3<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">df_evaluation<\/span><span class=\"o\">.<\/span><span class=\"n\">style<\/span><span class=\"o\">.<\/span><span class=\"n\">apply<\/span><span class=\"p\">(<\/span><span class=\"n\">highlight_max<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[319]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style type=\"text\/css\">\n#T_e6fc2_row3_col1, #T_e6fc2_row3_col2, #T_e6fc2_row4_col0 {\n background-color: yellow;\n}\n<\/style>\n<table id=\"T_e6fc2\">\n <thead>\n <tr>\n <th class=\"blank level0\" > <\/th>\n <th id=\"T_e6fc2_level0_col0\" class=\"col_heading level0 col0\" >Test_Size<\/th>\n <th id=\"T_e6fc2_level0_col1\" class=\"col_heading level0 col1\" >acc<\/th>\n <th id=\"T_e6fc2_level0_col2\" class=\"col_heading level0 col2\" >score<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th id=\"T_e6fc2_level0_row0\" class=\"row_heading level0 row0\" >0<\/th>\n <td id=\"T_e6fc2_row0_col0\" class=\"data row0 col0\" >0.100000<\/td>\n <td id=\"T_e6fc2_row0_col1\" class=\"data row0 col1\" >0.742000<\/td>\n <td id=\"T_e6fc2_row0_col2\" class=\"data row0 col2\" >0.751902<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row1\" class=\"row_heading level0 row1\" >1<\/th>\n <td id=\"T_e6fc2_row1_col0\" class=\"data row1 col0\" >0.150000<\/td>\n <td id=\"T_e6fc2_row1_col1\" class=\"data row1 col1\" >0.864000<\/td>\n <td id=\"T_e6fc2_row1_col2\" class=\"data row1 col2\" >0.853624<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row2\" class=\"row_heading level0 row2\" >2<\/th>\n <td id=\"T_e6fc2_row2_col0\" class=\"data row2 col0\" >0.200000<\/td>\n <td id=\"T_e6fc2_row2_col1\" class=\"data row2 col1\" >0.832833<\/td>\n <td id=\"T_e6fc2_row2_col2\" class=\"data row2 col2\" >0.828594<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row3\" class=\"row_heading level0 row3\" >3<\/th>\n <td id=\"T_e6fc2_row3_col0\" class=\"data row3 col0\" >0.250000<\/td>\n <td id=\"T_e6fc2_row3_col1\" class=\"data row3 col1\" >0.909528<\/td>\n <td id=\"T_e6fc2_row3_col2\" class=\"data row3 col2\" >0.904686<\/td>\n <\/tr>\n <tr>\n <th id=\"T_e6fc2_level0_row4\" class=\"row_heading level0 row4\" >4<\/th>\n <td id=\"T_e6fc2_row4_col0\" class=\"data row4 col0\" >0.300000<\/td>\n <td id=\"T_e6fc2_row4_col1\" class=\"data row4 col1\" >0.903269<\/td>\n <td id=\"T_e6fc2_row4_col2\" class=\"data row4 col2\" >0.893072<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"GridSearch\">GridSearch<a class=\"anchor-link\" href=\"#GridSearch\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [322]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">KFold<\/span>\n<span class=\"n\">logreg2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'newton-cg'<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_iter<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5000<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_jobs<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">params<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s1\">'penalty'<\/span><span class=\"p\">:[<\/span><span class=\"s1\">'12'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'none'<\/span><span class=\"p\">],<\/span> <span class=\"s1\">'C'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">20<\/span><span class=\"p\">,<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span> <span class=\"mi\">100<\/span><span class=\"p\">,<\/span> <span class=\"mi\">200<\/span><span class=\"p\">],<\/span>\n <span class=\"s1\">'class_weight'<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"kc\">None<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'balanced'<\/span><span class=\"p\">],<\/span> <span class=\"s1\">'warm_start'<\/span><span class=\"p\">:[<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span> <span class=\"kc\">True<\/span><span class=\"p\">]}<\/span>\n<span class=\"n\">kfold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KFold<\/span><span class=\"p\">(<\/span><span class=\"n\">n_splits<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"n\">shuffle<\/span> <span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">gridsearch<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GridSearchCV<\/span><span class=\"p\">(<\/span><span class=\"n\">logreg2<\/span><span class=\"p\">,<\/span> <span class=\"n\">param_grid<\/span><span class=\"o\">=<\/span><span class=\"n\">params<\/span><span class=\"p\">,<\/span> <span class=\"n\">scoring<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'f1'<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_jobs<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">cv<\/span> <span class=\"o\">=<\/span><span class=\"n\">kfold<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [ ]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">warnings<\/span>\n\n<span class=\"n\">warnings<\/span><span class=\"o\">.<\/span><span class=\"n\">filterwarnings<\/span><span class=\"p\">(<\/span><span class=\"s1\">'ignore'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">warnings<\/span><span class=\"o\">.<\/span><span class=\"n\">simplefilter<\/span><span class=\"p\">(<\/span><span class=\"n\">action<\/span><span class=\"o\">=<\/span><span class=\"s1\">'ignore'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">gridsearch<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [341]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch<\/span><span class=\"o\">.<\/span><span class=\"n\">best_params_<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch<\/span><span class=\"o\">.<\/span><span class=\"n\">best_score_<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>{'C': 0.1, 'class_weight': None, 'penalty': 'none', 'warm_start': False}\n0.7184085514452588\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"KNN\">KNN<a class=\"anchor-link\" href=\"#KNN\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [397]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">training_acc<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">test_acc<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">neighbors_setting<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">30<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">n_neighbors<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">neighbors_setting<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">knn_model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KNeighborsClassifier<\/span><span class=\"p\">(<\/span><span class=\"n\">n_neighbors<\/span> <span class=\"o\">=<\/span> <span class=\"n\">n_neighbors<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n <span class=\"n\">training_acc<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">))<\/span>\n <span class=\"n\">test_acc<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">score<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">neighbors_setting<\/span><span class=\"p\">,<\/span> <span class=\"n\">training_acc<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"Accuracy of the training set"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">neighbors_setting<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_acc<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">"Accuracy of the test set"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Accuracy'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Number of Neighbors'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[397]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><matplotlib.legend.Legend at 0x7f88d6b1d310><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [399]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">(<\/span><span class=\"n\">training_acc<\/span><span class=\"p\">))<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">max<\/span><span class=\"p\">(<\/span><span class=\"n\">test_acc<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>1.0\n0.914609739826551\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [401]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">knn_model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KNeighborsClassifier<\/span><span class=\"p\">(<\/span><span class=\"mi\">9<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">knn_model<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s2\">"Accuracy for knn: "<\/span><span class=\"p\">,<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>Accuracy for knn: 0.9092728485657104\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [403]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">confusion_matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[403]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>array([[1338, 28],\n [ 108, 25]])<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>This con_matrix is for LogRes<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [406]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">GridSearchCV<\/span>\n\n<span class=\"n\">parameters<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s2\">"n_neighbors"<\/span><span class=\"p\">:<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">30<\/span><span class=\"p\">)<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">gridsearch2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GridSearchCV<\/span><span class=\"p\">(<\/span><span class=\"n\">estimator<\/span> <span class=\"o\">=<\/span> <span class=\"n\">knn_model<\/span><span class=\"p\">,<\/span> \n <span class=\"n\">param_grid<\/span> <span class=\"o\">=<\/span> <span class=\"n\">parameters<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">scoring<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'f1'<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">cv<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">verbose<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span>\n <span class=\"n\">n_jobs<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">best_params_<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>Fitting 5 folds for each of 29 candidates, totalling 145 fits\n<\/pre>\n<\/div>\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[406]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>{'n_neighbors': 1}<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [407]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">best_params_<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">gridsearch2<\/span><span class=\"o\">.<\/span><span class=\"n\">best_score_<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>{'n_neighbors': 1}\n0.3653787148242307\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>GridSearch for logres<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"Naive-Bayes\">Naive Bayes<a class=\"anchor-link\" href=\"#Naive-Bayes\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Complement<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [411]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Place'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Longitude'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Latitude'<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ComplementNB<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">clf<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"o\">.<\/span><span class=\"n\">ravel<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Accuracy is'<\/span><span class=\"p\">,<\/span> <span class=\"n\">metrics<\/span><span class=\"o\">.<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred<\/span><span class=\"p\">))<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"application\/vnd.jupyter.stderr\">\n<pre>\n<span class=\"ansi-red-fg\">---------------------------------------------------------------------------<\/span>\n<span class=\"ansi-red-fg\">ValueError<\/span> Traceback (most recent call last)\nCell <span class=\"ansi-green-fg\">In[411], line 3<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 1<\/span> x <span style=\"color: rgb(98,98,98)\">=<\/span> df<span style=\"color: rgb(98,98,98)\">.<\/span>drop(columns<span style=\"color: rgb(98,98,98)\">=<\/span>[<span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Personal Loan<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>, <span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Place<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>, <span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Longitude<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>, <span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Latitude<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>])\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2<\/span> y<span style=\"color: rgb(98,98,98)\">=<\/span>df[<span style=\"color: rgb(175,0,0)\">'<\/span><span style=\"color: rgb(175,0,0)\">Personal Loan<\/span><span style=\"color: rgb(175,0,0)\">'<\/span>]\n<span class=\"ansi-green-fg\">----> 3<\/span> X_train, X_test, y_train, y_test <span style=\"color: rgb(98,98,98)\">=<\/span> train_test_split(X, y, test_size <span style=\"color: rgb(98,98,98)\">=<\/span> <span style=\"color: rgb(98,98,98)\">0.2<\/span>, random_state <span style=\"color: rgb(98,98,98)\">=<\/span> <span style=\"color: rgb(98,98,98)\">0<\/span>)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 4<\/span> clf <span style=\"color: rgb(98,98,98)\">=<\/span> ComplementNB()\n<span class=\"ansi-green-intense-fg ansi-bold\"> 5<\/span> clf<span style=\"color: rgb(98,98,98)\">.<\/span>fit(X_train, y_train<span style=\"color: rgb(98,98,98)\">.<\/span>ravel())\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/utils\/_param_validation.py:211<\/span>, in <span class=\"ansi-cyan-fg\">validate_params.<locals>.decorator.<locals>.wrapper<\/span><span class=\"ansi-blue-fg\">(*args, **kwargs)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 205<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">try<\/span>:\n<span class=\"ansi-green-intense-fg ansi-bold\"> 206<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">with<\/span> config_context(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 207<\/span> skip_parameter_validation<span style=\"color: rgb(98,98,98)\">=<\/span>(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 208<\/span> prefer_skip_nested_validation <span class=\"ansi-bold\" style=\"color: rgb(175,0,255)\">or<\/span> global_skip_validation\n<span class=\"ansi-green-intense-fg ansi-bold\"> 209<\/span> )\n<span class=\"ansi-green-intense-fg ansi-bold\"> 210<\/span> ):\n<span class=\"ansi-green-fg\">--> 211<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">return<\/span> func(<span style=\"color: rgb(98,98,98)\">*<\/span>args, <span style=\"color: rgb(98,98,98)\">*<\/span><span style=\"color: rgb(98,98,98)\">*<\/span>kwargs)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 212<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">except<\/span> InvalidParameterError <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">as<\/span> e:\n<span class=\"ansi-green-intense-fg ansi-bold\"> 213<\/span> <span style=\"color: rgb(95,135,135)\"># When the function is just a wrapper around an estimator, we allow<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 214<\/span> <span style=\"color: rgb(95,135,135)\"># the function to delegate validation to the estimator, but we replace<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 215<\/span> <span style=\"color: rgb(95,135,135)\"># the name of the estimator by the name of the function in the error<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 216<\/span> <span style=\"color: rgb(95,135,135)\"># message to avoid confusion.<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 217<\/span> msg <span style=\"color: rgb(98,98,98)\">=<\/span> re<span style=\"color: rgb(98,98,98)\">.<\/span>sub(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 218<\/span> <span style=\"color: rgb(175,0,0)\">r<\/span><span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">parameter of <\/span><span style=\"color: rgb(175,0,0)\">\\<\/span><span style=\"color: rgb(175,0,0)\">w+ must be<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>,\n<span class=\"ansi-green-intense-fg ansi-bold\"> 219<\/span> <span style=\"color: rgb(175,0,0)\">f<\/span><span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">parameter of <\/span><span class=\"ansi-bold\" style=\"color: rgb(175,95,135)\">{<\/span>func<span style=\"color: rgb(98,98,98)\">.<\/span><span style=\"color: rgb(0,0,135)\">__qualname__<\/span><span class=\"ansi-bold\" style=\"color: rgb(175,95,135)\">}<\/span><span style=\"color: rgb(175,0,0)\"> must be<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>,\n<span class=\"ansi-green-intense-fg ansi-bold\"> 220<\/span> <span style=\"color: rgb(0,135,0)\">str<\/span>(e),\n<span class=\"ansi-green-intense-fg ansi-bold\"> 221<\/span> )\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/model_selection\/_split.py:2614<\/span>, in <span class=\"ansi-cyan-fg\">train_test_split<\/span><span class=\"ansi-blue-fg\">(test_size, train_size, random_state, shuffle, stratify, *arrays)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2611<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">if<\/span> n_arrays <span style=\"color: rgb(98,98,98)\">==<\/span> <span style=\"color: rgb(98,98,98)\">0<\/span>:\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2612<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">raise<\/span> <span class=\"ansi-bold\" style=\"color: rgb(215,95,95)\">ValueError<\/span>(<span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">At least one array required as input<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>)\n<span class=\"ansi-green-fg\">-> 2614<\/span> arrays <span style=\"color: rgb(98,98,98)\">=<\/span> indexable(<span style=\"color: rgb(98,98,98)\">*<\/span>arrays)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2616<\/span> n_samples <span style=\"color: rgb(98,98,98)\">=<\/span> _num_samples(arrays[<span style=\"color: rgb(98,98,98)\">0<\/span>])\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2617<\/span> n_train, n_test <span style=\"color: rgb(98,98,98)\">=<\/span> _validate_shuffle_split(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2618<\/span> n_samples, test_size, train_size, default_test_size<span style=\"color: rgb(98,98,98)\">=<\/span><span style=\"color: rgb(98,98,98)\">0.25<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 2619<\/span> )\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/utils\/validation.py:455<\/span>, in <span class=\"ansi-cyan-fg\">indexable<\/span><span class=\"ansi-blue-fg\">(*iterables)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 436<\/span> <span style=\"color: rgb(175,0,0)\">"""Make arrays indexable for cross-validation.<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 437<\/span> \n<span class=\"ansi-green-intense-fg ansi-bold\"> 438<\/span> <span style=\"color: rgb(175,0,0)\">Checks consistent length, passes through None, and ensures that everything<\/span>\n<span class=\"ansi-green-fg\"> (...)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 451<\/span> <span style=\"color: rgb(175,0,0)\"> sparse matrix, or dataframe) or `None`.<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 452<\/span> <span style=\"color: rgb(175,0,0)\">"""<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 454<\/span> result <span style=\"color: rgb(98,98,98)\">=<\/span> [_make_indexable(X) <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">for<\/span> X <span class=\"ansi-bold\" style=\"color: rgb(175,0,255)\">in<\/span> iterables]\n<span class=\"ansi-green-fg\">--> 455<\/span> check_consistent_length(<span style=\"color: rgb(98,98,98)\">*<\/span>result)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 456<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">return<\/span> result\n\nFile <span class=\"ansi-green-fg\">\/opt\/conda\/envs\/anaconda-panel-2023.05-py310\/lib\/python3.11\/site-packages\/sklearn\/utils\/validation.py:409<\/span>, in <span class=\"ansi-cyan-fg\">check_consistent_length<\/span><span class=\"ansi-blue-fg\">(*arrays)<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 407<\/span> uniques <span style=\"color: rgb(98,98,98)\">=<\/span> np<span style=\"color: rgb(98,98,98)\">.<\/span>unique(lengths)\n<span class=\"ansi-green-intense-fg ansi-bold\"> 408<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">if<\/span> <span style=\"color: rgb(0,135,0)\">len<\/span>(uniques) <span style=\"color: rgb(98,98,98)\">><\/span> <span style=\"color: rgb(98,98,98)\">1<\/span>:\n<span class=\"ansi-green-fg\">--> 409<\/span> <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">raise<\/span> <span class=\"ansi-bold\" style=\"color: rgb(215,95,95)\">ValueError<\/span>(\n<span class=\"ansi-green-intense-fg ansi-bold\"> 410<\/span> <span style=\"color: rgb(175,0,0)\">"<\/span><span style=\"color: rgb(175,0,0)\">Found input variables with inconsistent numbers of samples: <\/span><span class=\"ansi-bold\" style=\"color: rgb(175,95,135)\">%r<\/span><span style=\"color: rgb(175,0,0)\">"<\/span>\n<span class=\"ansi-green-intense-fg ansi-bold\"> 411<\/span> <span style=\"color: rgb(98,98,98)\">%<\/span> [<span style=\"color: rgb(0,135,0)\">int<\/span>(l) <span class=\"ansi-bold\" style=\"color: rgb(0,135,0)\">for<\/span> l <span class=\"ansi-bold\" style=\"color: rgb(175,0,255)\">in<\/span> lengths]\n<span class=\"ansi-green-intense-fg ansi-bold\"> 412<\/span> )\n\n<span class=\"ansi-red-fg\">ValueError<\/span>: Found input variables with inconsistent numbers of samples: [4994, 4999]<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Naive Bayes alg. is not suitable for this dataset<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [392]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Personal Loan'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[392]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Personal Loan\n0 4519\n1 480\nName: count, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [394]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"mi\">4519<\/span><span class=\"o\">\/<\/span><span class=\"mi\">480<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[394]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>9.414583333333333<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>Imbalanced distribution (1:9.41)<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/body>\n\n\n\n\n\n\n\n<\/html>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p> Farhad Piri\u00b6 Crucial Data preprocessings before any algorithms\u00b6 In\u00a0[1]: #!pip install zipcodes In\u00a0[2]: #!pip install basemap In\u00a0[3]: import numpy as np import pandas as pd import matplotlib.pyplot as plt import seaborn as sns import zipcodes as zcode from sklearn.model_selection import train_test_split , GridSearchCV from sklearn import metrics from sklearn.linear_model import LogisticRegression, LinearRegression from sklearn.metrics import classification_report, confusion_matrix from sklearn.neighbors import KNeighborsClassifier from sklearn.naive_bayes import ComplementNB from warnings import filterwarnings filterwarnings(“ignore”) In\u00a0[4]: Data = pd.read_csv(‘Bank_Personal_Loan_Modelling.csv’) df = pd.DataFrame(Data) df Out[4]: ID Age Experience Income ZIP Code Family CCAvg Education Mortgage Personal Loan Securities Account CD Account Online CreditCard 0 1\u2026<\/p>\n","protected":false},"author":1,"featured_media":756,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-751","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"blocksy_meta":"","_links":{"self":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts\/751","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/comments?post=751"}],"version-history":[{"count":5,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts\/751\/revisions"}],"predecessor-version":[{"id":757,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/posts\/751\/revisions\/757"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/media\/756"}],"wp:attachment":[{"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/media?parent=751"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/categories?post=751"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codewithpiri.com\/index.php\/wp-json\/wp\/v2\/tags?post=751"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}