{"id":3824,"date":"2023-09-12T14:19:45","date_gmt":"2023-09-12T05:19:45","guid":{"rendered":"https:\/\/julialang.kr\/?p=3824"},"modified":"2023-09-12T14:21:01","modified_gmt":"2023-09-12T05:21:01","slug":"julia-turing-tutorial-bayesian-logistic-regression","status":"publish","type":"post","link":"https:\/\/julialang.kr\/?p=3824","title":{"rendered":"[Julia, Turing] Tutorial \u2013 Bayesian Logistic Regression"},"content":{"rendered":"\n<!DOCTYPE html>\n<html>\n<head><meta charset=\"utf-8\" \/>\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n<title>tutorial_bayesian_logistic_regression_01<\/title><script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/require.js\/2.1.10\/require.min.js\"><\/script>\n<style type=\"text\/css\">\n    pre { line-height: 125%; }\ntd.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }\nspan.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; 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*\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {\n  top: 50%;\n  min-height: 8px;\n  transform: translateY(-50%);\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\/* <DEPRECATED> *\/\n.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\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='horizontal'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] {\n  flex-direction: row;\n  align-items: flex-end;\n}\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='vertical'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] {\n  flex-direction: column;\n  align-items: flex-end;\n}\n\/* <DEPRECATED> *\/\n.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\/* <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\/* <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\/* <DEPRECATED> *\/\n.p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab {\n  display: flex;\n  flex-direction: row;\n  box-sizing: border-box;\n  overflow: hidden;\n  touch-action: none; \/* Disable native Drag\/Drop *\/\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\/* <DEPRECATED> *\/\n.p-TabBar-tabLabel, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tabLabel {\n  flex: 1 1 auto;\n  overflow: hidden;\n  white-space: nowrap;\n}\n.lm-TabBar-tabInput {\n  user-select: all;\n  width: 100%;\n  box-sizing: border-box;\n}\n\/* <DEPRECATED> *\/\n.p-TabBar-tab.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab.lm-mod-hidden {\n  display: none !important;\n}\n.lm-TabBar-addButton.lm-mod-hidden {\n  display: none !important;\n}\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {\n  position: relative;\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\/* <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\/* <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.lm-TabBar-tabLabel .lm-TabBar-tabInput {\n  user-select: all;\n  width: 100%;\n  box-sizing: border-box;\n  background: inherit;\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\/* <DEPRECATED> *\/\n.p-TabPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-tabBar {\n  z-index: 1;\n}\n\/* <DEPRECATED> *\/\n.p-TabPanel-stackedPanel, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-stackedPanel {\n  z-index: 0;\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@charset \"UTF-8\";\nhtml{\n  -webkit-box-sizing:border-box;\n          box-sizing:border-box; }\n*,\n*::before,\n*::after{\n  -webkit-box-sizing:inherit;\n          box-sizing:inherit; }\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; }\np{\n  margin-bottom:10px;\n  margin-top:0; }\nsmall{\n  font-size:12px; }\nstrong{\n  font-weight:600; }\n::-moz-selection{\n  background:rgba(125, 188, 255, 0.6); }\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; }\nh1.bp3-heading, .bp3-running-text h1{\n  font-size:36px;\n  line-height:40px; }\nh2.bp3-heading, .bp3-running-text h2{\n  font-size:28px;\n  line-height:32px; }\nh3.bp3-heading, .bp3-running-text h3{\n  font-size:22px;\n  line-height:25px; }\nh4.bp3-heading, .bp3-running-text h4{\n  font-size:18px;\n  line-height:21px; }\nh5.bp3-heading, .bp3-running-text h5{\n  font-size:16px;\n  line-height:19px; }\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.bp3-monospace-text{\n  font-family:monospace;\n  text-transform:none; }\n.bp3-text-muted{\n  color:#5c7080; }\n  .bp3-dark .bp3-text-muted{\n    color:#a7b6c2; }\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.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.bp3-text-large{\n  font-size:16px; }\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.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.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.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.bp3-dark{\n  color:#f5f8fa; }\n:focus{\n  outline:rgba(19, 124, 189, 0.6) auto 2px;\n  outline-offset:2px;\n  -moz-outline-radius:6px; }\n.bp3-focus-disabled :focus{\n  outline:none !important; }\n  .bp3-focus-disabled :focus ~ .bp3-control-indicator{\n    outline:none !important; }\n.bp3-alert{\n  max-width:400px;\n  padding:20px; }\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.bp3-alert-contents{\n  word-break:break-word; }\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.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.bp3-breadcrumb,\n.bp3-breadcrumbs-collapsed{\n  color:#5c7080; }\n.bp3-breadcrumb:hover{\n  text-decoration:none; }\n.bp3-breadcrumb.bp3-disabled{\n  color:rgba(92, 112, 128, 0.6);\n  cursor:not-allowed; }\n.bp3-breadcrumb .bp3-icon{\n  margin-right:5px; }\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.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.bp3-dark .bp3-breadcrumb,\n.bp3-dark .bp3-breadcrumbs-collapsed{\n  color:#a7b6c2; }\n.bp3-dark .bp3-breadcrumbs > li::after{\n  color:#a7b6c2; }\n.bp3-dark .bp3-breadcrumb.bp3-disabled{\n  color:rgba(167, 182, 194, 0.6); }\n.bp3-dark .bp3-breadcrumb-current{\n  color:#f5f8fa; }\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); }\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.bp3-button-text{\n  -webkit-box-flex:0;\n      -ms-flex:0 1 auto;\n          flex:0 1 auto; }\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.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.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.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.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.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.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.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.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.bp3-context-menu .bp3-popover-target{\n  display:block; }\n.bp3-context-menu-popover-target{\n  position:fixed; }\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.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.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.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.bp3-dialog-footer{\n  -webkit-box-flex:0;\n      -ms-flex:0 0 auto;\n          flex:0 0 auto;\n  margin:0 20px; }\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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{\n  border-radius:3px 0 0 0; }\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{\n  border-radius:0 0 0 3px; }\n.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{\n  width:40px; }\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.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.bp3-html-select.bp3-large select,\n.bp3-select.bp3-large select{\n  font-size:16px;\n  height:40px;\n  padding-right:35px; }\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.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.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.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); }\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; }\ntable.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n  background:rgba(191, 204, 214, 0.15); }\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); }\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); }\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); }\ntable.bp3-html-table.bp3-interactive tbody tr:hover td{\n  background-color:rgba(191, 204, 214, 0.3);\n  cursor:pointer; }\ntable.bp3-html-table.bp3-interactive tbody tr:active td{\n  background-color:rgba(191, 204, 214, 0.4); }\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.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.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.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.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.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.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.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.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; }\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; }\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; }\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.bp3-icon-add::before{\n  content:\"\ue63e\"; }\n.bp3-icon-add-column-left::before{\n  content:\"\ue6f9\"; }\n.bp3-icon-add-column-right::before{\n  content:\"\ue6fa\"; }\n.bp3-icon-add-row-bottom::before{\n  content:\"\ue6f8\"; }\n.bp3-icon-add-row-top::before{\n  content:\"\ue6f7\"; }\n.bp3-icon-add-to-artifact::before{\n  content:\"\ue67c\"; }\n.bp3-icon-add-to-folder::before{\n  content:\"\ue6d2\"; }\n.bp3-icon-airplane::before{\n  content:\"\ue74b\"; }\n.bp3-icon-align-center::before{\n  content:\"\ue603\"; }\n.bp3-icon-align-justify::before{\n  content:\"\ue605\"; }\n.bp3-icon-align-left::before{\n  content:\"\ue602\"; }\n.bp3-icon-align-right::before{\n  content:\"\ue604\"; }\n.bp3-icon-alignment-bottom::before{\n  content:\"\ue727\"; }\n.bp3-icon-alignment-horizontal-center::before{\n  content:\"\ue726\"; }\n.bp3-icon-alignment-left::before{\n  content:\"\ue722\"; }\n.bp3-icon-alignment-right::before{\n  content:\"\ue724\"; }\n.bp3-icon-alignment-top::before{\n  content:\"\ue725\"; }\n.bp3-icon-alignment-vertical-center::before{\n  content:\"\ue723\"; }\n.bp3-icon-annotation::before{\n  content:\"\ue6f0\"; }\n.bp3-icon-application::before{\n  content:\"\ue735\"; }\n.bp3-icon-applications::before{\n  content:\"\ue621\"; }\n.bp3-icon-archive::before{\n  content:\"\ue907\"; }\n.bp3-icon-arrow-bottom-left::before{\n  content:\"\u2199\"; }\n.bp3-icon-arrow-bottom-right::before{\n  content:\"\u2198\"; }\n.bp3-icon-arrow-down::before{\n  content:\"\u2193\"; }\n.bp3-icon-arrow-left::before{\n  content:\"\u2190\"; }\n.bp3-icon-arrow-right::before{\n  content:\"\u2192\"; }\n.bp3-icon-arrow-top-left::before{\n  content:\"\u2196\"; }\n.bp3-icon-arrow-top-right::before{\n  content:\"\u2197\"; }\n.bp3-icon-arrow-up::before{\n  content:\"\u2191\"; }\n.bp3-icon-arrows-horizontal::before{\n  content:\"\u2194\"; }\n.bp3-icon-arrows-vertical::before{\n  content:\"\u2195\"; }\n.bp3-icon-asterisk::before{\n  content:\"*\"; }\n.bp3-icon-automatic-updates::before{\n  content:\"\ue65f\"; }\n.bp3-icon-badge::before{\n  content:\"\ue6e3\"; }\n.bp3-icon-ban-circle::before{\n  content:\"\ue69d\"; }\n.bp3-icon-bank-account::before{\n  content:\"\ue76f\"; }\n.bp3-icon-barcode::before{\n  content:\"\ue676\"; }\n.bp3-icon-blank::before{\n  content:\"\ue900\"; }\n.bp3-icon-blocked-person::before{\n  content:\"\ue768\"; }\n.bp3-icon-bold::before{\n  content:\"\ue606\"; }\n.bp3-icon-book::before{\n  content:\"\ue6b8\"; }\n.bp3-icon-bookmark::before{\n  content:\"\ue61a\"; }\n.bp3-icon-box::before{\n  content:\"\ue6bf\"; }\n.bp3-icon-briefcase::before{\n  content:\"\ue674\"; }\n.bp3-icon-bring-data::before{\n  content:\"\ue90a\"; }\n.bp3-icon-build::before{\n  content:\"\ue72d\"; }\n.bp3-icon-calculator::before{\n  content:\"\ue70b\"; }\n.bp3-icon-calendar::before{\n  content:\"\ue62b\"; }\n.bp3-icon-camera::before{\n  content:\"\ue69e\"; }\n.bp3-icon-caret-down::before{\n  content:\"\u2304\"; }\n.bp3-icon-caret-left::before{\n  content:\"\u2329\"; }\n.bp3-icon-caret-right::before{\n  content:\"\u232a\"; }\n.bp3-icon-caret-up::before{\n  content:\"\u2303\"; }\n.bp3-icon-cell-tower::before{\n  content:\"\ue770\"; }\n.bp3-icon-changes::before{\n  content:\"\ue623\"; }\n.bp3-icon-chart::before{\n  content:\"\ue67e\"; }\n.bp3-icon-chat::before{\n  content:\"\ue689\"; }\n.bp3-icon-chevron-backward::before{\n  content:\"\ue6df\"; }\n.bp3-icon-chevron-down::before{\n  content:\"\ue697\"; }\n.bp3-icon-chevron-forward::before{\n  content:\"\ue6e0\"; }\n.bp3-icon-chevron-left::before{\n  content:\"\ue694\"; }\n.bp3-icon-chevron-right::before{\n  content:\"\ue695\"; }\n.bp3-icon-chevron-up::before{\n  content:\"\ue696\"; }\n.bp3-icon-circle::before{\n  content:\"\ue66a\"; }\n.bp3-icon-circle-arrow-down::before{\n  content:\"\ue68e\"; }\n.bp3-icon-circle-arrow-left::before{\n  content:\"\ue68c\"; }\n.bp3-icon-circle-arrow-right::before{\n  content:\"\ue68b\"; }\n.bp3-icon-circle-arrow-up::before{\n  content:\"\ue68d\"; }\n.bp3-icon-citation::before{\n  content:\"\ue61b\"; }\n.bp3-icon-clean::before{\n  content:\"\ue7c5\"; }\n.bp3-icon-clipboard::before{\n  content:\"\ue61d\"; }\n.bp3-icon-cloud::before{\n  content:\"\u2601\"; }\n.bp3-icon-cloud-download::before{\n  content:\"\ue690\"; }\n.bp3-icon-cloud-upload::before{\n  content:\"\ue691\"; }\n.bp3-icon-code::before{\n  content:\"\ue661\"; }\n.bp3-icon-code-block::before{\n  content:\"\ue6c5\"; }\n.bp3-icon-cog::before{\n  content:\"\ue645\"; }\n.bp3-icon-collapse-all::before{\n  content:\"\ue763\"; }\n.bp3-icon-column-layout::before{\n  content:\"\ue6da\"; }\n.bp3-icon-comment::before{\n  content:\"\ue68a\"; }\n.bp3-icon-comparison::before{\n  content:\"\ue637\"; }\n.bp3-icon-compass::before{\n  content:\"\ue79c\"; }\n.bp3-icon-compressed::before{\n  content:\"\ue6c0\"; }\n.bp3-icon-confirm::before{\n  content:\"\ue639\"; }\n.bp3-icon-console::before{\n  content:\"\ue79b\"; }\n.bp3-icon-contrast::before{\n  content:\"\ue6cb\"; }\n.bp3-icon-control::before{\n  content:\"\ue67f\"; }\n.bp3-icon-credit-card::before{\n  content:\"\ue649\"; }\n.bp3-icon-cross::before{\n  content:\"\u2717\"; }\n.bp3-icon-crown::before{\n  content:\"\ue7b4\"; }\n.bp3-icon-cube::before{\n  content:\"\ue7c8\"; }\n.bp3-icon-cube-add::before{\n  content:\"\ue7c9\"; }\n.bp3-icon-cube-remove::before{\n  content:\"\ue7d0\"; }\n.bp3-icon-curved-range-chart::before{\n  content:\"\ue71b\"; }\n.bp3-icon-cut::before{\n  content:\"\ue6ef\"; }\n.bp3-icon-dashboard::before{\n  content:\"\ue751\"; }\n.bp3-icon-data-lineage::before{\n  content:\"\ue908\"; }\n.bp3-icon-database::before{\n  content:\"\ue683\"; }\n.bp3-icon-delete::before{\n  content:\"\ue644\"; }\n.bp3-icon-delta::before{\n  content:\"\u0394\"; }\n.bp3-icon-derive-column::before{\n  content:\"\ue739\"; }\n.bp3-icon-desktop::before{\n  content:\"\ue6af\"; }\n.bp3-icon-diagnosis::before{\n  content:\"\ue90d\"; }\n.bp3-icon-diagram-tree::before{\n  content:\"\ue7b3\"; }\n.bp3-icon-direction-left::before{\n  content:\"\ue681\"; }\n.bp3-icon-direction-right::before{\n  content:\"\ue682\"; }\n.bp3-icon-disable::before{\n  content:\"\ue600\"; }\n.bp3-icon-document::before{\n  content:\"\ue630\"; }\n.bp3-icon-document-open::before{\n  content:\"\ue71e\"; }\n.bp3-icon-document-share::before{\n  content:\"\ue71f\"; }\n.bp3-icon-dollar::before{\n  content:\"$\"; }\n.bp3-icon-dot::before{\n  content:\"\u2022\"; }\n.bp3-icon-double-caret-horizontal::before{\n  content:\"\ue6c7\"; }\n.bp3-icon-double-caret-vertical::before{\n  content:\"\ue6c6\"; }\n.bp3-icon-double-chevron-down::before{\n  content:\"\ue703\"; }\n.bp3-icon-double-chevron-left::before{\n  content:\"\ue6ff\"; }\n.bp3-icon-double-chevron-right::before{\n  content:\"\ue701\"; }\n.bp3-icon-double-chevron-up::before{\n  content:\"\ue702\"; }\n.bp3-icon-doughnut-chart::before{\n  content:\"\ue6ce\"; }\n.bp3-icon-download::before{\n  content:\"\ue62f\"; }\n.bp3-icon-drag-handle-horizontal::before{\n  content:\"\ue716\"; }\n.bp3-icon-drag-handle-vertical::before{\n  content:\"\ue715\"; }\n.bp3-icon-draw::before{\n  content:\"\ue66b\"; }\n.bp3-icon-drive-time::before{\n  content:\"\ue615\"; }\n.bp3-icon-duplicate::before{\n  content:\"\ue69c\"; }\n.bp3-icon-edit::before{\n  content:\"\u270e\"; }\n.bp3-icon-eject::before{\n  content:\"\u23cf\"; }\n.bp3-icon-endorsed::before{\n  content:\"\ue75f\"; }\n.bp3-icon-envelope::before{\n  content:\"\u2709\"; }\n.bp3-icon-equals::before{\n  content:\"\ue7d9\"; }\n.bp3-icon-eraser::before{\n  content:\"\ue773\"; }\n.bp3-icon-error::before{\n  content:\"\ue648\"; }\n.bp3-icon-euro::before{\n  content:\"\u20ac\"; }\n.bp3-icon-exchange::before{\n  content:\"\ue636\"; }\n.bp3-icon-exclude-row::before{\n  content:\"\ue6ea\"; }\n.bp3-icon-expand-all::before{\n  content:\"\ue764\"; }\n.bp3-icon-export::before{\n  content:\"\ue633\"; }\n.bp3-icon-eye-off::before{\n  content:\"\ue6cc\"; }\n.bp3-icon-eye-on::before{\n  content:\"\ue75a\"; }\n.bp3-icon-eye-open::before{\n  content:\"\ue66f\"; }\n.bp3-icon-fast-backward::before{\n  content:\"\ue6a8\"; }\n.bp3-icon-fast-forward::before{\n  content:\"\ue6ac\"; }\n.bp3-icon-feed::before{\n  content:\"\ue656\"; }\n.bp3-icon-feed-subscribed::before{\n  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}\n.bp3-icon-widget-footer::before{\n  content:\"\ue792\"; }\n.bp3-icon-widget-header::before{\n  content:\"\ue791\"; }\n.bp3-icon-wrench::before{\n  content:\"\ue734\"; }\n.bp3-icon-zoom-in::before{\n  content:\"\ue641\"; }\n.bp3-icon-zoom-out::before{\n  content:\"\ue642\"; }\n.bp3-icon-zoom-to-fit::before{\n  content:\"\ue67b\"; }\n.bp3-submenu > .bp3-popover-wrapper{\n  display:block; }\n.bp3-submenu .bp3-popover-target{\n  display:block; }\n  .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }\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.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.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; }\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.bp3-dark .bp3-menu{\n  background:#30404d;\n  color:#f5f8fa; }\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.bp3-dark .bp3-menu-divider,\n.bp3-dark .bp3-menu-header{\n  border-color:rgba(255, 255, 255, 0.15); }\n.bp3-dark .bp3-menu-header > h6{\n  color:#f5f8fa; }\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.bp3-navbar-heading{\n  font-size:16px;\n  margin-right:15px; }\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.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.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.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.bp3-overflow-list-spacer{\n  -ms-flex-negative:1;\n      flex-shrink:1;\n  width:1px; }\nbody.bp3-overlay-open{\n  overflow:hidden; }\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.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.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.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.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.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.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.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.bp3-panel-stack-push .bp3-panel-stack-exit{\n  -webkit-transform:translate(0%);\n          transform:translate(0%);\n  opacity:1; }\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.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.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.bp3-panel-stack-pop .bp3-panel-stack-exit{\n  -webkit-transform:translate(0%);\n          transform:translate(0%);\n  opacity:1; }\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.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.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.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.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.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.bp3-panel-stack2-push .bp3-panel-stack2-exit{\n  -webkit-transform:translate(0%);\n          transform:translate(0%);\n  opacity:1; }\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.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.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.bp3-panel-stack2-pop .bp3-panel-stack2-exit{\n  -webkit-transform:translate(0%);\n          transform:translate(0%);\n  opacity:1; }\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.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.bp3-tether-pinned .bp3-popover-arrow{\n  display:none; }\n.bp3-popover-backdrop{\n  background:rgba(255, 255, 255, 0); }\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; }\nspan.bp3-popover-target{\n  display:inline-block; }\n.bp3-popover-wrapper.bp3-fill{\n  width:100%; }\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.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.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.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{\n  background-color:#137cbd; }\n.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{\n  background-color:#0f9960; }\n.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{\n  background-color:#d9822b; }\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.bp3-slider-track,\n.bp3-slider-progress{\n  height:6px;\n  left:0;\n  right:0;\n  top:5px;\n  position:absolute; }\n.bp3-slider-track{\n  border-radius:3px;\n  overflow:hidden; }\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.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.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.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@-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@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.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.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.bp3-dark .bp3-spinner .bp3-spinner-head{\n  stroke:#8a9ba8; }\n.bp3-dark .bp3-spinner .bp3-spinner-track{\n  stroke:rgba(16, 22, 26, 0.5); }\n.bp3-spinner.bp3-intent-primary .bp3-spinner-head{\n  stroke:#137cbd; }\n.bp3-spinner.bp3-intent-success .bp3-spinner-head{\n  stroke:#0f9960; }\n.bp3-spinner.bp3-intent-warning .bp3-spinner-head{\n  stroke:#d9822b; }\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.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.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.bp3-tab-panel{\n  margin-top:20px; }\n  .bp3-tab-panel[aria-hidden=\"true\"]{\n    display:none; }\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.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.bp3-dark .bp3-tab-indicator{\n  background-color:#48aff0; }\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.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.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.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.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.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.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.bp3-tree-node-list{\n  list-style:none;\n  margin:0;\n  padding-left:0; }\n.bp3-tree-root{\n  background-color:transparent;\n  cursor:default;\n  padding-left:0;\n  position:relative; }\n.bp3-tree-node-content-0{\n  padding-left:0px; }\n.bp3-tree-node-content-1{\n  padding-left:23px; }\n.bp3-tree-node-content-2{\n  padding-left:46px; }\n.bp3-tree-node-content-3{\n  padding-left:69px; }\n.bp3-tree-node-content-4{\n  padding-left:92px; }\n.bp3-tree-node-content-5{\n  padding-left:115px; }\n.bp3-tree-node-content-6{\n  padding-left:138px; }\n.bp3-tree-node-content-7{\n  padding-left:161px; }\n.bp3-tree-node-content-8{\n  padding-left:184px; }\n.bp3-tree-node-content-9{\n  padding-left:207px; }\n.bp3-tree-node-content-10{\n  padding-left:230px; }\n.bp3-tree-node-content-11{\n  padding-left:253px; }\n.bp3-tree-node-content-12{\n  padding-left:276px; }\n.bp3-tree-node-content-13{\n  padding-left:299px; }\n.bp3-tree-node-content-14{\n  padding-left:322px; }\n.bp3-tree-node-content-15{\n  padding-left:345px; }\n.bp3-tree-node-content-16{\n  padding-left:368px; }\n.bp3-tree-node-content-17{\n  padding-left:391px; }\n.bp3-tree-node-content-18{\n  padding-left:414px; }\n.bp3-tree-node-content-19{\n  padding-left:437px; }\n.bp3-tree-node-content-20{\n  padding-left:460px; }\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.bp3-tree-node-caret,\n.bp3-tree-node-caret-none{\n  min-width:30px; }\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.bp3-tree-node-icon{\n  margin-right:7px;\n  position:relative; }\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.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.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.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.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.bp3-dark .bp3-tree-node-content:hover{\n  background-color:rgba(92, 112, 128, 0.3); }\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.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.bp3-omnibar-overlay .bp3-overlay-backdrop{\n  background-color:rgba(16, 22, 26, 0.2); }\n.bp3-select-popover .bp3-popover-content{\n  padding:5px; }\n.bp3-select-popover .bp3-input-group{\n  margin-bottom:0; }\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.bp3-multi-select{\n  min-width:150px; }\n.bp3-multi-select-popover .bp3-menu{\n  max-height:300px;\n  max-width:400px;\n  overflow:auto; }\n.bp3-select-popover .bp3-popover-content{\n  padding:5px; }\n.bp3-select-popover .bp3-input-group{\n  margin-bottom:0; }\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\/* This file was auto-generated by ensureUiComponents() in @jupyterlab\/buildutils *\/\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\/* Icons urls *\/\n:root {\n  --jp-icon-add-above: url(data:image\/svg+xml;base64,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);\n  --jp-icon-add-below: url(data:image\/svg+xml;base64,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);\n  --jp-icon-add: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);\n  --jp-icon-bell: 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 --jp-icon-text-editor: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);\n  --jp-icon-toc: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik03LDVIMjFWN0g3VjVNNywxM1YxMUgyMVYxM0g3TTQsNC41QTEuNSwxLjUgMCAwLDEgNS41LDZBMS41LDEuNSAwIDAsMSA0LDcuNUExLjUsMS41IDAgMCwxIDIuNSw2QTEuNSwxLjUgMCAwLDEgNCw0LjVNNCwxMC41QTEuNSwxLjUgMCAwLDEgNS41LDEyQTEuNSwxLjUgMCAwLDEgNCwxMy41QTEuNSwxLjUgMCAwLDEgMi41LDEyQTEuNSwxLjUgMCAwLDEgNCwxMC41TTcsMTlWMTdIMjFWMTlIN000LDE2LjVBMS41LDEuNSAwIDAsMSA1LjUsMThBMS41LDEuNSAwIDAsMSA0LDE5LjVBMS41LDEuNSAwIDAsMSAyLjUsMThBMS41LDEuNSAwIDAsMSA0LDE2LjVaIiAvPgogIDwvZz4KPC9zdmc+Cg==);\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-user: url(data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+);\n  --jp-icon-users: url(data:image\/svg+xml;base64,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);\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\/* Icon CSS class declarations *\/\n.jp-AddAboveIcon {\n  background-image: var(--jp-icon-add-above);\n}\n.jp-AddBelowIcon {\n  background-image: var(--jp-icon-add-below);\n}\n.jp-AddIcon {\n  background-image: var(--jp-icon-add);\n}\n.jp-BellIcon {\n  background-image: var(--jp-icon-bell);\n}\n.jp-BugDotIcon {\n  background-image: var(--jp-icon-bug-dot);\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-DeleteIcon {\n  background-image: var(--jp-icon-delete);\n}\n.jp-DownloadIcon {\n  background-image: var(--jp-icon-download);\n}\n.jp-DuplicateIcon {\n  background-image: var(--jp-icon-duplicate);\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-FolderFavoriteIcon {\n  background-image: var(--jp-icon-folder-favorite);\n}\n.jp-FolderIcon {\n  background-image: var(--jp-icon-folder);\n}\n.jp-HomeIcon {\n  background-image: var(--jp-icon-home);\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-LaunchIcon {\n  background-image: var(--jp-icon-launch);\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-MoveDownIcon {\n  background-image: var(--jp-icon-move-down);\n}\n.jp-MoveUpIcon {\n  background-image: var(--jp-icon-move-up);\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-ShareIcon {\n  background-image: var(--jp-icon-share);\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-UserIcon {\n  background-image: var(--jp-icon-user);\n}\n.jp-UsersIcon {\n  background-image: var(--jp-icon-users);\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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\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.jp-Icon-cover {\n  background-position: center;\n  background-repeat: no-repeat;\n  background-size: cover;\n}\n\/**\n * (DEPRECATED) Support for specific CSS icon sizes\n *\/\n.jp-Icon-16 {\n  background-size: 16px;\n  min-width: 16px;\n  min-height: 16px;\n}\n.jp-Icon-18 {\n  background-size: 18px;\n  min-width: 18px;\n  min-height: 18px;\n}\n.jp-Icon-20 {\n  background-size: 20px;\n  min-width: 20px;\n  min-height: 20px;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.lm-TabBar .lm-TabBar-addButton {\n  align-items: center;\n  display: flex;\n  padding: 4px;\n  padding-bottom: 5px;\n  margin-right: 1px;\n  background-color: var(--jp-layout-color2);\n}\n.lm-TabBar .lm-TabBar-addButton:hover {\n  background-color: var(--jp-layout-color1);\n}\n.lm-DockPanel-tabBar .lm-TabBar-tab {\n  width: var(--jp-private-horizontal-tab-width);\n}\n.lm-DockPanel-tabBar .lm-TabBar-content {\n  flex: unset;\n}\n.lm-DockPanel-tabBar[data-orientation='horizontal'] {\n  flex: 1 1 auto;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/**\n * Support for icons as inline SVG HTMLElements\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.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.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.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.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.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.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.jp-jupyter-icon-color[fill] {\n  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));\n}\n.jp-notebook-icon-color[fill] {\n  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));\n}\n.jp-json-icon-color[fill] {\n  fill: var(--jp-json-icon-color, var(--jp-warn-color1));\n}\n.jp-console-icon-color[fill] {\n  fill: var(--jp-console-icon-color, white);\n}\n.jp-console-icon-background-color[fill] {\n  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));\n}\n.jp-terminal-icon-color[fill] {\n  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));\n}\n.jp-terminal-icon-background-color[fill] {\n  fill: var(--jp-terminal-icon-background-color, var(--jp-inverse-layout2));\n}\n.jp-text-editor-icon-color[fill] {\n  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout3));\n}\n.jp-inspector-icon-color[fill] {\n  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout3));\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\/* 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#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#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 * 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#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* 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\/* CSS for icons in status bar *\/\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {\n  fill: #fff;\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\/* not sure what to do with this one, used in filebrowser listing *\/\n.jp-DragIcon {\n  margin-right: 4px;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/**\n * Support for alt colors for icons as inline SVG HTMLElements\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.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\/* 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.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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.jp-icon-hoverShow:not(:hover) .jp-icon-hoverShow-content {\n  display: none !important;\n}\n\/**\n * Support for hover colors for icons as inline SVG HTMLElements\n *\/\n\/**\n * regular colors\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.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\/* 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.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\/* set the color of an icon to transparent *\/\n.jp-icon-hover :hover .jp-icon-none-hover[fill] {\n  fill: none;\n}\n.jp-icon-hover :hover .jp-icon-none-hover[stroke] {\n  stroke: none;\n}\n\/**\n * inverse colors\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.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\/* 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.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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\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.jp-switch:hover {\n  background-color: var(--jp-layout-color2);\n}\n.jp-switch-label {\n  margin-right: 5px;\n}\n.jp-switch-track {\n  cursor: pointer;\n  background-color: var(--jp-switch-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.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.jp-switch[aria-checked='true'] .jp-switch-track {\n  background-color: var(--jp-switch-true-position-color, var(--jp-warn-color0));\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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/* Sibling imports *\/\n\/* Override Blueprint's _reset.scss styles *\/\nhtml {\n  box-sizing: unset;\n}\n*,\n*::before,\n*::after {\n  box-sizing: unset;\n}\nbody {\n  color: unset;\n  font-family: var(--jp-ui-font-family);\n}\np {\n  margin-top: unset;\n  margin-bottom: unset;\n}\nsmall {\n  font-size: unset;\n}\nstrong {\n  font-weight: unset;\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\/* Override Blueprint's _accessibility.scss styles *\/\n:focus {\n  outline: unset;\n  outline-offset: unset;\n  -moz-outline-radius: unset;\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\/* 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.jp-Button.jp-ToolbarButtonComponent {\n  text-transform: none;\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.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.jp-InputGroup input::placeholder,\ninput::placeholder {\n  color: var(--jp-ui-font-color3);\n}\n.jp-BPIcon {\n  display: inline-block;\n  vertical-align: middle;\n  margin: auto;\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.jp-InputGroupAction {\n  padding: 6px;\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\/* 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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\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.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.jp-Collapse-header:hover {\n  background-color: var(--jp-layout-color2);\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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n:root {\n  --jp-private-commandpalette-search-height: 28px;\n}\n\/*-----------------------------------------------------------------------------\n| Overall styles\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| Modal variant\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.jp-ModalCommandPalette .lm-CommandPalette {\n  max-height: 40vh;\n}\n.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {\n  display: none;\n}\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {\n  display: none;\n}\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {\n  margin-left: 4px;\n  margin-right: 4px;\n}\n.jp-ModalCommandPalette\n  .lm-CommandPalette\n  .lm-CommandPalette-item.lm-mod-disabled {\n  display: none;\n}\n\/*-----------------------------------------------------------------------------\n| Search\n|----------------------------------------------------------------------------*\/\n.lm-CommandPalette-search {\n  padding: 4px;\n  background-color: var(--jp-layout-color1);\n  z-index: 2;\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.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.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.jp-SearchIconGroup svg {\n  height: 20px;\n  width: 20px;\n}\n.jp-SearchIconGroup .jp-icon3[fill] {\n  fill: var(--jp-layout-color0);\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.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| Results\n|----------------------------------------------------------------------------*\/\n.lm-CommandPalette-header:first-child {\n  margin-top: 0px;\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.lm-CommandPalette-header.lm-mod-active {\n  background: var(--jp-layout-color2);\n}\n.lm-CommandPalette-header > mark {\n  background-color: transparent;\n  font-weight: bold;\n  color: var(--jp-ui-font-color1);\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.lm-CommandPalette-item.lm-mod-disabled {\n  color: var(--jp-ui-font-color2);\n}\n.lm-CommandPalette-item.lm-mod-active {\n  color: var(--jp-ui-inverse-font-color1);\n  background: var(--jp-brand-color1);\n}\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n  color: var(--jp-ui-inverse-font-color0);\n}\n.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {\n  fill: var(--jp-layout-color0);\n}\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n  color: var(--jp-ui-inverse-font-color0);\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.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {\n  background: var(--jp-layout-color2);\n}\n.lm-CommandPalette-itemContent {\n  overflow: hidden;\n}\n.lm-CommandPalette-itemLabel > mark {\n  color: var(--jp-ui-font-color0);\n  background-color: transparent;\n  font-weight: bold;\n}\n.lm-CommandPalette-item.lm-mod-disabled mark {\n  color: var(--jp-ui-font-color2);\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.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {\n  opacity: 0.6;\n}\n.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {\n  flex: 0 0 auto;\n}\n.lm-CommandPalette-itemCaption {\n  display: none;\n}\n.lm-CommandPalette-content {\n  background-color: var(--jp-layout-color1);\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.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| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\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.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 24px 12px 24px;\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.jp-Dialog-content.jp-Dialog-content-small {\n  max-width: 500px;\n}\n.jp-Dialog-button {\n  overflow: visible;\n}\nbutton.jp-Dialog-button:focus {\n  outline: 1px solid var(--jp-brand-color1);\n  outline-offset: 4px;\n  -moz-outline-radius: 0px;\n}\nbutton.jp-Dialog-button:focus::-moz-focus-inner {\n  border: 0;\n}\nbutton.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,\nbutton.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,\nbutton.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {\n  outline-offset: 4px;\n  -moz-outline-radius: 0px;\n}\nbutton.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {\n  outline: 1px solid var(--md-blue-700);\n}\nbutton.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {\n  outline: 1px solid var(--md-red-600);\n}\nbutton.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {\n  outline: 1px solid var(--md-grey-700);\n}\nbutton.jp-Dialog-close-button {\n  padding: 0;\n  height: 100%;\n  min-width: unset;\n  min-height: unset;\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.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.jp-Dialog-footer {\n  display: flex;\n  flex-direction: row;\n  justify-content: flex-end;\n  align-items: center;\n  flex: 0 0 auto;\n  margin-left: -12px;\n  margin-right: -12px;\n  padding: 12px;\n}\n.jp-Dialog-checkbox {\n  padding-right: 5px;\n}\n.jp-Dialog-checkbox > input:focus-visible {\n  outline: 1px solid var(--jp-input-active-border-color);\n  outline-offset: 1px;\n}\n.jp-Dialog-spacer {\n  flex: 1 1 auto;\n}\n.jp-Dialog-title {\n  overflow: hidden;\n  white-space: nowrap;\n  text-overflow: ellipsis;\n}\n.jp-Dialog-body > .jp-select-wrapper {\n  width: 100%;\n}\n.jp-Dialog-body > button {\n  padding: 0px 16px;\n}\n.jp-Dialog-body > label {\n  line-height: 1.4;\n  color: var(--jp-ui-font-color0);\n}\n.jp-Dialog-button.jp-mod-styled:not(:last-child) {\n  margin-right: 12px;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.jp-HoverBox {\n  position: fixed;\n}\n.jp-HoverBox.jp-mod-outofview {\n  display: none;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.jp-IFrame {\n  width: 100%;\n  height: 100%;\n}\n.jp-IFrame > iframe {\n  border: none;\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}\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.jp-Input-Boolean-Dialog {\n  flex-direction: row-reverse;\n  align-items: end;\n  width: 100%;\n}\n.jp-Input-Boolean-Dialog > label {\n  flex: 1 1 auto;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.jp-MainAreaWidget > :focus {\n  outline: none;\n}\n.jp-MainAreaWidget .jp-MainAreaWidget-error {\n  padding: 6px;\n}\n.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {\n  width: auto;\n  padding: 10px;\n  background: var(--jp-error-color3);\n  border: var(--jp-border-width) solid var(--jp-error-color1);\n  border-radius: var(--jp-border-radius);\n  color: var(--jp-ui-font-color1);\n  font-size: var(--jp-ui-font-size1);\n  white-space: pre-wrap;\n  word-wrap: break-word;\n}\n.jp-MainAreaWidget {\n  contain: strict;\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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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  --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| Copyright (c) 2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\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.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.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.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@keyframes fadeIn {\n  0% {\n    opacity: 0;\n  }\n  100% {\n    opacity: 1;\n  }\n}\n@keyframes load3 {\n  0% {\n    transform: rotate(0deg);\n  }\n  100% {\n    transform: rotate(360deg);\n  }\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\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}\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}\ninput[type='checkbox'].jp-mod-styled {\n  appearance: checkbox;\n  -webkit-appearance: checkbox;\n  -moz-appearance: checkbox;\n  height: auto;\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.jp-FileDialog-Checkbox {\n  margin-top: 35px;\n  display: flex;\n  flex-direction: row;\n  align-items: end;\n  width: 100%;\n}\n.jp-FileDialog-Checkbox > label {\n  flex: 1 1 auto;\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.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}\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}\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| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n:root {\n  --jp-private-toolbar-height: calc(\n    28px + var(--jp-border-width)\n  ); \/* leave 28px for content *\/\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: 8;\n  overflow-x: hidden;\n}\n\/* Toolbar items *\/\n.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {\n  flex-grow: 1;\n  flex-shrink: 1;\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.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\/* Toolbar buttons *\/\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}\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}\nbutton.jp-ToolbarButtonComponent:disabled {\n  opacity: 0.4;\n}\nbutton.jp-ToolbarButtonComponent span {\n  padding: 0px;\n  flex: 0 0 auto;\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#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#jp-main-dock-panel[data-mode='single-document']\n  .jp-MainAreaWidget\n  > .jp-Toolbar {\n  border: none;\n  box-shadow: none;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\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\/* <DEPRECATED> *\/\nbody.p-mod-override-cursor *, \/* <\/DEPRECATED> *\/\nbody.lm-mod-override-cursor * {\n  cursor: inherit !important;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.jp-JSONEditor {\n  display: flex;\n  flex-direction: column;\n  width: 100%;\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.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {\n  border-color: red;\n  outline-color: red;\n}\n.jp-JSONEditor-header {\n  display: flex;\n  flex: 1 0 auto;\n  padding: 0 0 0 12px;\n}\n.jp-JSONEditor-header label {\n  flex: 0 0 auto;\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.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.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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n.jp-Statusbar-ProgressCircle svg {\n  display: block;\n  margin: 0 auto;\n  width: 16px;\n  height: 24px;\n  align-self: normal;\n}\n.jp-Statusbar-ProgressCircle path {\n  fill: var(--jp-inverse-layout-color3);\n}\n.jp-Statusbar-ProgressBar-progress-bar {\n  height: 10px;\n  width: 100px;\n  border: solid 0.25px var(--jp-brand-color2);\n  border-radius: 3px;\n  overflow: hidden;\n  align-self: center;\n}\n.jp-Statusbar-ProgressBar-progress-bar > div {\n  background-color: var(--jp-brand-color2);\n  background-image: linear-gradient(\n    -45deg,\n    rgba(255, 255, 255, 0.2) 25%,\n    transparent 25%,\n    transparent 50%,\n    rgba(255, 255, 255, 0.2) 50%,\n    rgba(255, 255, 255, 0.2) 75%,\n    transparent 75%,\n    transparent\n  );\n  background-size: 40px 40px;\n  float: left;\n  width: 0%;\n  height: 100%;\n  font-size: 12px;\n  line-height: 14px;\n  color: #ffffff;\n  text-align: center;\n  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;\n}\n.jp-Statusbar-ProgressBar-progress-bar p {\n  color: var(--jp-ui-font-color1);\n  font-family: var(--jp-ui-font-family);\n  font-size: var(--jp-ui-font-size1);\n  line-height: 10px;\n  width: 100px;\n}\n@keyframes jp-Statusbar-ExecutionTime-progress-bar {\n  0% {\n    background-position: 0 0;\n  }\n  100% {\n    background-position: 40px 40px;\n  }\n}\n\/* BASICS *\/\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\/* PADDING *\/\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.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n  background-color: white; \/* The little square between H and V scrollbars *\/\n}\n\/* GUTTER *\/\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.CodeMirror-guttermarker { color: black; }\n.CodeMirror-guttermarker-subtle { color: #999; }\n\/* CURSOR *\/\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\/* Can style cursor different in overwrite (non-insert) mode *\/\n.CodeMirror-overwrite .CodeMirror-cursor {}\n.cm-tab { display: inline-block; text-decoration: inherit; }\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\/* DEFAULT THEME *\/\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.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.cm-s-default .cm-error {color: #f00;}\n.cm-invalidchar {color: #f00;}\n.CodeMirror-composing { border-bottom: 2px solid; }\n\/* Default styles for common addons *\/\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\/* STOP *\/\n\/* The rest of this file contains styles related to the mechanics of\n   the editor. You probably shouldn't touch them. *\/\n.CodeMirror {\n  position: relative;\n  overflow: hidden;\n  background: white;\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\/* 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.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.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.CodeMirror-linebackground {\n  position: absolute;\n  left: 0; right: 0; top: 0; bottom: 0;\n  z-index: 0;\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.CodeMirror-widget {}\n.CodeMirror-rtl pre { direction: rtl; }\n.CodeMirror-code {\n  outline: none;\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.CodeMirror-measure {\n  position: absolute;\n  width: 100%;\n  height: 0;\n  overflow: hidden;\n  visibility: hidden;\n}\n.CodeMirror-cursor {\n  position: absolute;\n  pointer-events: none;\n}\n.CodeMirror-measure pre { position: static; }\ndiv.CodeMirror-cursors {\n  visibility: hidden;\n  position: relative;\n  z-index: 3;\n}\ndiv.CodeMirror-dragcursors {\n  visibility: visible;\n}\n.CodeMirror-focused div.CodeMirror-cursors {\n  visibility: visible;\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.cm-searching {\n  background-color: #ffa;\n  background-color: rgba(255, 255, 0, .4);\n}\n\/* Used to force a border model for a node *\/\n.cm-force-border { padding-right: .1px; }\n@media print {\n  \/* Hide the cursor when printing *\/\n  .CodeMirror div.CodeMirror-cursors {\n    visibility: hidden;\n  }\n}\n\/* See issue #2901 *\/\n.cm-tab-wrap-hack:after { content: ''; }\n\/* Help users use markselection to safely style text background *\/\nspan.CodeMirror-selectedtext { background: none; }\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.CodeMirror-dialog-top {\n  border-bottom: 1px solid #eee;\n  top: 0;\n}\n.CodeMirror-dialog-bottom {\n  border-top: 1px solid #eee;\n  bottom: 0;\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.CodeMirror-dialog button {\n  font-size: 70%;\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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\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.CodeMirror pre {\n  padding: 0 var(--jp-code-padding);\n}\n.CodeMirror.cm-fat-cursor .cm-overlay.cm-searching {\n  opacity: 0.5;\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\/* 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.CodeMirror-linenumber {\n  padding: 0 8px;\n}\n.jp-CodeMirrorEditor {\n  cursor: text;\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\/* 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\/* 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.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {\n  display: none;\n}\n.CodeMirror-gutters {\n  border-right: 1px solid var(--jp-border-color2);\n  background-color: var(--jp-layout-color0);\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.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.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.cm-trailingspace {\n  background-image: url(data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr\/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0\/+pk9P\/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+\/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ\/SY80UAAAAASUVORK5CYII=);\n  background-position: center left;\n  background-repeat: repeat-x;\n}\n.CodeMirror-focused .CodeMirror-selected {\n  background-color: var(--jp-editor-selected-focused-background);\n}\n.CodeMirror-selected {\n  background-color: var(--jp-editor-selected-background);\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.jp-CodeMirror-ruler {\n  border-left: 1px dashed var(--jp-border-color2);\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 * 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\/* 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.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.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.cm-s-jupyter .CodeMirror-activeline-background,\n.cm-s-jupyter .CodeMirror-gutter {\n  background-color: var(--jp-layout-color2);\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.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.jp-CodeMirrorEditor .remote-caret.hide-name > div {\n  transition-delay: 0.7s;\n  opacity: 0;\n}\n\/* Use `div[style]` as more specific selector on 3.4.x to reduce the impact of\n * Chromium style invalidation strategy on performance when many divs are present.\n *\/\n.jp-CodeMirrorEditor .remote-caret:hover > div[style] {\n  opacity: 1;\n  transition-delay: 0s;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| RenderedText\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.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.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.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\/* 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.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.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.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.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.jp-RenderedText pre .ansi-bold {\n  font-weight: bold;\n}\n.jp-RenderedText pre .ansi-underline {\n  text-decoration: underline;\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| RenderedLatex\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\/* Left-justify outputs.*\/\n.jp-OutputArea-output.jp-RenderedLatex {\n  padding: var(--jp-code-padding);\n  text-align: left;\n}\n\/*-----------------------------------------------------------------------------\n| RenderedHTML\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.jp-RenderedHTMLCommon em {\n  font-style: italic;\n}\n.jp-RenderedHTMLCommon strong {\n  font-weight: bold;\n}\n.jp-RenderedHTMLCommon u {\n  text-decoration: underline;\n}\n.jp-RenderedHTMLCommon a:link {\n  text-decoration: none;\n  color: var(--jp-content-link-color);\n}\n.jp-RenderedHTMLCommon a:hover {\n  text-decoration: underline;\n  color: var(--jp-content-link-color);\n}\n.jp-RenderedHTMLCommon a:visited {\n  text-decoration: none;\n  color: var(--jp-content-link-color);\n}\n\/* Headings *\/\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.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.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.jp-RenderedHTMLCommon h1 {\n  font-size: var(--jp-content-font-size5);\n}\n.jp-RenderedHTMLCommon h2 {\n  font-size: var(--jp-content-font-size4);\n}\n.jp-RenderedHTMLCommon h3 {\n  font-size: var(--jp-content-font-size3);\n}\n.jp-RenderedHTMLCommon h4 {\n  font-size: var(--jp-content-font-size2);\n}\n.jp-RenderedHTMLCommon h5 {\n  font-size: var(--jp-content-font-size1);\n}\n.jp-RenderedHTMLCommon h6 {\n  font-size: var(--jp-content-font-size0);\n}\n\/* Lists *\/\n.jp-RenderedHTMLCommon ul:not(.list-inline),\n.jp-RenderedHTMLCommon ol:not(.list-inline) {\n  padding-left: 2em;\n}\n.jp-RenderedHTMLCommon ul {\n  list-style: disc;\n}\n.jp-RenderedHTMLCommon ul ul {\n  list-style: square;\n}\n.jp-RenderedHTMLCommon ul ul ul {\n  list-style: circle;\n}\n.jp-RenderedHTMLCommon ol {\n  list-style: decimal;\n}\n.jp-RenderedHTMLCommon ol ol {\n  list-style: upper-alpha;\n}\n.jp-RenderedHTMLCommon ol ol ol {\n  list-style: lower-alpha;\n}\n.jp-RenderedHTMLCommon ol ol ol ol {\n  list-style: lower-roman;\n}\n.jp-RenderedHTMLCommon ol ol ol ol ol {\n  list-style: decimal;\n}\n.jp-RenderedHTMLCommon ol,\n.jp-RenderedHTMLCommon ul {\n  margin-bottom: 1em;\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.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.jp-RenderedHTMLCommon > pre {\n  margin: 1.5em 2em;\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.jp-RenderedHTMLCommon :not(pre) > code {\n  background-color: var(--jp-layout-color2);\n  padding: 1px 5px;\n}\n\/* Tables *\/\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: var(--jp-ui-font-size1);\n  table-layout: fixed;\n  margin-left: auto;\n  margin-right: auto;\n}\n.jp-RenderedHTMLCommon thead {\n  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n  vertical-align: bottom;\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.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {\n  max-width: none;\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.jp-RenderedHTMLCommon th {\n  font-weight: bold;\n}\n.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {\n  background: var(--jp-layout-color0);\n}\n.jp-RenderedHTMLCommon tbody tr:nth-child(even) {\n  background: var(--jp-rendermime-table-row-background);\n}\n.jp-RenderedHTMLCommon tbody tr:hover {\n  background: var(--jp-rendermime-table-row-hover-background);\n}\n.jp-RenderedHTMLCommon table {\n  margin-bottom: 1em;\n}\n.jp-RenderedHTMLCommon p {\n  text-align: left;\n  margin: 0px;\n}\n.jp-RenderedHTMLCommon p {\n  margin-bottom: 1em;\n}\n.jp-RenderedHTMLCommon img {\n  -moz-force-broken-image-icon: 1;\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\/* 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.jp-RenderedHTMLCommon img,\n.jp-RenderedImage img,\n.jp-RenderedHTMLCommon svg,\n.jp-RenderedSVG svg {\n  max-width: 100%;\n  height: auto;\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.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.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.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.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.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.jp-RenderedHTMLCommon blockquote {\n  margin: 1em 2em;\n  padding: 0 1em;\n  border-left: 5px solid var(--jp-border-color2);\n}\na.jp-InternalAnchorLink {\n  visibility: hidden;\n  margin-left: 8px;\n  color: var(--md-blue-800);\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.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: var(--jp-ui-font-size0);\n  line-height: 1em;\n  padding: 0.2em 0.5em;\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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n.jp-MimeDocument {\n  outline: none;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n:root {\n  --jp-private-filebrowser-button-height: 28px;\n  --jp-private-filebrowser-button-width: 48px;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\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.jp-FileBrowser-toolbar.jp-Toolbar {\n  border-bottom: none;\n  height: auto;\n  margin: 8px 12px 0px 12px;\n  padding: 0px;\n  box-shadow: none;\n  justify-content: flex-start;\n}\n.jp-BreadCrumbs {\n  flex: 0 0 auto;\n  margin: 8px 12px 8px 12px;\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.jp-BreadCrumbs-item:hover {\n  background-color: var(--jp-layout-color2);\n}\n.jp-BreadCrumbs-item:first-child {\n  margin-left: 0px;\n}\n.jp-BreadCrumbs-item.jp-mod-dropTarget {\n  background-color: var(--jp-brand-color2);\n  opacity: 0.7;\n}\n\/*-----------------------------------------------------------------------------\n| Buttons\n|----------------------------------------------------------------------------*\/\n.jp-FileBrowser-toolbar > .jp-Toolbar-item {\n  flex: 0 0 auto;\n  padding-left: 0px;\n  padding-right: 2px;\n}\n.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {\n  width: 40px;\n}\n.jp-FileBrowser-toolbar\n  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher'] {\n  width: 72px;\n  background: var(--jp-brand-color1);\n}\n.jp-FileBrowser-toolbar\n  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:hover,\n.jp-FileBrowser-toolbar\n  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:focus-visible {\n  background-color: var(--jp-brand-color0) !important;\n}\n.jp-FileBrowser-toolbar\n  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']\n  .jp-icon3 {\n  fill: var(--jp-layout-color1);\n}\n\/*-----------------------------------------------------------------------------\n| Other styles\n|----------------------------------------------------------------------------*\/\n.jp-FileDialog.jp-mod-conflict input {\n  color: var(--jp-error-color1);\n}\n.jp-FileDialog .jp-new-name-title {\n  margin-top: 12px;\n}\n.jp-LastModified-hidden {\n  display: none;\n}\n.jp-FileBrowser-filterBox {\n  padding: 0px;\n  flex: 0 0 auto;\n  margin: 8px 12px 0px 12px;\n}\n\/*-----------------------------------------------------------------------------\n| DirListing\n|----------------------------------------------------------------------------*\/\n.jp-DirListing {\n  flex: 1 1 auto;\n  display: flex;\n  flex-direction: column;\n  outline: 0;\n}\n.jp-DirListing:focus-visible {\n  outline: 1px solid var(--jp-brand-color1);\n  outline-offset: -2px;\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.jp-DirListing-headerItem {\n  padding: 4px 12px 2px 12px;\n  font-weight: 500;\n}\n.jp-DirListing-headerItem:hover {\n  background: var(--jp-layout-color2);\n}\n.jp-DirListing-headerItem.jp-id-name {\n  flex: 1 0 84px;\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.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.jp-DirListing-narrow .jp-id-narrow {\n  display: block;\n}\n.jp-DirListing-narrow .jp-id-modified,\n.jp-DirListing-narrow .jp-DirListing-itemModified {\n  display: none;\n}\n.jp-DirListing-headerItem.jp-mod-selected {\n  font-weight: 600;\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.jp-DirListing-content mark {\n  color: var(--jp-ui-font-color0);\n  background-color: transparent;\n  font-weight: bold;\n}\n.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {\n  color: var(--jp-ui-inverse-font-color0);\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.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.jp-DirListing-item[data-is-dot] {\n  opacity: 75%;\n}\n.jp-DirListing-item.jp-mod-selected {\n  color: var(--jp-ui-inverse-font-color1);\n  background: var(--jp-brand-color1);\n}\n.jp-DirListing-item.jp-mod-dropTarget {\n  background: var(--jp-brand-color3);\n}\n.jp-DirListing-item:hover:not(.jp-mod-selected) {\n  background: var(--jp-layout-color2);\n}\n.jp-DirListing-itemIcon {\n  flex: 0 0 20px;\n  margin-right: 4px;\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.jp-DirListing-itemModified {\n  flex: 0 0 125px;\n  text-align: right;\n}\n.jp-DirListing-editor {\n  flex: 1 0 64px;\n  outline: none;\n  border: none;\n  color: var(--jp-ui-font-color1);\n  background-color: var(--jp-layout-color1);\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.jp-DirListing-item.jp-mod-running.jp-mod-selected\n  .jp-DirListing-itemIcon:before {\n  color: var(--jp-ui-inverse-font-color1);\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.jp-Document {\n  min-width: 120px;\n  min-height: 120px;\n  outline: none;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n:root {\n}\n\/*-----------------------------------------------------------------------------\n| Main OutputArea\n| OutputArea has a list of Outputs\n|----------------------------------------------------------------------------*\/\n.jp-OutputArea {\n  overflow-y: auto;\n}\n.jp-OutputArea-child {\n  display: flex;\n  flex-direction: row;\n}\nbody[data-format='mobile'] .jp-OutputArea-child {\n  flex-direction: column;\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}\nbody[data-format='mobile'] .jp-OutputPrompt {\n  flex: 0 0 auto;\n  text-align: left;\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.jp-OutputArea-child .jp-OutputArea-output {\n  flex-grow: 1;\n  flex-shrink: 1;\n}\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n  margin-left: var(--jp-notebook-padding);\n}\n\/**\n * Isolated output.\n *\/\n.jp-OutputArea-output.jp-mod-isolated {\n  width: 100%;\n  display: block;\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}\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\/* pre *\/\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\/* tables *\/\n.jp-OutputArea-output.jp-RenderedHTMLCommon table {\n  margin-left: 0;\n  margin-right: 0;\n}\n\/* description lists *\/\n.jp-OutputArea-output dl,\n.jp-OutputArea-output dt,\n.jp-OutputArea-output dd {\n  display: block;\n}\n.jp-OutputArea-output dl {\n  width: 100%;\n  overflow: hidden;\n  padding: 0;\n  margin: 0;\n}\n.jp-OutputArea-output dt {\n  font-weight: bold;\n  float: left;\n  width: 20%;\n  padding: 0;\n  margin: 0;\n}\n.jp-OutputArea-output dd {\n  float: left;\n  width: 80%;\n  padding: 0;\n  margin: 0;\n}\n.jp-TrimmedOutputs a {\n  margin: 10px;\n  text-decoration: none;\n  cursor: pointer;\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\/* Hide empty lines in the output area, for instance due to cleared widgets *\/\n.jp-OutputArea-prompt:empty {\n  padding: 0;\n  border: 0;\n}\n\/*-----------------------------------------------------------------------------\n| executeResult is added to any Output-result for the display of the object\n| returned by a cell\n|----------------------------------------------------------------------------*\/\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n  margin-left: 0px;\n  flex: 1 1 auto;\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| The Stdin output\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.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.jp-Stdin-input::placeholder {\n  opacity: 0;\n}\n.jp-Stdin-input:focus {\n  box-shadow: none;\n}\n.jp-Stdin-input:focus::placeholder {\n  opacity: 1;\n}\n\/*-----------------------------------------------------------------------------\n| Output Area View\n|----------------------------------------------------------------------------*\/\n.jp-LinkedOutputView .jp-OutputArea {\n  height: 100%;\n  display: block;\n}\n.jp-LinkedOutputView .jp-OutputArea-output:only-child {\n  height: 100%;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\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.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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Header\/Footer\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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Input\n|----------------------------------------------------------------------------*\/\n\/* All input areas *\/\n.jp-InputArea {\n  display: flex;\n  flex-direction: row;\n  overflow: hidden;\n}\nbody[data-format='mobile'] .jp-InputArea {\n  flex-direction: column;\n}\n.jp-InputArea-editor {\n  flex: 1 1 auto;\n  overflow: hidden;\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}\nbody[data-format='mobile'] .jp-InputArea-editor {\n  margin-left: var(--jp-notebook-padding);\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}\nbody[data-format='mobile'] .jp-InputPrompt {\n  flex: 0 0 auto;\n  text-align: left;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n.jp-Placeholder {\n  display: flex;\n  flex-direction: row;\n  flex: 1 1 auto;\n}\n.jp-Placeholder-prompt {\n  box-sizing: border-box;\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.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.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| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n:root {\n  --jp-private-cell-scrolling-output-offset: 5px;\n}\n\/*-----------------------------------------------------------------------------\n| Cell\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| Common input\/output\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\/* Only input\/output areas inside cells *\/\n.jp-Cell-inputArea,\n.jp-Cell-outputArea {\n  flex: 1 1 auto;\n}\n\/*-----------------------------------------------------------------------------\n| Collapser\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.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {\n  min-height: var(--jp-cell-collapser-min-height);\n}\n\/*-----------------------------------------------------------------------------\n| Output\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.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {\n  overflow-y: auto;\n  max-height: 24em;\n  margin-left: var(--jp-private-cell-scrolling-output-offset);\n}\n.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {\n  content: ' ';\n  box-shadow: inset 0 0 6px 2px rgb(0 0 0 \/ 30%);\n  width: 100%;\n  height: 100%;\n  position: sticky;\n  bottom: 0;\n  top: 0;\n  margin-top: -50%;\n  float: left;\n  display: block;\n  pointer-events: none;\n}\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {\n  padding-top: 6px;\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| CodeCell\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| MarkdownCell\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.jp-MarkdownOutput.jp-RenderedHTMLCommon {\n  overflow: auto;\n}\n\/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) *\/\n.jp-collapseHeadingButton {\n  display: none;\n  min-height: var(--jp-cell-collapser-min-height);\n  font-size: var(--jp-code-font-size);\n  position: absolute;\n  right: 0;\n  top: 0;\n  bottom: 0;\n  background-color: transparent;\n  background-size: 25px;\n  background-repeat: no-repeat;\n  background-position-x: center;\n  background-position-y: top;\n  background-image: var(--jp-icon-caret-down);\n  border: none;\n  cursor: pointer;\n}\n.jp-collapseHeadingButton:hover {\n  background-color: var(--jp-layout-color2);\n}\n.jp-collapseHeadingButton.jp-mod-collapsed {\n  background-image: var(--jp-icon-caret-right);\n}\n:is(.jp-MarkdownCell:hover, .jp-mod-active) .jp-collapseHeadingButton {\n  display: flex;\n}\n\/*\n set the container font size to match that of content\n so that the nested collapse buttons have the right size\n*\/\n.jp-MarkdownCell .jp-InputPrompt {\n  font-size: var(--jp-content-font-size1);\n}\n\/*\n  Align collapseHeadingButton with cell top header\n  The font sizes are identical to the ones in packages\/rendermime\/style\/base.css\n*\/\n.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {\n  font-size: var(--jp-content-font-size5);\n  background-position-y: calc(0.3 * var(--jp-content-font-size5));\n}\n.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {\n  font-size: var(--jp-content-font-size4);\n  background-position-y: calc(0.3 * var(--jp-content-font-size4));\n}\n.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {\n  font-size: var(--jp-content-font-size3);\n  background-position-y: calc(0.3 * var(--jp-content-font-size3));\n}\n.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {\n  font-size: var(--jp-content-font-size2);\n  background-position-y: calc(0.3 * var(--jp-content-font-size2));\n}\n.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {\n  font-size: var(--jp-content-font-size1);\n  background-position-y: top;\n}\n.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {\n  font-size: var(--jp-content-font-size0);\n  background-position-y: top;\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.jp-showHiddenCellsButton:hover {\n  background-color: var(--jp-border-color2) !important;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n:root {\n  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;\n}\n\/*-----------------------------------------------------------------------------\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n.jp-NotebookPanel-toolbar {\n  padding: var(--jp-notebook-toolbar-padding);\n}\n.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {\n  border: none;\n  box-shadow: none;\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.jp-Notebook-toolbarCellTypeDropdown span {\n  top: 5px !important;\n}\n.jp-Toolbar-responsive-popup {\n  position: absolute;\n  height: fit-content;\n  display: flex;\n  flex-direction: row;\n  flex-wrap: wrap;\n  justify-content: flex-end;\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: var(--jp-notebook-toolbar-padding);\n  z-index: 1;\n  right: 0px;\n  top: 0px;\n}\n.jp-Toolbar > .jp-Toolbar-responsive-opener {\n  margin-left: auto;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n.jp-Notebook-ExecutionIndicator {\n  position: relative;\n  display: inline-block;\n  height: 100%;\n  z-index: 9997;\n}\n.jp-Notebook-ExecutionIndicator-tooltip {\n  visibility: hidden;\n  height: auto;\n  width: max-content;\n  width: -moz-max-content;\n  background-color: var(--jp-layout-color2);\n  color: var(--jp-ui-font-color1);\n  text-align: justify;\n  border-radius: 6px;\n  padding: 0 5px;\n  position: fixed;\n  display: table;\n}\n.jp-Notebook-ExecutionIndicator-tooltip.up {\n  transform: translateX(-50%) translateY(-100%) translateY(-32px);\n}\n.jp-Notebook-ExecutionIndicator-tooltip.down {\n  transform: translateX(calc(-100% + 16px)) translateY(5px);\n}\n.jp-Notebook-ExecutionIndicator-tooltip.hidden {\n  display: none;\n}\n.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {\n  visibility: visible;\n}\n.jp-Notebook-ExecutionIndicator span {\n  font-size: var(--jp-ui-font-size1);\n  font-family: var(--jp-ui-font-family);\n  color: var(--jp-ui-font-color1);\n  line-height: 24px;\n  display: block;\n}\n.jp-Notebook-ExecutionIndicator-progress-bar {\n  display: flex;\n  justify-content: center;\n  height: 100%;\n}\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\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| Imports\n|----------------------------------------------------------------------------*\/\n\/*-----------------------------------------------------------------------------\n| Notebook\n|----------------------------------------------------------------------------*\/\n.jp-NotebookPanel {\n  display: block;\n  height: 100%;\n}\n.jp-NotebookPanel.jp-Document {\n  min-width: 240px;\n  min-height: 120px;\n}\n.jp-Notebook {\n  padding: var(--jp-notebook-padding);\n  outline: none;\n  overflow: auto;\n  background: var(--jp-layout-color0);\n}\n.jp-Notebook.jp-mod-scrollPastEnd::after {\n  display: block;\n  content: '';\n  min-height: var(--jp-notebook-scroll-padding);\n}\n.jp-MainAreaWidget-ContainStrict .jp-Notebook * {\n  contain: strict;\n}\n.jp-Notebook .jp-Cell {\n  overflow: visible;\n}\n.jp-Notebook .jp-Cell .jp-InputPrompt {\n  cursor: move;\n  float: left;\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\/* Command or edit modes *\/\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.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\/* cell is active *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {\n  background: var(--jp-brand-color1);\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.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {\n  background: var(--jp-warn-color1);\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\/* 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\/* Command mode *\/\n.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {\n  background: var(--jp-notebook-multiselected-color);\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\/* Edit mode *\/\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| Notebook drag and drop\n|----------------------------------------------------------------------------*\/\n.jp-Notebook-cell.jp-mod-dropSource {\n  opacity: 0.5;\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.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.jp-dragImage-singlePrompt {\n  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\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.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.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| Cell toolbar\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.jp-NotebookTools-tool {\n  padding: 0px 12px 0 12px;\n}\n.jp-ActiveCellTool {\n  padding: 12px;\n  background-color: var(--jp-layout-color1);\n  border-top: none !important;\n}\n.jp-ActiveCellTool .jp-InputArea-prompt {\n  flex: 0 0 auto;\n  padding-left: 0px;\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.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {\n  background: transparent;\n}\n.jp-MetadataEditorTool {\n  flex-direction: column;\n  padding: 12px 0px 12px 0px;\n}\n.jp-RankedPanel > :not(:first-child) {\n  margin-top: 12px;\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.jp-KeySelector label,\n.jp-MetadataEditorTool label {\n  line-height: 1.4;\n}\n.jp-NotebookTools .jp-select-wrapper {\n  margin-top: 4px;\n  margin-bottom: 0px;\n}\n.jp-NotebookTools .jp-Collapse {\n  margin-top: 16px;\n}\n\/*-----------------------------------------------------------------------------\n| Presentation Mode (.jp-mod-presentationMode)\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.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| Side-by-side Mode (.jp-mod-sideBySide)\n|----------------------------------------------------------------------------*\/\n:root {\n  --jp-side-by-side-output-size: 1fr;\n  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);\n}\n.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {\n  margin-top: 3em;\n  margin-bottom: 3em;\n  margin-left: 5%;\n  margin-right: 5%;\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {\n  display: grid;\n  grid-template-columns: minmax(0, 1fr) min-content minmax(\n      0,\n      var(--jp-side-by-side-output-size)\n    );\n  grid-template-rows: auto minmax(0, 1fr) auto;\n  grid-template-areas:\n    'header header header'\n    'input handle output'\n    'footer footer footer';\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {\n  grid-template-columns: minmax(0, 1fr) min-content minmax(\n      0,\n      var(--jp-side-by-side-resized-cell)\n    );\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {\n  grid-area: header;\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {\n  grid-area: input;\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {\n  \/* overwrite the default margin (no vertical separation needed in side by side move *\/\n  margin-top: 0;\n  grid-area: output;\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {\n  grid-area: footer;\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {\n  grid-area: handle;\n  user-select: none;\n  display: block;\n  height: 100%;\n  cursor: ew-resize;\n  padding: 0 var(--jp-cell-padding);\n}\n.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {\n  content: '';\n  display: block;\n  background: var(--jp-border-color2);\n  height: 100%;\n  width: 5px;\n}\n.jp-mod-sideBySide.jp-Notebook\n  .jp-CodeCell.jp-mod-resizedCell\n  .jp-CellResizeHandle::after {\n  background: var(--jp-border-color0);\n}\n.jp-CellResizeHandle {\n  display: none;\n}\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n.jp-Cell-Placeholder {\n  padding-left: 55px;\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.jp-Cell-Placeholder-wrapper-inner {\n  padding: 15px;\n  position: relative;\n}\n.jp-Cell-Placeholder-wrapper-body {\n  background-repeat: repeat;\n  background-size: 50% auto;\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.jp-Cell-Placeholder-wrapper-body div {\n  position: absolute;\n  right: 15px;\n  left: 15px;\n  top: 15px;\n}\ndiv.jp-Cell-Placeholder-h1 {\n  top: 20px;\n  height: 20px;\n  left: 15px;\n  width: 150px;\n}\ndiv.jp-Cell-Placeholder-h2 {\n  left: 15px;\n  top: 50px;\n  height: 10px;\n  width: 100px;\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}\ndiv.jp-Cell-Placeholder-content-1 {\n  top: 100px;\n}\ndiv.jp-Cell-Placeholder-content-2 {\n  top: 120px;\n}\ndiv.jp-Cell-Placeholder-content-3 {\n  top: 140px;\n}\n<\/style>\n    <style type=\"text\/css\">\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\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.\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* 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\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: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  --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  \/* Borders\n   *\n   * The following variables, specify the visual styling of borders in JupyterLab.\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-inverse-border-color: var(--md-grey-600);\n  --jp-border-radius: 2px;\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  --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  --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   * Use these font colors against the corresponding main layout colors.\n   * In a light theme, these go from dark to light.\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   * 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  --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  \/* 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  --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  \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n  --jp-content-presentation-font-size1: 17px;\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  \/* 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  --jp-content-link-color: var(--md-blue-700);\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   * Code Fonts\n   *\n   * Code font variables are used for typography of code and other monospaces content.\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  \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n  --jp-code-presentation-font-size: 16px;\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  \/* 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  --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  \/* 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  --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  \/* Brand\/accent *\/\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  --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  \/* State colors (warn, error, success, info) *\/\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  --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  --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  --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  \/* Cell specific styles *\/\n  --jp-cell-padding: 5px;\n  --jp-cell-collapser-width: 8px;\n  --jp-cell-collapser-min-height: 20px;\n  --jp-cell-collapser-not-active-hover-opacity: 0.6;\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  --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  \/* Notebook specific styles *\/\n  --jp-notebook-padding: 10px;\n  --jp-notebook-select-background: var(--jp-layout-color1);\n  --jp-notebook-multiselected-color: var(--md-blue-50);\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  \/* Rendermime styles *\/\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  \/* Dialog specific styles *\/\n  --jp-dialog-background: rgba(0, 0, 0, 0.25);\n  \/* Console specific styles *\/\n  --jp-console-padding: 10px;\n  \/* Toolbar specific styles *\/\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  \/* Statusbar specific styles *\/\n  --jp-statusbar-height: 24px;\n  \/* Input field styles *\/\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-inverse-border-color);\n  --jp-input-active-border-color: var(--jp-brand-color1);\n  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);\n  \/* General editor styles *\/\n  --jp-editor-selected-background: #d9d9d9;\n  --jp-editor-selected-focused-background: #d7d4f0;\n  --jp-editor-cursor-color: var(--jp-ui-font-color0);\n  \/* Code mirror specific styles *\/\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    RTC user specific colors.\n    These colors are used for the cursor, username in the editor,\n    and the icon of the user.\n  *\/\n  --jp-collaborator-color1: #ffad8e;\n  --jp-collaborator-color2: #dac83d;\n  --jp-collaborator-color3: #72dd76;\n  --jp-collaborator-color4: #00e4d0;\n  --jp-collaborator-color5: #45d4ff;\n  --jp-collaborator-color6: #e2b1ff;\n  --jp-collaborator-color7: #ff9de6;\n  \/* Vega extension styles *\/\n  --jp-vega-background: white;\n  \/* Sidebar-related styles *\/\n  --jp-sidebar-min-width: 250px;\n  \/* Search-related styles *\/\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  \/* 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  \/* File or activity icons and switch semantic variables *\/\n  --jp-jupyter-icon-color: #f37626;\n  --jp-notebook-icon-color: #f37626;\n  --jp-json-icon-color: var(--md-orange-700);\n  --jp-console-icon-background-color: var(--md-blue-700);\n  --jp-console-icon-color: white;\n  --jp-terminal-icon-background-color: var(--md-grey-800);\n  --jp-terminal-icon-color: var(--md-grey-200);\n  --jp-text-editor-icon-color: var(--md-grey-700);\n  --jp-inspector-icon-color: var(--md-grey-700);\n  --jp-switch-color: var(--md-grey-400);\n  --jp-switch-true-position-color: var(--md-orange-900);\n}\n<\/style>\n<style type=\"text\/css\">\n\/* Force rendering true colors when outputing to pdf *\/\n* {\n  -webkit-print-color-adjust: exact;\n}\n\/* Misc *\/\na.anchor-link {\n  display: none;\n}\n\/* Input area styling *\/\n.jp-InputArea {\n  overflow: hidden;\n}\n.jp-InputArea-editor {\n  overflow: hidden;\n}\n.CodeMirror.cm-s-jupyter .highlight pre {\n\/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.CodeMirror-line *\/\n  padding: var(--jp-code-padding) 4px;\n  margin: 0;\n  font-family: inherit;\n  font-size: inherit;\n  line-height: inherit;\n  color: inherit;\n}\n.jp-OutputArea-output pre {\n  line-height: inherit;\n  font-family: inherit;\n}\n.jp-RenderedText pre {\n  color: var(--jp-content-font-color1);\n  font-size: var(--jp-code-font-size);\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.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.jp-OutputArea-child {\n  display: table;\n  width: 100%;\n}\n.jp-OutputPrompt {\n  display: table-cell;\n  vertical-align: top;\n  min-width: var(--jp-cell-prompt-width);\n}\nbody[data-format='mobile'] .jp-OutputPrompt {\n  display: table-row;\n}\n.jp-OutputArea-output {\n  display: table-cell;\n  width: 100%;\n}\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n  display: table-row;\n}\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n  width: 100%;\n}\n\/* Hiding the collapser by default *\/\n.jp-Collapser {\n  display: none;\n}\n@page {\n    margin: 0.5in; \/* Margin for each printed piece of paper *\/\n}\n@media print {\n  .jp-Cell-inputWrapper,\n  .jp-Cell-outputWrapper {\n    display: block;\n  }\n  .jp-OutputArea-child {\n    break-inside: avoid-page;\n  }\n}\n<\/style>\n<!-- Load mathjax -->\n    <script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/latest.js?config=TeX-AMS_CHTML-full,Safe\"> <\/script>\n    <!-- MathJax configuration -->\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            MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]);\n        }\n    }\n    init_mathjax();\n    <\/script>\n    <!-- End of mathjax configuration --><\/head>\n<body class=\"jp-Notebook\" data-jp-theme-light=\"true\" data-jp-theme-name=\"JupyterLab Light\">\n<div id=\"cell-id=f915ed6f\" 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=\"Bayesian-Logistic-Regression\">Bayesian Logistic Regression<a class=\"anchor-link\" href=\"#Bayesian-Logistic-Regression\">&#182;<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=b4559697\" 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><a href=\"https:\/\/julialang.kr\/?p=3813\">Bayesian Logisitic Regression \uae30\ucd08<\/a> \ucc38\uc870<\/p>\n<p>\uc774 \uc608\uc5d0\uc11c\ub294 RDatasets \ud328\ud0a4\uc9c0\uc5d0 \uc788\ub294 \ud569\uc131 \ub370\uc774\ud130 \uc9d1\ud569\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucc44\ubb34 \ubd88\uc774\ud589 \uac00\ub2a5\uc131\uc744 \uc608\uce21\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130 \uc9d1\ud569\uc778 Defaults\ub294 R\uc758 ISLR \ud328\ud0a4\uc9c0\uc5d0\uc11c \uac00\uc838\uc628 \uac83\uc73c\ub85c, \ub300\ucd9c\uc790\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/daviddalpiaz.github.io\/r4sl\/logistic-regression.html\">https:\/\/daviddalpiaz.github.io\/r4sl\/logistic-regression.html<\/a><\/p>\n<p><a href=\"https:\/\/www.bijenpatel.com\/guide\/islr\/classification\/\">https:\/\/www.bijenpatel.com\/guide\/islr\/classification\/<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=3d643af0\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">using<\/span> <span class=\"n\">Turing<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">Distributions<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">RDatasets<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">MCMCChains<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">Plots<\/span><span class=\"p\">,<\/span> <span class=\"n\">StatsPlots<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">StatsFuns<\/span><span class=\"o\">:<\/span> <span class=\"n\">logistic<\/span>\n<span class=\"c\"># Functionality for splitting and normalizing the data<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">MLDataUtils<\/span><span class=\"o\">:<\/span> <span class=\"n\">shuffleobs<\/span><span class=\"p\">,<\/span> <span class=\"n\">stratifiedobs<\/span><span class=\"p\">,<\/span> <span class=\"n\">rescale!<\/span>\n<span class=\"k\">using<\/span> <span class=\"n\">KernelDensity<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=d484f5bd\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">using<\/span> <span class=\"n\">Random<\/span>\n<span class=\"n\">Random<\/span><span class=\"o\">.<\/span><span class=\"n\">seed!<\/span><span class=\"p\">(<\/span><span class=\"mi\">1234<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[2]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>TaskLocalRNG()<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=7c03b319\" 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<h2 id=\"Data-Cleaning-&amp;-Setup\">Data Cleaning &amp; Setup<a class=\"anchor-link\" href=\"#Data-Cleaning-&amp;-Setup\">&#182;<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=7153dbae\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"c\"># Import the &quot;Default&quot; dataset.<\/span>\n<span class=\"c\"># R ISLR \ud328\ud0a4\uc9c0\uc5d0\uc11c Default(\ucc44\ubb34\ubd88\uc774\ud589) \ub370\uc774\ud130\ub97c \uac00\uc838\uc628\ub2e4.<\/span>\n<span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">RDatasets<\/span><span class=\"o\">.<\/span><span class=\"n\">dataset<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;ISLR&quot;<\/span><span class=\"p\">,<\/span><span class=\"s\">&quot;Default&quot;<\/span><span class=\"p\">);<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=43e870fd\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"n\">first<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[4]:<\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div><div style = \"float: left;\"><span>5\u00d74 DataFrame<\/span><\/div><div style = \"clear: both;\"><\/div><\/div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row<\/th><th style = \"text-align: left;\">Default<\/th><th style = \"text-align: left;\">Student<\/th><th style = \"text-align: left;\">Balance<\/th><th style = \"text-align: left;\">Income<\/th><\/tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"><\/th><th title = \"CategoricalArrays.CategoricalValue{String, UInt8}\" style = \"text-align: left;\">Cat\u2026<\/th><th title = \"CategoricalArrays.CategoricalValue{String, UInt8}\" style = \"text-align: left;\">Cat\u2026<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><\/tr><\/thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: right;\">729.526<\/td><td style = \"text-align: right;\">44361.6<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: left;\">Yes<\/td><td style = \"text-align: right;\">817.18<\/td><td style = \"text-align: right;\">12106.1<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: right;\">1073.55<\/td><td style = \"text-align: right;\">31767.1<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: right;\">529.251<\/td><td style = \"text-align: right;\">35704.5<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: left;\">No<\/td><td style = \"text-align: right;\">785.656<\/td><td style = \"text-align: right;\">38463.5<\/td><\/tr><\/tbody><\/table><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=8489136a\" 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>\ub300\ubd80\ubd84\uc758 \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc138\uc2a4\ub294 \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\ub294 \ub370 \uc57d\uac04\uc758 \ub178\ub825\uc774 \ud544\uc694\ud558\uba70, \uc774 \uacfc\uc815\ub3c4 \ub2e4\ub974\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. &quot;\uc608&quot; \ub610\ub294 &quot;\uc544\ub2c8\uc624&quot;\ub85c \ud45c\uc2dc\ub418\ub294 <code>Default<\/code> \ubc0f <code>Student<\/code> \uc5f4\uc744 1\uacfc 0\uc73c\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uadf8 \ud6c4\uc5d0\ub294 \uae30\uc874\uc758 \ub2e8\uc5b4 \uae30\ubc18 \uc5f4\uc744 \uc81c\uac70\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=dfc47119\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"c\"># Convert &quot;Default&quot; and &quot;Student&quot; to numeric values<\/span>\n<span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:DefaultNum<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">ifelse<\/span><span class=\"p\">(<\/span><span class=\"n\">r<\/span><span class=\"o\">.<\/span><span class=\"n\">Default<\/span><span class=\"o\">==<\/span><span class=\"s\">&quot;Yes&quot;<\/span><span class=\"p\">,<\/span><span class=\"mf\">1.0<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.0<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">r<\/span> <span class=\"k\">in<\/span> <span class=\"n\">eachrow<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span> <span class=\"p\">]<\/span>\n<span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:StudentNum<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">ifelse<\/span><span class=\"p\">(<\/span><span class=\"n\">r<\/span><span class=\"o\">.<\/span><span class=\"n\">Student<\/span><span class=\"o\">==<\/span><span class=\"s\">&quot;Yes&quot;<\/span><span class=\"p\">,<\/span><span class=\"mf\">1.0<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.0<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">r<\/span> <span class=\"k\">in<\/span> <span class=\"n\">eachrow<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span> <span class=\"p\">]<\/span>\n<span class=\"c\"># Delete the old columns which say &quot;Yes&quot; and &quot;No&quot;<\/span>\n<span class=\"n\">select!<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> <span class=\"n\">Not<\/span><span class=\"p\">([<\/span><span class=\"ss\">:Default<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:Student<\/span><span class=\"p\">]))<\/span>\n<span class=\"c\"># Show the first 5 rows of our edited dataset<\/span>\n<span class=\"n\">first<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[5]:<\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div><div style = \"float: left;\"><span>5\u00d74 DataFrame<\/span><\/div><div style = \"clear: both;\"><\/div><\/div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row<\/th><th style = \"text-align: left;\">Balance<\/th><th style = \"text-align: left;\">Income<\/th><th style = \"text-align: left;\">DefaultNum<\/th><th style = \"text-align: left;\">StudentNum<\/th><\/tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"><\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><\/tr><\/thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1<\/td><td style = \"text-align: right;\">729.526<\/td><td style = \"text-align: right;\">44361.6<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2<\/td><td style = \"text-align: right;\">817.18<\/td><td style = \"text-align: right;\">12106.1<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3<\/td><td style = \"text-align: right;\">1073.55<\/td><td style = \"text-align: right;\">31767.1<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4<\/td><td style = \"text-align: right;\">529.251<\/td><td style = \"text-align: right;\">35704.5<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5<\/td><td style = \"text-align: right;\">785.656<\/td><td style = \"text-align: right;\">38463.5<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><\/tbody><\/table><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=176647c9\" 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>\ud559\uc2b5\uc6a9, \ud14c\uc2a4\ud2b8\uc6a9 \ub370\uc774\ud130 \ubd84\ub9ac<\/strong><br\/>\n\uc815\ub9ac\ub97c \ub9c8\uce5c \ud6c4\uc5d0\ub294 \ub370\uc774\ud130 \uc9d1\ud569\uc744 \ud559\uc2b5 \ubc0f \ud14c\uc2a4\ud2b8 \uc9d1\ud569\uc73c\ub85c \ub098\ub204\uace0 \ub370\uc774\ud130\uc5d0\uc11c \ub808\uc774\ube14\uc744 \ubd84\ub9ac\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c <code>train<\/code>\uacfc <code>test<\/code>\uc758 \ub450 \ubd80\ubd84\uc73c\ub85c \ubd84\ub9ac\ud569\ub2c8\ub2e4. <code>at = 0.05<\/code> \uc778\uc218\ub97c \uc218\uc815\ud558\uc5ec \ub354 \ub192\uc740 \ubd84\ud560 \ube44\uc728(\ub610\ub294 \ub354 \ub0ae\uc740 \ube44\uc728)\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <font color=red>\uc791\uc740 \uc0d8\ud50c \ud06c\uae30\ub85c \ubca0\uc774\uc9c0\uc548 \ucd94\ub860\uc758 \ud798<\/font>\uc744 \ubcf4\uc5ec\uc8fc\uae30 \uc704\ud574 5%\uc758 \uc0d8\ud50c\ub9cc \uc0ac\uc6a9\ud558\ub294 \uac83\uc744 \uac15\uc870\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=706e09c8\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">function<\/span> <span class=\"n\">split_data<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">target<\/span><span class=\"p\">;<\/span> <span class=\"n\">at<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.70<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">shuffled<\/span> <span class=\"o\">=<\/span> <span class=\"n\">shuffle<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">trainset<\/span><span class=\"p\">,<\/span> <span class=\"n\">testset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">stratifiedobs<\/span><span class=\"p\">(<\/span><span class=\"n\">row<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">row<\/span><span class=\"p\">[<\/span><span class=\"n\">target<\/span><span class=\"p\">],<\/span> <span class=\"n\">shuffled<\/span><span class=\"p\">;<\/span> <span class=\"n\">p<\/span><span class=\"o\">=<\/span><span class=\"n\">at<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">end<\/span>\n<span class=\"n\">target<\/span> <span class=\"o\">=<\/span> <span class=\"ss\">:DefaultNum<\/span>\n<span class=\"c\"># \ud559\uc2b5, \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b \ubd84\ub9ac<\/span>\n<span class=\"n\">trainset<\/span><span class=\"p\">,<\/span> <span class=\"n\">testset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">split_data<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">,<\/span> <span class=\"n\">target<\/span><span class=\"p\">;<\/span> <span class=\"n\">at<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.05<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">first<\/span><span class=\"p\">(<\/span><span class=\"n\">trainset<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<span class=\"n\">first<\/span><span class=\"p\">(<\/span><span class=\"n\">testset<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output \" data-mime-type=\"text\/html\">\n<div><div style = \"float: left;\"><span>5\u00d74 DataFrame<\/span><\/div><div style = \"clear: both;\"><\/div><\/div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row<\/th><th style = \"text-align: left;\">Balance<\/th><th style = \"text-align: left;\">Income<\/th><th style = \"text-align: left;\">DefaultNum<\/th><th style = \"text-align: left;\">StudentNum<\/th><\/tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"><\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><\/tr><\/thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1<\/td><td style = \"text-align: right;\">705.93<\/td><td style = \"text-align: right;\">19891.3<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2<\/td><td style = \"text-align: right;\">1738.11<\/td><td style = \"text-align: right;\">38821.6<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3<\/td><td style = \"text-align: right;\">107.707<\/td><td style = \"text-align: right;\">42200.0<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4<\/td><td style = \"text-align: right;\">865.566<\/td><td style = \"text-align: right;\">16643.2<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5<\/td><td style = \"text-align: right;\">1168.87<\/td><td style = \"text-align: right;\">18113.3<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><\/tbody><\/table><\/div>\n<\/div>\n<\/div>\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output \" data-mime-type=\"text\/html\">\n<div><div style = \"float: left;\"><span>5\u00d74 DataFrame<\/span><\/div><div style = \"clear: both;\"><\/div><\/div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row<\/th><th style = \"text-align: left;\">Balance<\/th><th style = \"text-align: left;\">Income<\/th><th style = \"text-align: left;\">DefaultNum<\/th><th style = \"text-align: left;\">StudentNum<\/th><\/tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"><\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><\/tr><\/thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1<\/td><td style = \"text-align: right;\">282.91<\/td><td style = \"text-align: right;\">35445.9<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2<\/td><td style = \"text-align: right;\">262.599<\/td><td style = \"text-align: right;\">48762.3<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">39576.4<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4<\/td><td style = \"text-align: right;\">692.156<\/td><td style = \"text-align: right;\">39199.4<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5<\/td><td style = \"text-align: right;\">1203.74<\/td><td style = \"text-align: right;\">40969.1<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><\/tbody><\/table><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=2caf5c53\" 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>\uc815\uaddc\ud654<\/strong> <br\/>\n\uac01 \uc5f4\uc5d0\uc11c \ud3c9\uade0\uc744 \ube7c\uace0 \ud45c\uc900 \ud3b8\ucc28\ub85c \ub098\ub204\uc5b4 0\uc744 \uc911\uc2ec\uc73c\ub85c \ubcc0\uc218\uc758 \ud06c\uae30\ub97c \ub2e4\uc2dc \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uac00 \uc5c6\uc73c\uba74 \ud29c\ub9c1\uc758 \uc0d8\ud50c\ub7ec\ub294 \ub9e4\uac1c\ubcc0\uc218 \ucd94\uc815\uce58 \uac80\uc0c9\uc744 \uc2dc\uc791\ud560 \uc704\uce58\ub97c \ucc3e\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc744 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uad00\ucc30\uc744 \uc190\uc27d\uac8c \uc11e\uace0 \uacc4\uce35\ud654\ub41c \ubd84\ud560\uc744 \uc218\ud589\ud558\uc5ec \ub300\ud45c\uc801\uc778 \ud14c\uc2a4\ud2b8 \uc9d1\ud569\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 <code>MLDataUtils<\/code>\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=39a9c8c3\" 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>rescale!<\/strong> function \uc124\uba85 <br\/>\n\uc608) rescale!(trainset[!, feature]; obsdim=1)<\/p>\n<p>\uccab \ubc88\uc9f8 \uc778\uc790: trainset[!, feature]\ub294 trainset \ub370\uc774\ud130 \ud504\ub808\uc784\uc5d0\uc11c feature \uc5f4(\ud2b9\uc9d5)\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. !\ub294 \ubaa8\ub4e0 \ud589\uc744 \uc120\ud0dd\ud558\ub77c\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4.<\/p>\n<p>obsdim: \uc774 \ub9e4\uac1c\ubcc0\uc218\ub294 \uad00\ucc30\uce58\uc758 \ucc28\uc6d0\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c, obsdim=1\uc740 \ud589\uc744 \uad00\ucc30\uce58\ub85c \ucde8\uae09\ud558\uace0 \uac01 \ud589\ub9c8\ub2e4 \uc2a4\ucf00\uc77c\ub9c1\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4. \ubc18\uba74, obsdim=2\ub294 \uc5f4\uc744 \uad00\ucc30\uce58\ub85c \ucde8\uae09\ud558\uace0 \uac01 \uc5f4\ub9c8\ub2e4 \uc2a4\ucf00\uc77c\ub9c1\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>rescale! \ud568\uc218\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc778\ud50c\ub808\uc774\uc2a4\ub85c \ubcc0\uacbd\ud558\uba70, \uc774\ub294 \uc6d0\ub798\uc758 \ub370\uc774\ud130\ub97c \ubcc0\uacbd\ud55c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4 (! \uae30\ud638\uac00 \ud568\uc218 \uc774\ub984\uc758 \ub05d\uc5d0 \ubd99\uc5b4\uc788\uae30 \ub54c\ubb38\uc5d0). \ud568\uc218\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c 0\uacfc 1 \uc0ac\uc774\uc758 \uac12\uc73c\ub85c \uc2a4\ucf00\uc77c\ub9c1\ud569\ub2c8\ub2e4.<\/p>\n<p>rescale \ud568\uc218\ub294 zscore\ub97c \ub9cc\ub4e4\uace0 \uadf8 \ub54c \uc0ac\uc6a9\ub41c \ud3c9\uade0\uacfc \ud45c\uc900\ud3b8\ucc28\ub97c \ub9ac\ud134\ud55c\ub2e4.\n$$\n\\mu_{\\text{trainset}} = mean(\\text{trainset})\\\\\n\\sigma_{\\text{trainset}}= std(\\text{trainset})\\\\\nzscore_{\\text{trainset}} = \\frac{\\text{trainset} &#8211; \\mu_{\\text{trainset}}}{\\sigma_{\\text{trainset}}}\\\\\n\\;\\\\\n\\;\\\\\nzscore_{\\text{testset}} = \\frac{\\text{testset} &#8211; \\mu_{\\text{trainset}}}{\\sigma_{\\text{trainset}}}\n$$<\/p>\n<p><strong><font color=red>\uc911\uc694\uc0ac\ud56d<\/font><\/strong><\/p>\n<p><font color=red>\uc815\uaddc\ud654 \uc989 zscore \uacc4\uc0b0\uc2dc\uc5d0 testset\uc5d0 \uc801\uc6a9\ud558\ub294 \ud3c9\uade0\uacfc \ud45c\uc900\ud3b8\ucc28\ub294 trainset\uc5d0\uc11c \uc0ac\uc6a9\ud55c \ud3c9\uade0\uacfc \ud45c\uc900\ud3b8\ucc28\ub97c \uc0ac\uc6a9\ud574\uc57c \ud55c\ub2e4. \ub3d9\uc77c\ud55c \uc815\uaddc\ud654 \uc801\uc6a9<\/font><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=1e146662\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"n\">numerics<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"ss\">:Balance<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:Income<\/span><span class=\"p\">]<\/span>\n<span class=\"c\"># \uc815\uaddc\ud654 (Normalize)<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">feature<\/span> <span class=\"k\">in<\/span> <span class=\"n\">numerics<\/span>\n    <span class=\"c\"># trainset\uc744 \uc815\uaddc\ud654(zscore)\ud654 \ud558\uace0<\/span>\n    <span class=\"c\"># \uc774 \ub54c \uc0ac\uc6a9\ub41c \ud3c9\uade0\uacfc \ud45c\uc900\ud3b8\ucc28\ub97c \uac00\uc838\uc628\ub2e4<\/span>\n    <span class=\"n\">\u03bc<\/span><span class=\"p\">,<\/span> <span class=\"n\">\u03c3<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rescale!<\/span><span class=\"p\">(<\/span><span class=\"n\">trainset<\/span><span class=\"p\">[<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span> <span class=\"n\">feature<\/span><span class=\"p\">];<\/span> <span class=\"n\">obsdim<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># trainset\uc5d0\uc11c \uc0ac\uc6a9\ud55c \u03bc, \u03c3\ub97c \uc0ac\uc6a9\ud558\uc5ec testset\uc744 \uc815\uaddc\ud654 \ud55c\ub2e4.<\/span>\n    <span class=\"n\">rescale!<\/span><span class=\"p\">(<\/span><span class=\"n\">testset<\/span><span class=\"p\">[<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span> <span class=\"n\">feature<\/span><span class=\"p\">],<\/span> <span class=\"n\">\u03bc<\/span><span class=\"p\">,<\/span><span class=\"n\">\u03c3<\/span><span class=\"p\">;<\/span> <span class=\"n\">obsdim<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">end<\/span>\n<span class=\"n\">first<\/span><span class=\"p\">(<\/span><span class=\"n\">trainset<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<span class=\"n\">first<\/span><span class=\"p\">(<\/span><span class=\"n\">testset<\/span><span class=\"p\">,<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output \" data-mime-type=\"text\/html\">\n<div><div style = \"float: left;\"><span>5\u00d74 DataFrame<\/span><\/div><div style = \"clear: both;\"><\/div><\/div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row<\/th><th style = \"text-align: left;\">Balance<\/th><th style = \"text-align: left;\">Income<\/th><th style = \"text-align: left;\">DefaultNum<\/th><th style = \"text-align: left;\">StudentNum<\/th><\/tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"><\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><\/tr><\/thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1<\/td><td style = \"text-align: right;\">-0.290317<\/td><td style = \"text-align: right;\">-1.07397<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2<\/td><td style = \"text-align: right;\">1.72611<\/td><td style = \"text-align: right;\">0.396591<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3<\/td><td style = \"text-align: right;\">-1.45898<\/td><td style = \"text-align: right;\">0.65903<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4<\/td><td style = \"text-align: right;\">0.0215398<\/td><td style = \"text-align: right;\">-1.32629<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5<\/td><td style = \"text-align: right;\">0.614059<\/td><td style = \"text-align: right;\">-1.21208<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">1.0<\/td><\/tr><\/tbody><\/table><\/div>\n<\/div>\n<\/div>\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output \" data-mime-type=\"text\/html\">\n<div><div style = \"float: left;\"><span>5\u00d74 DataFrame<\/span><\/div><div style = \"clear: both;\"><\/div><\/div><div class = \"data-frame\" style = \"overflow-x: scroll;\"><table class = \"data-frame\" style = \"margin-bottom: 6px;\"><thead><tr class = \"header\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">Row<\/th><th style = \"text-align: left;\">Balance<\/th><th style = \"text-align: left;\">Income<\/th><th style = \"text-align: left;\">DefaultNum<\/th><th style = \"text-align: left;\">StudentNum<\/th><\/tr><tr class = \"subheader headerLastRow\"><th class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\"><\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><th title = \"Float64\" style = \"text-align: left;\">Float64<\/th><\/tr><\/thead><tbody><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">1<\/td><td style = \"text-align: right;\">-1.11671<\/td><td style = \"text-align: right;\">0.134357<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">2<\/td><td style = \"text-align: right;\">-1.15639<\/td><td style = \"text-align: right;\">1.16881<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">3<\/td><td style = \"text-align: right;\">-1.66939<\/td><td style = \"text-align: right;\">0.455227<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">4<\/td><td style = \"text-align: right;\">-0.317225<\/td><td style = \"text-align: right;\">0.425942<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><tr><td class = \"rowNumber\" style = \"font-weight: bold; text-align: right;\">5<\/td><td style = \"text-align: right;\">0.682175<\/td><td style = \"text-align: right;\">0.563412<\/td><td style = \"text-align: right;\">0.0<\/td><td style = \"text-align: right;\">0.0<\/td><\/tr><\/tbody><\/table><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=b28dab23\" 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>Turing\uc5d0 \uc0ac\uc6a9\ud560 \ub370\uc774\ud130 \ud3ec\uba67\uc73c\ub85c \ubcc0\uacbd<\/strong><\/p>\n<p>Turing\uc740 DataFrame\ud3ec\ub9f7\uc758 \ub370\uc774\ud130\uac00 \uc544\ub2cc Matrix \ud3ec\ub9f7\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud55c\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=2a5d9da3\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"n\">features<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"ss\">:StudentNum<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:Balance<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:Income<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">train<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">trainset<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span> <span class=\"n\">features<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">test<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Matrix<\/span><span class=\"p\">(<\/span><span class=\"n\">testset<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span> <span class=\"n\">features<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">train_label<\/span> <span class=\"o\">=<\/span> <span class=\"n\">trainset<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span> <span class=\"n\">target<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">test_label<\/span> <span class=\"o\">=<\/span> <span class=\"n\">testset<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span><span class=\"n\">target<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">train<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output \" data-mime-type=\"text\/plain\">\n<pre>500\u00d73 Matrix{Float64}:\n 1.0  -0.290317   -1.07397\n 0.0   1.72611     0.396591\n 0.0  -1.45898     0.65903\n 1.0   0.0215398  -1.32629\n 1.0   0.614059   -1.21208\n 0.0   1.68151     2.05248\n 0.0   1.28278     0.169574\n 0.0  -1.23139     1.35815\n 0.0  -0.201578   -0.50778\n 1.0  -0.503496   -1.26771\n 0.0   0.952375    1.37702\n 0.0   1.01372     1.19518\n 1.0   1.203      -1.09293\n \u22ee                \n 0.0   0.556818    0.205647\n 0.0   0.333643    0.813972\n 0.0   0.123881   -0.181476\n 1.0   0.07578    -1.69431\n 1.0   2.96144    -0.73522\n 0.0  -1.66939     0.688382\n 1.0   2.12257    -1.47288\n 0.0   0.292346    0.265388\n 0.0  -0.0250153   0.334578\n 0.0  -1.314       0.311422\n 0.0  -0.780992    0.920992\n 0.0  -0.0211741   1.33423<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=33056a1c\" 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<h2 id=\"Model-Declaration\">Model Declaration<a class=\"anchor-link\" href=\"#Model-Declaration\">&#182;<\/a><\/h2><p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c \ubaa8\ub378\uc744 \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><code>logistic_regression<\/code>\uc740 \ub124 \uac1c\uc758 \uc778\uc218\ub97c \ubc1b\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><code>x<\/code>\ub294 \ub3c5\ub9bd \ubcc0\uc218 \uc9d1\ud569\uc785\ub2c8\ub2e4;<\/li>\n<li><code>y<\/code>\ub294 \uc608\uce21\ud558\uace0\uc790 \ud558\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4;<\/li>\n<li><code>n<\/code>\uc740 \uc6b0\ub9ac\uac00 \uac00\uc9c4 \uad00\ucc30 \ub370\uc774\ud130\uc758 \uc218\uc785\ub2c8\ub2e4.<\/li>\n<li><code>\u03c3<\/code>\ub294 \uc120\ud5d8\uc801 \uacbd\ud5d8\uc73c\ub85c \uac00\uc815\ud558\ub824\ub294 \ud45c\uc900 \ud3b8\ucc28\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\ubaa8\ub378 \ub0b4\uc5d0\uc11c 4\uac1c\uc758 \uacc4\uc218(<code>intercept<\/code>, <code>student<\/code>, <code>balance<\/code>, <code>income<\/code>)\ub97c \uc0dd\uc131\ud558\uace0 \uc0ac\uc804\ubd84\ud3ec\ub85c \uac01\uac01 \ud3c9\uade0\uc774 0\uc774\uace0 \ud45c\uc900 \ud3b8\ucc28\uac00 <code>\u03c3<\/code>\uc778 \uc815\uaddc\ubd84\ud3ec\ub97c \ub530\ub978\ub2e4\uace0 \uac00\uc815 . \uc774 \ub124 \uac00\uc9c0 \uacc4\uc218\uc758 \uac12\uc744 \ucc3e\uc544 \uc8fc\uc5b4\uc9c4 <code>y<\/code>\ub97c \uc608\uce21\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p><code>for<\/code> \ube14\ub85d\uc740 \ub85c\uc9c0\uc2a4\ud2f1 \ud568\uc218\uc778 \ubcc0\uc218 <code>v<\/code>\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc2e4\uc81c \ub808\uc774\ube14\uc778 <code>y[i]<\/code>\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c <code>p<\/code>\ub97c \uacc4\uc0b0\ud558\uc5ec \ub808\uc774\ube14\uc774 <code>y[i]<\/code>\uc77c \ud655\ub960\uc744 \uacc4\uc0b0\ud55c\ub2e4.<\/p>\n<ul>\n<li>$\\beta_0$ : <code>intercept<\/code><\/li>\n<li>$\\beta_1$ : <code>student<\/code><\/li>\n<li>$\\beta_2$ : <code>balance<\/code><\/li>\n<li>$\\beta_3$ : <code>income<\/code><\/li>\n<li>$i$ : i\ubc88\uc9f8 \ub370\uc774\ud130<\/li>\n<li>$\\hat{y}_i$ : i\ubc88\uc9f8 \ub370\uc774\ud130\uc758 \ub808\uc774\ube14\uc774 $y_i$\uc77c \ud655\ub960, <code>p<\/code><\/li>\n<\/ul>\n<p>$\nz_i = \\beta_0 + \\beta_1 x_{i,1} + \\beta_2 x_{i,2} + \\beta_3 x_{i,3}\\\\\n\\hat{y}_i = \\frac{1}{1+exp(-z_i)}\n$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=f26100f7\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"c\"># Bayesian logistic regression (LR)<\/span>\n<span class=\"nd\">@model<\/span> <span class=\"k\">function<\/span> <span class=\"n\">logistic_regression<\/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\">n<\/span><span class=\"p\">,<\/span><span class=\"n\">\u03c3<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># prior<\/span>\n    <span class=\"n\">intercept<\/span> <span class=\"o\">~<\/span> <span class=\"n\">Normal<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">\u03c3<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">student<\/span> <span class=\"o\">~<\/span> <span class=\"n\">Normal<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">\u03c3<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">balance<\/span> <span class=\"o\">~<\/span> <span class=\"n\">Normal<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">\u03c3<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">income<\/span> <span class=\"o\">~<\/span> <span class=\"n\">Normal<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"n\">\u03c3<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"k\">in<\/span> <span class=\"mi\">1<\/span><span class=\"o\">:<\/span><span class=\"n\">n<\/span>\n        <span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logistic<\/span><span class=\"p\">(<\/span><span class=\"n\">intercept<\/span> <span class=\"o\">+<\/span> <span class=\"n\">student<\/span><span class=\"o\">*<\/span><span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"n\">balance<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"mi\">2<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"n\">income<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">])<\/span>\n        <span class=\"n\">y<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span> <span class=\"o\">~<\/span> <span class=\"n\">Bernoulli<\/span><span class=\"p\">(<\/span><span class=\"n\">p<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">end<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[9]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>logistic_regression (generic function with 2 methods)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=05dd5989\" 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<h2 id=\"Sampling\">Sampling<a class=\"anchor-link\" href=\"#Sampling\">&#182;<\/a><\/h2><p>\uc774\uc81c \uc0d8\ud50c\ub7ec\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88\uc5d0\ub294 NUTS\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\ud6c4\ubd84\ud3ec\uc5d0\uc11c \uc0d8\ud50c\ub9c1\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=e94f5f7b\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"c\"># Retrieve the number of observations.<\/span>\n<span class=\"n\">n<\/span><span class=\"p\">,<\/span><span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">size<\/span><span class=\"p\">(<\/span><span class=\"n\">train<\/span><span class=\"p\">)<\/span>\n<span class=\"c\"># Sample using NUTS.<\/span>\n<span class=\"n\">m<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logistic_regression<\/span><span class=\"p\">(<\/span><span class=\"n\">train<\/span><span class=\"p\">,<\/span><span class=\"n\">train_label<\/span><span class=\"p\">,<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"c\"># 3\uac1c\uc758 chain\uc744 \uc0dd\uc131<\/span>\n<span class=\"n\">chains<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sample<\/span><span class=\"p\">(<\/span><span class=\"n\">m<\/span><span class=\"p\">,<\/span> <span class=\"n\">NUTS<\/span><span class=\"p\">(),<\/span> <span class=\"n\">MCMCThreads<\/span><span class=\"p\">(),<\/span> <span class=\"mi\">1_500<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"application\/vnd.jupyter.stderr\">\n<pre><span class=\"ansi-cyan-intense-fg ansi-bold\">\u250c <\/span><span class=\"ansi-cyan-intense-fg ansi-bold\">Info: <\/span>Found initial step size\n<span class=\"ansi-cyan-intense-fg ansi-bold\">\u2514 <\/span>  \u03f5 = 0.4\n<span class=\"ansi-cyan-intense-fg ansi-bold\">\u250c <\/span><span class=\"ansi-cyan-intense-fg ansi-bold\">Info: <\/span>Found initial step size\n<span class=\"ansi-cyan-intense-fg ansi-bold\">\u2514 <\/span>  \u03f5 = 0.4\n<span class=\"ansi-cyan-intense-fg ansi-bold\">\u250c <\/span><span class=\"ansi-cyan-intense-fg ansi-bold\">Info: <\/span>Found initial step size\n<span class=\"ansi-cyan-intense-fg ansi-bold\">\u2514 <\/span>  \u03f5 = 0.4\n<\/pre>\n<\/div>\n<\/div>\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[10]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Chains MCMC chain (1500\u00d716\u00d73 Array{Float64, 3}):\nIterations        = 751:1:2250\nNumber of chains  = 3\nSamples per chain = 1500\nWall duration     = 14.81 seconds\nCompute duration  = 44.02 seconds\nparameters        = intercept, student, balance, income\ninternals         = lp, n_steps, is_accept, acceptance_rate, log_density, hamiltonian_energy, hamiltonian_energy_error, max_hamiltonian_energy_error, tree_depth, numerical_error, step_size, nom_step_size\nSummary Statistics\n <span class=\"ansi-bold\"> parameters <\/span> <span class=\"ansi-bold\">    mean <\/span> <span class=\"ansi-bold\">     std <\/span> <span class=\"ansi-bold\">    mcse <\/span> <span class=\"ansi-bold\">  ess_bulk <\/span> <span class=\"ansi-bold\">  ess_tail <\/span> <span class=\"ansi-bold\">    rhat <\/span>  \u22ef\n <span class=\"ansi-black-intense-fg\">     Symbol <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\">   Float64 <\/span> <span class=\"ansi-black-intense-fg\">   Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span>  \u22ef\n   intercept   -4.4444    0.4241    0.0088   2378.9996   2346.6717    1.0013   \u22ef\n     student    0.0777    0.6449    0.0136   2275.4180   2462.2562    1.0004   \u22ef\n     balance    1.7781    0.2978    0.0064   2207.9511   2174.0305    1.0013   \u22ef\n      income    0.0860    0.3172    0.0062   2651.0232   2863.7982    1.0002   \u22ef\n<span class=\"ansi-cyan-fg\">                                                                1 column omitted<\/span>\nQuantiles\n <span class=\"ansi-bold\"> parameters <\/span> <span class=\"ansi-bold\">    2.5% <\/span> <span class=\"ansi-bold\">   25.0% <\/span> <span class=\"ansi-bold\">   50.0% <\/span> <span class=\"ansi-bold\">   75.0% <\/span> <span class=\"ansi-bold\">   97.5% <\/span>\n <span class=\"ansi-black-intense-fg\">     Symbol <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span>\n   intercept   -5.3339   -4.7181   -4.4209   -4.1511   -3.6788\n     student   -1.2055   -0.3534    0.0876    0.4956    1.3324\n     balance    1.2019    1.5822    1.7677    1.9732    2.3863\n      income   -0.5490   -0.1236    0.0917    0.3087    0.6845\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=31079cb6\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"n\">mean_params<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"nd\">@assert<\/span> <span class=\"n\">mean_params<\/span><span class=\"p\">[<\/span><span class=\"ss\">:student<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:mean<\/span><span class=\"p\">]<\/span> <span class=\"o\">&lt;<\/span> <span class=\"mf\">0.1<\/span>\n    <span class=\"nd\">@assert<\/span> <span class=\"n\">mean_params<\/span><span class=\"p\">[<\/span><span class=\"ss\">:balance<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:mean<\/span><span class=\"p\">]<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">1<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=4688cef7\" 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>\uc5ec\ub7ec \uccb4\uc778\uc744 \uc2e4\ud589\ud588\uc73c\ubbc0\ub85c \uac01 \uccb4\uc778\uc774 \ube44\uc2b7\ud55c \uc9c0\uc810\uc744 \uc911\uc2ec\uc73c\ub85c \uc218\ub834\ud558\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 \uc2a4\ud31f \uccb4\ud06c\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=b446e563\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[12]:<\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"1000\" height=\"1000\" viewBox=\"0 0 4000 4000\">\n<defs>\n  <clipPath id=\"clip670\">\n    <rect x=\"0\" y=\"0\" width=\"4000\" height=\"4000\"\/>\n  <\/clipPath>\n<\/defs>\n<path clip-path=\"url(#clip670)\" d=\"M0 4000 L4000 4000 L4000 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"\/>\n<defs>\n  <clipPath id=\"clip671\">\n    <rect x=\"800\" y=\"400\" width=\"2801\" height=\"2801\"\/>\n  <\/clipPath>\n<\/defs>\n<path clip-path=\"url(#clip670)\" d=\"M296.964 758.14 L1971.42 758.14 L1971.42 153.712 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545.635,1488.85 546.688,1476.56 547.742,1411.19 548.796,1457.56 549.85,1450.82 550.904,1456.13 551.957,1589.63 553.011,1543.84 554.065,1583.2 555.119,1476.75 556.173,1426.62 557.227,1443.81 558.28,1329.26 559.334,1329.26 560.388,1426.86 561.442,1422.68 562.496,1547.34 563.55,1337.19 564.603,1436.75 565.657,1393.67 566.711,1493.46 567.765,1453.15 568.819,1462.02 569.872,1454.85 570.926,1467.65 571.98,1479.45 573.034,1382.04 574.088,1310.55 575.142,1380.76 576.195,1458.72 577.249,1455.99 578.303,1507.14 579.357,1484.54 580.411,1419.27 581.464,1314.87 582.518,1483.21 583.572,1493.72 584.626,1438.34 585.68,1457.39 586.734,1428.45 587.787,1524.2 588.841,1510.26 589.895,1486.76 590.949,1551.45 592.003,1408.25 593.057,1412.45 594.11,1439.14 595.164,1380.28 596.218,1341.32 597.272,1394.56 598.326,1455.34 599.379,1407.22 600.433,1504.43 601.487,1462.06 602.541,1404.58 603.595,1393.31 604.649,1532.05 605.702,1563.56 606.756,1380.12 607.81,1502.78 608.864,1281.53 609.918,1444.64 610.972,1427.81 612.025,1451.05 613.079,1359.82 614.133,1493.09 615.187,1436.81 616.241,1392.64 617.294,1546.02 618.348,1434.06 619.402,1427.1 620.456,1331.43 621.51,1308.64 622.564,1441.67 623.617,1404.66 624.671,1478.61 625.725,1460.64 626.779,1466.06 627.833,1458.53 628.887,1477.66 629.94,1470.54 630.994,1470.82 632.048,1405.69 633.102,1375.72 634.156,1352.37 635.209,1255.33 636.263,1338.01 637.317,1391.49 638.371,1455.64 639.425,1442.26 640.479,1421.59 641.532,1520.91 642.586,1513.87 643.64,1490.69 644.694,1362.79 645.748,1404.3 646.801,1419.03 647.855,1409.11 648.909,1338.29 649.963,1368.79 651.017,1580.88 652.071,1545.06 653.124,1443.98 654.178,1414.23 655.232,1368.08 656.286,1466.48 657.34,1377.42 658.394,1456.43 659.447,1408.68 660.501,1441.25 661.555,1499.31 662.609,1526.71 663.663,1312.3 664.716,1346.64 665.77,1429.16 666.824,1443.04 667.878,1446.28 668.932,1507.5 669.986,1402.64 671.039,1392.97 672.093,1540.54 673.147,1587.72 674.201,1604.85 675.255,1517.72 676.309,1573.22 677.362,1388.84 678.416,1530.11 679.47,1403.1 680.524,1490.09 681.578,1400.06 682.631,1434.92 683.685,1390.93 684.739,1382.11 685.793,1344 686.847,1418.5 687.901,1478.23 688.954,1442.49 690.008,1385.88 691.062,1487.18 692.116,1494.23 693.17,1520.58 694.224,1447.69 695.277,1456.07 696.331,1404.78 697.385,1485.75 698.439,1620.41 699.493,1409.61 700.546,1437.86 701.6,1475.47 702.654,1370.52 703.708,1333.7 704.762,1511.97 705.816,1548.75 706.869,1597.97 707.923,1327.43 708.977,1446.45 710.031,1395.14 711.085,1399.8 712.138,1467.2 713.192,1417.13 714.246,1428.28 715.3,1357.88 716.354,1378.93 717.408,1504.05 718.461,1427.39 719.515,1406.19 720.569,1407.99 721.623,1459.97 722.677,1648.08 723.731,1635.75 724.784,1291.01 725.838,1281.77 726.892,1330.02 727.946,1379.07 729,1379.07 730.053,1383.76 731.107,1492.8 732.161,1315.49 733.215,1294.39 734.269,1264.49 735.323,1414.41 736.376,1448.73 737.43,1442.01 738.484,1378.59 739.538,1371.56 740.592,1500.69 741.646,1445.2 742.699,1391.95 743.753,1390.84 744.807,1416.81 745.861,1444.52 746.915,1475.3 747.968,1496.75 749.022,1560.69 750.076,1471.71 751.13,1521.29 752.184,1409.11 753.238,1349.37 754.291,1343.87 755.345,1578.89 756.399,1358.67 757.453,1428.31 758.507,1469.57 759.561,1412.67 760.614,1535.66 761.668,1470.53 762.722,1458.04 763.776,1274.1 764.83,1553 765.883,1288.51 766.937,1266.27 767.991,1579.17 769.045,1583.01 770.099,1346.01 771.153,1394.57 772.206,1543.54 773.26,1352.06 774.314,1481.51 775.368,1454.93 776.422,1343.54 777.475,1439.99 778.529,1419.84 779.583,1419.84 780.637,1472.52 781.691,1456.94 782.745,1458.03 783.798,1450 784.852,1466.74 785.906,1437.89 786.96,1445.47 788.014,1355.72 789.068,1361.04 790.121,1346.06 791.175,1368.07 792.229,1302.35 793.283,1541.08 794.337,1611.96 795.39,1341.17 796.444,1445.34 797.498,1458.44 798.552,1447.97 799.606,1430.02 800.66,1450.23 801.713,1557.38 802.767,1542.96 803.821,1353.76 804.875,1346.63 805.929,1339.86 806.983,1507.06 808.036,1535.73 809.09,1412 810.144,1412.57 811.198,1485.9 812.252,1437.19 813.305,1470.85 814.359,1428.14 815.413,1407.71 816.467,1407.71 817.521,1460.72 818.575,1438.87 819.628,1363.21 820.682,1417.17 821.736,1405.37 822.79,1516.56 823.844,1494.33 824.897,1460.97 825.951,1349.55 827.005,1469.53 828.059,1510.54 829.113,1497.83 830.167,1576.98 831.22,1519.8 832.274,1421.42 833.328,1403.03 834.382,1501.9 835.436,1503.22 836.49,1409.68 837.543,1505.68 838.597,1525.35 839.651,1284.15 840.705,1528.78 841.759,1358.05 842.812,1418.22 843.866,1364.8 844.92,1364.8 845.974,1530.18 847.028,1431.94 848.082,1435.55 849.135,1403.33 850.189,1449.41 851.243,1507.28 852.297,1535.86 853.351,1543.11 854.405,1450.11 855.458,1373.4 856.512,1544.28 857.566,1544.25 858.62,1600.72 859.674,1461.72 860.727,1463.16 861.781,1441.32 862.835,1419.93 863.889,1396.86 864.943,1536.24 865.997,1531.26 867.05,1475.29 868.104,1470.6 869.158,1622.35 870.212,1459.11 871.266,1611.71 872.32,1547.98 873.373,1423.02 874.427,1475.11 875.481,1366.01 876.535,1500.12 877.589,1408.87 878.642,1510.72 879.696,1439.9 880.75,1425.8 881.804,1466.51 882.858,1475.58 883.912,1400.91 884.965,1431.43 886.019,1333.91 887.073,1401.64 888.127,1417.67 889.181,1414.29 890.234,1277.55 891.288,1490.43 892.342,1506.91 893.396,1470.8 894.45,1404.35 895.504,1466.69 896.557,1656.07 897.611,1226.02 898.665,1322.18 899.719,1276.61 900.773,1276.61 901.827,1276.61 902.88,1296.14 903.934,1572.91 904.988,1474.56 906.042,1308.68 907.096,1444.14 908.149,1461.92 909.203,1418.61 910.257,1333.4 911.311,1596.47 912.365,1353.32 913.419,1336.93 914.472,1321.86 915.526,1501.35 916.58,1350.3 917.634,1452.38 918.688,1276.27 919.742,1376.04 920.795,1337.85 921.849,1335.41 922.903,1448.97 923.957,1473.8 925.011,1374.1 926.064,1411.48 927.118,1339.97 928.172,1510.17 929.226,1568.28 930.28,1566.69 931.334,1574.89 932.387,1518.49 933.441,1440.49 934.495,1392.87 935.549,1397.9 936.603,1399.43 937.657,1331.46 938.71,1349.04 939.764,1389.03 940.818,1531.96 941.872,1476.31 942.926,1444.93 943.979,1369.09 945.033,1463.68 946.087,1512.24 947.141,1508.49 948.195,1505.94 949.249,1470.13 950.302,1531.35 951.356,1565.41 952.41,1533.87 953.464,1500.01 954.518,1430.67 955.571,1436.6 956.625,1351.37 957.679,1402.33 958.733,1521.18 959.787,1530.78 960.841,1442.75 961.894,1442.75 962.948,1459.25 964.002,1406.75 965.056,1480.86 966.11,1565.29 967.164,1513.2 968.217,1475.02 969.271,1502.73 970.325,1498.43 971.379,1443.5 972.433,1413.85 973.486,1580.05 974.54,1343 975.594,1364.31 976.648,1528.84 977.702,1366.66 978.756,1526.95 979.809,1498.53 980.863,1471.36 981.917,1537.08 982.971,1506.76 984.025,1600.1 985.079,1588.27 986.132,1535.71 987.186,1409.77 988.24,1507.01 989.294,1564.58 990.348,1550.06 991.401,1517.51 992.455,1457.12 993.509,1445.07 994.563,1454.53 995.617,1503.67 996.671,1507.88 997.724,1469.28 998.778,1492.38 999.832,1536.1 1000.89,1493.31 1001.94,1461.88 1002.99,1445.67 1004.05,1335.44 1005.1,1358.57 1006.15,1402.01 1007.21,1430.48 1008.26,1429.58 1009.32,1352.05 1010.37,1405.38 1011.42,1493.83 1012.48,1436.75 1013.53,1472.18 1014.59,1444.17 1015.64,1476.68 1016.69,1434.28 1017.75,1429.61 1018.8,1412.41 1019.85,1398.7 1020.91,1468.63 1021.96,1589.57 1023.02,1586.4 1024.07,1527.46 1025.12,1524.09 1026.18,1384.73 1027.23,1428.44 1028.29,1442.46 1029.34,1442.72 1030.39,1422.46 1031.45,1434.79 1032.5,1514.73 1033.55,1633.65 1034.61,1315.29 1035.66,1315.29 1036.72,1432.37 1037.77,1438.18 1038.82,1406.25 1039.88,1474.32 1040.93,1512.37 1041.98,1324.91 1043.04,1545.36 1044.09,1496.36 1045.15,1516.92 1046.2,1607.14 1047.25,1652.72 1048.31,1608.28 1049.36,1441.41 1050.42,1377.94 1051.47,1475.63 1052.52,1371.93 1053.58,1330.38 1054.63,1298.52 1055.68,1383.03 1056.74,1443.96 1057.79,1363.43 1058.85,1548.86 1059.9,1358.93 1060.95,1471.7 1062.01,1431.08 1063.06,1486.24 1064.12,1526.37 1065.17,1485.34 1066.22,1491.81 1067.28,1542.02 1068.33,1345.24 1069.38,1485.76 1070.44,1291.49 1071.49,1373.22 1072.55,1381.27 1073.6,1532.73 1074.65,1402.76 1075.71,1430.94 1076.76,1433.22 1077.81,1372.57 1078.87,1506.79 1079.92,1547.97 1080.98,1530.65 1082.03,1458.69 1083.08,1463.37 1084.14,1423.29 1085.19,1326.18 1086.25,1326.18 1087.3,1404.65 1088.35,1437.26 1089.41,1392.54 1090.46,1389.05 1091.51,1415.74 1092.57,1577.73 1093.62,1601.47 1094.68,1566.6 1095.73,1354.26 1096.78,1417.34 1097.84,1514.66 1098.89,1411.3 1099.95,1515.81 1101,1447.23 1102.05,1466.34 1103.11,1345.7 1104.16,1464.29 1105.21,1482.5 1106.27,1457.66 1107.32,1414.16 1108.38,1412.59 1109.43,1415.16 1110.48,1438.91 1111.54,1481.27 1112.59,1481.27 1113.64,1418.6 1114.7,1528.04 1115.75,1480.98 1116.81,1480.98 1117.86,1402.57 1118.91,1439.56 1119.97,1630.06 1121.02,1632.61 1122.08,1650.97 1123.13,1591.76 1124.18,1582.12 1125.24,1651.16 1126.29,1423.96 1127.34,1461.49 1128.4,1381.57 1129.45,1487.46 1130.51,1392.95 1131.56,1557.58 1132.61,1456.52 1133.67,1364.32 1134.72,1395.02 1135.78,1489.85 1136.83,1540.33 1137.88,1449.7 1138.94,1441.04 1139.99,1548.39 1141.04,1419.62 1142.1,1400.42 1143.15,1489.27 1144.21,1474.19 1145.26,1481.66 1146.31,1403.57 1147.37,1351.66 1148.42,1339.71 1149.47,1510.47 1150.53,1499.9 1151.58,1444.61 1152.64,1529.79 1153.69,1586.47 1154.74,1492.9 1155.8,1515.67 1156.85,1375.73 1157.91,1412.23 1158.96,1441.01 1160.01,1369.48 1161.07,1460.78 1162.12,1502.07 1163.17,1512.67 1164.23,1527.26 1165.28,1524.82 1166.34,1394.98 1167.39,1381.06 1168.44,1300.66 1169.5,1280.01 1170.55,1322.3 1171.61,1460.75 1172.66,1486.37 1173.71,1418.69 1174.77,1418.69 1175.82,1463.62 1176.87,1498.55 1177.93,1533.98 1178.98,1438.24 1180.04,1578.07 1181.09,1543.45 1182.14,1274.44 1183.2,1449.86 1184.25,1355.42 1185.3,1361.56 1186.36,1378.58 1187.41,1407.14 1188.47,1427.28 1189.52,1463.24 1190.57,1461.8 1191.63,1485.79 1192.68,1424.76 1193.74,1471.14 1194.79,1376.26 1195.84,1458.22 1196.9,1419.88 1197.95,1427.21 1199,1457.2 1200.06,1476.09 1201.11,1450.29 1202.17,1618.95 1203.22,1549.03 1204.27,1399.02 1205.33,1438.13 1206.38,1383.56 1207.44,1485.41 1208.49,1542.09 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1275.93,1458.86 1276.99,1295.38 1278.04,1449.83 1279.1,1536.09 1280.15,1528.22 1281.2,1499.03 1282.26,1417.92 1283.31,1403.69 1284.36,1381.08 1285.42,1427.6 1286.47,1487.84 1287.53,1581.4 1288.58,1443.19 1289.63,1256.94 1290.69,1533.48 1291.74,1389.02 1292.79,1361.33 1293.85,1360.91 1294.9,1295.6 1295.96,1377.02 1297.01,1470.56 1298.06,1495.87 1299.12,1403.35 1300.17,1362.62 1301.23,1438.12 1302.28,1459.32 1303.33,1511.41 1304.39,1448.51 1305.44,1428.68 1306.49,1402.09 1307.55,1408.99 1308.6,1432.34 1309.66,1545.41 1310.71,1429.73 1311.76,1392.43 1312.82,1375.2 1313.87,1402.91 1314.92,1431.06 1315.98,1478.15 1317.03,1401.96 1318.09,1342.43 1319.14,1359.47 1320.19,1382.74 1321.25,1399.26 1322.3,1542.3 1323.36,1352.21 1324.41,1361.72 1325.46,1481.15 1326.52,1454.94 1327.57,1410.66 1328.62,1288.02 1329.68,1394.65 1330.73,1524.35 1331.79,1520.35 1332.84,1430.86 1333.89,1422.4 1334.95,1509.08 1336,1448.32 1337.06,1481.87 1338.11,1559.3 1339.16,1444.51 1340.22,1502.73 1341.27,1438.6 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549.85,1397.46 550.904,1380.42 551.957,1426.25 553.011,1492 554.065,1442.28 555.119,1442.37 556.173,1426.92 557.227,1394.7 558.28,1420.62 559.334,1371.95 560.388,1420.03 561.442,1555.07 562.496,1468.35 563.55,1478.62 564.603,1442.84 565.657,1441.12 566.711,1503.94 567.765,1382.02 568.819,1417.55 569.872,1442.87 570.926,1453.17 571.98,1420.75 573.034,1495.36 574.088,1460.33 575.142,1491.52 576.195,1402.6 577.249,1299.47 578.303,1305.71 579.357,1428.99 580.411,1375.58 581.464,1437.56 582.518,1374.94 583.572,1447.08 584.626,1364.47 585.68,1351.23 586.734,1351.83 587.787,1398.38 588.841,1519.83 589.895,1469.55 590.949,1469.55 592.003,1469.55 593.057,1482.54 594.11,1428.14 595.164,1349.87 596.218,1476.68 597.272,1490.99 598.326,1556.83 599.379,1409.99 600.433,1528.31 601.487,1558.99 602.541,1288.25 603.595,1529.12 604.649,1491.2 605.702,1485.04 606.756,1341.4 607.81,1417.06 608.864,1530.25 609.918,1479.85 610.972,1449.58 612.025,1403.31 613.079,1488.92 614.133,1480.02 615.187,1467.98 616.241,1535.22 617.294,1375.18 618.348,1435.23 619.402,1497.16 620.456,1420.44 621.51,1331.39 622.564,1348.17 623.617,1424.16 624.671,1415.68 625.725,1605.14 626.779,1395.98 627.833,1456.02 628.887,1509.14 629.94,1497.9 630.994,1540.51 632.048,1553.37 633.102,1335.49 634.156,1366.42 635.209,1431.33 636.263,1462.06 637.317,1440.28 638.371,1404.54 639.425,1407.54 640.479,1427.11 641.532,1403.87 642.586,1546.17 643.64,1170.82 644.694,1414.22 645.748,1369.26 646.801,1331.99 647.855,1384.55 648.909,1421.73 649.963,1299.19 651.017,1463.23 652.071,1429.77 653.124,1469.17 654.178,1476.65 655.232,1455.93 656.286,1468.15 657.34,1347.24 658.394,1342.22 659.447,1464.66 660.501,1524.66 661.555,1504.69 662.609,1558.03 663.663,1432.36 664.716,1360.92 665.77,1342.18 666.824,1453.67 667.878,1446.17 668.932,1455.62 669.986,1369.1 671.039,1416.31 672.093,1340.2 673.147,1454.24 674.201,1496.31 675.255,1483.54 676.309,1463.08 677.362,1492.41 678.416,1445.16 679.47,1525.09 680.524,1527.1 681.578,1367.86 682.631,1457.08 683.685,1424.3 684.739,1451.64 685.793,1451.64 686.847,1426.23 687.901,1614.53 688.954,1253.79 690.008,1375.56 691.062,1583.98 692.116,1658.41 693.17,1573.18 694.224,1588.88 695.277,1587.24 696.331,1560.07 697.385,1560.07 698.439,1508.9 699.493,1476.32 700.546,1447.23 701.6,1448.45 702.654,1590.19 703.708,1540.65 704.762,1533.97 705.816,1492.55 706.869,1451.34 707.923,1413.84 708.977,1419.56 710.031,1392.92 711.085,1435.45 712.138,1446.4 713.192,1440.3 714.246,1422.6 715.3,1430.67 716.354,1499.31 717.408,1489.82 718.461,1468.44 719.515,1540.97 720.569,1431.83 721.623,1529.41 722.677,1312.27 723.731,1548.6 724.784,1538.62 725.838,1447.7 726.892,1482.55 727.946,1451.76 729,1374.85 730.053,1385.37 731.107,1425.31 732.161,1393.69 733.215,1476.03 734.269,1335.05 735.323,1381.56 736.376,1390.41 737.43,1556.78 738.484,1503.46 739.538,1412.66 740.592,1311.28 741.646,1401.96 742.699,1645.51 743.753,1618.23 744.807,1480.94 745.861,1441.06 746.915,1449.99 747.968,1486.98 749.022,1331.38 750.076,1292.86 751.13,1251.61 752.184,1229.78 753.238,1238.43 754.291,1238.43 755.345,1229.78 756.399,1481.09 757.453,1384.13 758.507,1283.47 759.561,1497.79 760.614,1565.67 761.668,1431.57 762.722,1381.23 763.776,1386.06 764.83,1280.45 765.883,1481.12 766.937,1549.61 767.991,1426.22 769.045,1454.45 770.099,1358.55 771.153,1278.53 772.206,1414.52 773.26,1404.68 774.314,1336.89 775.368,1366.64 776.422,1308.67 777.475,1377.81 778.529,1422.4 779.583,1530.51 780.637,1562.38 781.691,1426.73 782.745,1469.06 783.798,1488.29 784.852,1397.45 785.906,1441.82 786.96,1441.82 788.014,1441.82 789.068,1474.73 790.121,1444.58 791.175,1446.27 792.229,1446.27 793.283,1450.6 794.337,1463.03 795.39,1504.25 796.444,1407.45 797.498,1305.93 798.552,1420.89 799.606,1389.08 800.66,1436.71 801.713,1336.15 802.767,1331.12 803.821,1485.37 804.875,1441.45 805.929,1435.68 806.983,1428.57 808.036,1490.51 809.09,1440.38 810.144,1433.93 811.198,1523.63 812.252,1489.22 813.305,1601.51 814.359,1576.55 815.413,1408.09 816.467,1345.62 817.521,1379.58 818.575,1476.07 819.628,1454.31 820.682,1344.41 821.736,1303.12 822.79,1522.99 823.844,1421.9 824.897,1378.76 825.951,1376.89 827.005,1396.08 828.059,1391 829.113,1509.17 830.167,1429.21 831.22,1536.72 832.274,1490.38 833.328,1319.55 834.382,1670.56 835.436,1426.53 836.49,1598.74 837.543,1581.09 838.597,1534.28 839.651,1538.61 840.705,1461.51 841.759,1500.15 842.812,1487.72 843.866,1503.35 844.92,1363.7 845.974,1341.4 847.028,1465.13 848.082,1427.17 849.135,1414.02 850.189,1429.92 851.243,1465.34 852.297,1506.5 853.351,1454.99 854.405,1360.23 855.458,1370.12 856.512,1294.72 857.566,1349.22 858.62,1566.44 859.674,1439.58 860.727,1459.19 861.781,1338.22 862.835,1484.95 863.889,1442.5 864.943,1426.72 865.997,1462.95 867.05,1496.55 868.104,1543.78 869.158,1527.28 870.212,1573.58 871.266,1546.96 872.32,1707.61 873.373,1698.34 874.427,1582.29 875.481,1579.88 876.535,1432.39 877.589,1469.36 878.642,1424.77 879.696,1436.49 880.75,1496.09 881.804,1368.27 882.858,1393.69 883.912,1384.67 884.965,1456.77 886.019,1438.62 887.073,1549.68 888.127,1491.87 889.181,1513.87 890.234,1510.85 891.288,1540.42 892.342,1563.6 893.396,1567.19 894.45,1430.27 895.504,1476.4 896.557,1503.01 897.611,1373.27 898.665,1324.67 899.719,1274.2 900.773,1427.65 901.827,1351.1 902.88,1415.42 903.934,1423.65 904.988,1369.96 906.042,1374.77 907.096,1479.58 908.149,1424.97 909.203,1445.47 910.257,1373.59 911.311,1386.4 912.365,1318.58 913.419,1683.28 914.472,1657.92 915.526,1273.93 916.58,1558.94 917.634,1455.1 918.688,1425.21 919.742,1402.5 920.795,1424.96 921.849,1476.77 922.903,1439.3 923.957,1482.25 925.011,1502.54 926.064,1502 927.118,1502.85 928.172,1509.75 929.226,1500.3 930.28,1492.35 931.334,1574.44 932.387,1516.49 933.441,1401.82 934.495,1364.54 935.549,1395.71 936.603,1367.88 937.657,1470.41 938.71,1399.68 939.764,1462.4 940.818,1463.16 941.872,1458.03 942.926,1464.97 943.979,1441.35 945.033,1417.28 946.087,1395.74 947.141,1521.45 948.195,1396.14 949.249,1498.09 950.302,1470.46 951.356,1465.13 952.41,1472.05 953.464,1442.15 954.518,1431.48 955.571,1441.85 956.625,1414.53 957.679,1466.67 958.733,1439.81 959.787,1479.68 960.841,1423.83 961.894,1389.25 962.948,1389.25 964.002,1410.14 965.056,1374.65 966.11,1430.33 967.164,1471.07 968.217,1398.85 969.271,1422.53 970.325,1422.31 971.379,1453.24 972.433,1407.66 973.486,1471.53 974.54,1422.62 975.594,1572.75 976.648,1505.73 977.702,1521.96 978.756,1597.78 979.809,1502.24 980.863,1502.27 981.917,1517.29 982.971,1517.58 984.025,1422.72 985.079,1472.2 986.132,1501.3 987.186,1338.84 988.24,1375.39 989.294,1386.22 990.348,1364.22 991.401,1364.22 992.455,1354.21 993.509,1354.21 994.563,1462.33 995.617,1375.36 996.671,1342.66 997.724,1472.41 998.778,1625.62 999.832,1408.95 1000.89,1428.88 1001.94,1442.82 1002.99,1488.87 1004.05,1447.41 1005.1,1510.11 1006.15,1377.54 1007.21,1357.25 1008.26,1472.94 1009.32,1462.53 1010.37,1458.84 1011.42,1394.63 1012.48,1516.53 1013.53,1355.68 1014.59,1457 1015.64,1456.89 1016.69,1458.05 1017.75,1495.86 1018.8,1403.51 1019.85,1409.56 1020.91,1453.83 1021.96,1446.71 1023.02,1331.98 1024.07,1674.2 1025.12,1663.75 1026.18,1609.6 1027.23,1598.73 1028.29,1397.17 1029.34,1440.84 1030.39,1435 1031.45,1435 1032.5,1449.34 1033.55,1332.01 1034.61,1407.83 1035.66,1363.09 1036.72,1469.97 1037.77,1443.51 1038.82,1505.06 1039.88,1351.86 1040.93,1398.34 1041.98,1417.62 1043.04,1453.83 1044.09,1387.78 1045.15,1355.44 1046.2,1272.41 1047.25,1570.73 1048.31,1460.72 1049.36,1454.84 1050.42,1487.19 1051.47,1383.53 1052.52,1345.08 1053.58,1371.32 1054.63,1458.2 1055.68,1410.4 1056.74,1401.58 1057.79,1344.37 1058.85,1415.54 1059.9,1327.31 1060.95,1327.31 1062.01,1423.26 1063.06,1429.96 1064.12,1360.37 1065.17,1404.83 1066.22,1389.27 1067.28,1439.64 1068.33,1458.56 1069.38,1416.21 1070.44,1512.79 1071.49,1429.34 1072.55,1459.91 1073.6,1348.53 1074.65,1647.26 1075.71,1263.06 1076.76,1402.05 1077.81,1398.07 1078.87,1501.47 1079.92,1534.95 1080.98,1522.03 1082.03,1485.28 1083.08,1401.08 1084.14,1468.19 1085.19,1486.72 1086.25,1484.28 1087.3,1458.97 1088.35,1496.07 1089.41,1541.53 1090.46,1515.93 1091.51,1345.31 1092.57,1490.93 1093.62,1476.5 1094.68,1411.58 1095.73,1453.3 1096.78,1451.67 1097.84,1492.44 1098.89,1424.76 1099.95,1525.02 1101,1480.95 1102.05,1468.35 1103.11,1458.45 1104.16,1413.81 1105.21,1430.94 1106.27,1528.28 1107.32,1552.78 1108.38,1450.38 1109.43,1420.42 1110.48,1435.28 1111.54,1350.33 1112.59,1455.77 1113.64,1413.33 1114.7,1531.14 1115.75,1441.22 1116.81,1495.11 1117.86,1483.29 1118.91,1361.65 1119.97,1515.01 1121.02,1413.36 1122.08,1560.62 1123.13,1550.99 1124.18,1436.71 1125.24,1402.77 1126.29,1410.6 1127.34,1410.6 1128.4,1525.01 1129.45,1584.81 1130.51,1479.28 1131.56,1465.77 1132.61,1600.12 1133.67,1342.91 1134.72,1427.78 1135.78,1408.51 1136.83,1326.67 1137.88,1260.33 1138.94,1180.63 1139.99,1250.94 1141.04,1272.49 1142.1,1241.15 1143.15,1252.09 1144.21,1446 1145.26,1475.6 1146.31,1437.7 1147.37,1514.21 1148.42,1515.91 1149.47,1347.93 1150.53,1340.09 1151.58,1344.5 1152.64,1395.49 1153.69,1455.35 1154.74,1506.87 1155.8,1488.23 1156.85,1518.44 1157.91,1395.83 1158.96,1586.04 1160.01,1487.13 1161.07,1498.17 1162.12,1519.1 1163.17,1411.17 1164.23,1433.81 1165.28,1453.47 1166.34,1335.92 1167.39,1296.98 1168.44,1281.07 1169.5,1418.82 1170.55,1435.55 1171.61,1420.07 1172.66,1614.9 1173.71,1560.33 1174.77,1339.9 1175.82,1447.96 1176.87,1489.14 1177.93,1454.14 1178.98,1402.05 1180.04,1318.24 1181.09,1314.61 1182.14,1366.61 1183.2,1463.64 1184.25,1462.05 1185.3,1534.5 1186.36,1347.94 1187.41,1355.62 1188.47,1336.11 1189.52,1425.57 1190.57,1444.85 1191.63,1461.68 1192.68,1490.28 1193.74,1394.7 1194.79,1409.79 1195.84,1409.79 1196.9,1460.28 1197.95,1454.22 1199,1432.08 1200.06,1421.3 1201.11,1359.61 1202.17,1245.75 1203.22,1524.1 1204.27,1478.81 1205.33,1438.25 1206.38,1492.82 1207.44,1326.85 1208.49,1352.16 1209.54,1410.61 1210.6,1497.78 1211.65,1514.14 1212.7,1565.43 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618.348,1439.03 619.402,1602.46 620.456,1547.72 621.51,1557.8 622.564,1582.54 623.617,1587.23 624.671,1357.83 625.725,1621.72 626.779,1602.01 627.833,1521.73 628.887,1355.03 629.94,1437.79 630.994,1470.17 632.048,1511 633.102,1350.05 634.156,1466.51 635.209,1406.06 636.263,1391.8 637.317,1443.06 638.371,1522.32 639.425,1480.13 640.479,1488.75 641.532,1424.84 642.586,1467.46 643.64,1471.73 644.694,1355.02 645.748,1310.01 646.801,1488.2 647.855,1494.65 648.909,1393.02 649.963,1318.32 651.017,1325.79 652.071,1371.67 653.124,1430.3 654.178,1507.15 655.232,1368.86 656.286,1478.67 657.34,1531.89 658.394,1513.59 659.447,1536.83 660.501,1510.22 661.555,1470.63 662.609,1433.98 663.663,1335.99 664.716,1513.15 665.77,1353.88 666.824,1371.64 667.878,1429.54 668.932,1356.54 669.986,1218.29 671.039,1206.12 672.093,1669.56 673.147,1516.21 674.201,1359.81 675.255,1449.8 676.309,1469.17 677.362,1565.51 678.416,1327.01 679.47,1503.75 680.524,1365.38 681.578,1611.5 682.631,1395.46 683.685,1492.06 684.739,1386.67 685.793,1409.43 686.847,1481.14 687.901,1464.7 688.954,1336.41 690.008,1510.81 691.062,1415.39 692.116,1370.86 693.17,1393.17 694.224,1487.88 695.277,1547.86 696.331,1300.81 697.385,1314.63 698.439,1375.44 699.493,1428.15 700.546,1448.91 701.6,1521.47 702.654,1565.91 703.708,1301.39 704.762,1441.89 705.816,1565.77 706.869,1503.96 707.923,1523.09 708.977,1530.68 710.031,1542.67 711.085,1508.06 712.138,1505.74 713.192,1377.74 714.246,1437.19 715.3,1479.72 716.354,1462.34 717.408,1633.54 718.461,1478.87 719.515,1455.8 720.569,1444.3 721.623,1468.31 722.677,1569.14 723.731,1639.94 724.784,1546.68 725.838,1513.69 726.892,1331.74 727.946,1386.31 729,1582.23 730.053,1464.75 731.107,1442.28 732.161,1424.93 733.215,1428.92 734.269,1470.19 735.323,1384.33 736.376,1405.02 737.43,1464.02 738.484,1362.75 739.538,1403.15 740.592,1452.36 741.646,1354.17 742.699,1386.08 743.753,1440.22 744.807,1448.8 745.861,1414.01 746.915,1505.06 747.968,1467.28 749.022,1391.27 750.076,1516.52 751.13,1444.09 752.184,1489.03 753.238,1451.41 754.291,1385.9 755.345,1500.96 756.399,1414.01 757.453,1439.83 758.507,1481.16 759.561,1449.11 760.614,1433.26 761.668,1433.95 762.722,1405.91 763.776,1482.28 764.83,1466.87 765.883,1462.73 766.937,1337.44 767.991,1529.99 769.045,1507.68 770.099,1480.81 771.153,1348.84 772.206,1357.09 773.26,1546.89 774.314,1306.76 775.368,1421.26 776.422,1456.41 777.475,1520.11 778.529,1517.5 779.583,1515.29 780.637,1390.88 781.691,1486.15 782.745,1400.65 783.798,1420.9 784.852,1475.32 785.906,1433.75 786.96,1481.85 788.014,1406.18 789.068,1423.32 790.121,1418.02 791.175,1523.94 792.229,1424.22 793.283,1543.66 794.337,1355.48 795.39,1473.33 796.444,1432.43 797.498,1474.33 798.552,1474.33 799.606,1405.22 800.66,1406.18 801.713,1427.7 802.767,1502.92 803.821,1325.15 804.875,1349.47 805.929,1424.5 806.983,1419.56 808.036,1362.85 809.09,1410 810.144,1419.12 811.198,1432.19 812.252,1502.62 813.305,1419.18 814.359,1491.48 815.413,1436.04 816.467,1472.54 817.521,1351.27 818.575,1321.47 819.628,1333.09 820.682,1489.8 821.736,1480.19 822.79,1349.16 823.844,1442.5 824.897,1351.15 825.951,1332.72 827.005,1316.63 828.059,1381.01 829.113,1347.57 830.167,1434.2 831.22,1414.28 832.274,1541.33 833.328,1391.78 834.382,1465.64 835.436,1575.8 836.49,1359.82 837.543,1397.81 838.597,1447 839.651,1535.7 840.705,1463.83 841.759,1543.94 842.812,1565.8 843.866,1533.48 844.92,1453.32 845.974,1434.91 847.028,1493.74 848.082,1459.61 849.135,1611.92 850.189,1587.1 851.243,1345.18 852.297,1577.96 853.351,1524.92 854.405,1530.02 855.458,1542.71 856.512,1389.82 857.566,1527.34 858.62,1545.28 859.674,1547.05 860.727,1376 861.781,1331.4 862.835,1289.32 863.889,1492.66 864.943,1491.08 865.997,1494.27 867.05,1610.27 868.104,1559.76 869.158,1542.82 870.212,1549.68 871.266,1476.21 872.32,1431.1 873.373,1473.17 874.427,1370.74 875.481,1379.73 876.535,1588.88 877.589,1526.62 878.642,1492.14 879.696,1492.14 880.75,1338.03 881.804,1372.07 882.858,1357.54 883.912,1584.58 884.965,1457.34 886.019,1447.05 887.073,1426.76 888.127,1432.58 889.181,1442.48 890.234,1427.69 891.288,1427.69 892.342,1443.83 893.396,1497.11 894.45,1384.2 895.504,1340.15 896.557,1364.83 897.611,1298.55 898.665,1205.18 899.719,1343.06 900.773,1293.4 901.827,1345.15 902.88,1551.65 903.934,1480 904.988,1474.39 906.042,1412.64 907.096,1449.19 908.149,1520.98 909.203,1372.08 910.257,1511.6 911.311,1541.1 912.365,1540.75 913.419,1492.14 914.472,1499 915.526,1526.65 916.58,1486 917.634,1370.99 918.688,1532.16 919.742,1435.73 920.795,1495.02 921.849,1387.56 922.903,1572.47 923.957,1430.46 925.011,1507.48 926.064,1507.48 927.118,1469.66 928.172,1400.27 929.226,1420.67 930.28,1496.89 931.334,1543.02 932.387,1563.56 933.441,1412.97 934.495,1438.8 935.549,1474.82 936.603,1494.67 937.657,1350.45 938.71,1469.65 939.764,1465.79 940.818,1347.54 941.872,1425.56 942.926,1447.46 943.979,1437.7 945.033,1428.03 946.087,1468.41 947.141,1469.06 948.195,1453.54 949.249,1454.97 950.302,1499.35 951.356,1435.95 952.41,1285.4 953.464,1490.28 954.518,1505.41 955.571,1441.67 956.625,1466.1 957.679,1450.68 958.733,1318.26 959.787,1452.01 960.841,1326.89 961.894,1466.44 962.948,1430.67 964.002,1440.03 965.056,1511.43 966.11,1445.99 967.164,1499.36 968.217,1415.4 969.271,1490.54 970.325,1451.21 971.379,1448.22 972.433,1372.14 973.486,1351.09 974.54,1420.41 975.594,1451.41 976.648,1533.99 977.702,1525.68 978.756,1492.82 979.809,1345.72 980.863,1410.27 981.917,1410.27 982.971,1240.42 984.025,1244.97 985.079,1225.72 986.132,1223.15 987.186,1341.12 988.24,1501.71 989.294,1516.59 990.348,1414.25 991.401,1338.38 992.455,1509.54 993.509,1568.01 994.563,1402.03 995.617,1405.99 996.671,1433.05 997.724,1485.39 998.778,1397.93 999.832,1429.12 1000.89,1423.59 1001.94,1567.59 1002.99,1612.69 1004.05,1310.96 1005.1,1611.96 1006.15,1527.23 1007.21,1380.17 1008.26,1501.54 1009.32,1388.73 1010.37,1354.94 1011.42,1360.83 1012.48,1374.4 1013.53,1540.6 1014.59,1410.75 1015.64,1397.29 1016.69,1416.76 1017.75,1432.42 1018.8,1408.89 1019.85,1362.29 1020.91,1329.7 1021.96,1303.95 1023.02,1415.34 1024.07,1357.46 1025.12,1402.76 1026.18,1358.7 1027.23,1396.1 1028.29,1467.44 1029.34,1496.11 1030.39,1345.18 1031.45,1615.71 1032.5,1518.96 1033.55,1433.66 1034.61,1455.78 1035.66,1431.64 1036.72,1414.46 1037.77,1406.9 1038.82,1425.99 1039.88,1405.6 1040.93,1372.92 1041.98,1372.91 1043.04,1538.06 1044.09,1566.52 1045.15,1413.2 1046.2,1374.9 1047.25,1374.4 1048.31,1457.69 1049.36,1471.68 1050.42,1477.55 1051.47,1372.46 1052.52,1459.79 1053.58,1388.52 1054.63,1347.6 1055.68,1461.09 1056.74,1357.24 1057.79,1493.79 1058.85,1538.13 1059.9,1430.6 1060.95,1430.6 1062.01,1617.18 1063.06,1597.83 1064.12,1616.97 1065.17,1602.89 1066.22,1495.23 1067.28,1337.57 1068.33,1451.96 1069.38,1477.76 1070.44,1471.61 1071.49,1400.29 1072.55,1584.4 1073.6,1561.71 1074.65,1507.32 1075.71,1454.23 1076.76,1386.45 1077.81,1493.35 1078.87,1490.22 1079.92,1417.5 1080.98,1399.06 1082.03,1424.84 1083.08,1441.81 1084.14,1416.76 1085.19,1452.93 1086.25,1482.34 1087.3,1326.36 1088.35,1341.71 1089.41,1417.48 1090.46,1518.91 1091.51,1514.87 1092.57,1500.19 1093.62,1401.64 1094.68,1431.74 1095.73,1452.74 1096.78,1431.2 1097.84,1509.43 1098.89,1418.11 1099.95,1444.73 1101,1480.78 1102.05,1414.2 1103.11,1475.27 1104.16,1473.37 1105.21,1449.71 1106.27,1367.39 1107.32,1511 1108.38,1492.09 1109.43,1541.95 1110.48,1360.39 1111.54,1500.73 1112.59,1497.65 1113.64,1345.87 1114.7,1365.38 1115.75,1511.65 1116.81,1543.91 1117.86,1456.95 1118.91,1613.7 1119.97,1312.41 1121.02,1420.59 1122.08,1392.14 1123.13,1396.9 1124.18,1420.1 1125.24,1545.77 1126.29,1550.29 1127.34,1369.37 1128.4,1386.63 1129.45,1353.08 1130.51,1367.33 1131.56,1352.85 1132.61,1622.88 1133.67,1412.82 1134.72,1395.12 1135.78,1379.25 1136.83,1308.6 1137.88,1340.89 1138.94,1509.45 1139.99,1397.89 1141.04,1410.05 1142.1,1429.46 1143.15,1429.93 1144.21,1491.66 1145.26,1530.5 1146.31,1501.2 1147.37,1454.81 1148.42,1465.75 1149.47,1450.25 1150.53,1434.53 1151.58,1411.95 1152.64,1494.23 1153.69,1443.97 1154.74,1389.81 1155.8,1441.39 1156.85,1422.81 1157.91,1409.79 1158.96,1504.2 1160.01,1457.53 1161.07,1515.89 1162.12,1496.48 1163.17,1540.83 1164.23,1434.98 1165.28,1489.12 1166.34,1421.56 1167.39,1430.18 1168.44,1442.88 1169.5,1495.04 1170.55,1460.5 1171.61,1512.12 1172.66,1539.34 1173.71,1556.51 1174.77,1479.29 1175.82,1556.66 1176.87,1392.48 1177.93,1483.43 1178.98,1412.2 1180.04,1469.67 1181.09,1468.33 1182.14,1334.33 1183.2,1416.1 1184.25,1399.35 1185.3,1528.4 1186.36,1500.82 1187.41,1414.91 1188.47,1416.2 1189.52,1439.35 1190.57,1450.62 1191.63,1467.46 1192.68,1395.95 1193.74,1441.2 1194.79,1491.03 1195.84,1438.39 1196.9,1399.47 1197.95,1525.19 1199,1410.15 1200.06,1337.53 1201.11,1315.44 1202.17,1382.08 1203.22,1410.85 1204.27,1446.82 1205.33,1444.07 1206.38,1422.29 1207.44,1427.46 1208.49,1431.02 1209.54,1473.23 1210.6,1401.53 1211.65,1401.69 1212.7,1462.53 1213.76,1414.33 1214.81,1417.24 1215.87,1465.76 1216.92,1460.62 1217.97,1322.23 1219.03,1438.36 1220.08,1467.48 1221.13,1365.35 1222.19,1527.42 1223.24,1380.51 1224.3,1530.7 1225.35,1417.86 1226.4,1387.9 1227.46,1435.7 1228.51,1562.07 1229.57,1409.12 1230.62,1434.61 1231.67,1507.92 1232.73,1507.92 1233.78,1398.1 1234.83,1552.99 1235.89,1556.08 1236.94,1311.77 1238,1404.76 1239.05,1484.41 1240.1,1419.06 1241.16,1395.34 1242.21,1418.81 1243.27,1374.64 1244.32,1439.81 1245.37,1512.88 1246.43,1483.89 1247.48,1362.93 1248.53,1420.26 1249.59,1541.5 1250.64,1503.45 1251.7,1529.96 1252.75,1376.1 1253.8,1656.27 1254.86,1577.97 1255.91,1559.05 1256.96,1523.3 1258.02,1539.06 1259.07,1468.2 1260.13,1476.38 1261.18,1431.17 1262.23,1468.85 1263.29,1327.9 1264.34,1515.89 1265.4,1628.71 1266.45,1426.89 1267.5,1383.13 1268.56,1493.25 1269.61,1552.82 1270.66,1403.79 1271.72,1418.58 1272.77,1447.76 1273.83,1393.37 1274.88,1464.02 1275.93,1496.19 1276.99,1358.84 1278.04,1471.68 1279.1,1413.31 1280.15,1448.06 1281.2,1472.26 1282.26,1461.48 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777.475,2533.23 778.529,2457.63 779.583,2457.63 780.637,2361.79 781.691,2441.83 782.745,2416.8 783.798,2459.98 784.852,2362.11 785.906,2496.25 786.96,2525.48 788.014,2611.61 789.068,2662.21 790.121,2564.64 791.175,2449.66 792.229,2489.15 793.283,2459.14 794.337,2474.63 795.39,2524.14 796.444,2393.97 797.498,2369.8 798.552,2358.26 799.606,2310.65 800.66,2342.66 801.713,2323.74 802.767,2414.93 803.821,2453.39 804.875,2453.9 805.929,2426.23 806.983,2409.03 808.036,2407.21 809.09,2461.15 810.144,2508.37 811.198,2503.02 812.252,2555.91 813.305,2569.2 814.359,2486.76 815.413,2555.1 816.467,2555.1 817.521,2620.23 818.575,2590.06 819.628,2435.07 820.682,2487.71 821.736,2462.38 822.79,2473.48 823.844,2434.49 824.897,2535.15 825.951,2501.79 827.005,2466.34 828.059,2473.96 829.113,2480.34 830.167,2493.71 831.22,2402.69 832.274,2499.53 833.328,2523.8 834.382,2491.64 835.436,2499.06 836.49,2340.68 837.543,2564.11 838.597,2552.5 839.651,2477.69 840.705,2519.63 841.759,2486.91 842.812,2484.07 843.866,2457.76 844.92,2457.76 845.974,2546.33 847.028,2540.6 848.082,2531.19 849.135,2543.32 850.189,2489.48 851.243,2500.08 852.297,2479.58 853.351,2459.63 854.405,2547.17 855.458,2397.62 856.512,2437.14 857.566,2459.84 858.62,2381.72 859.674,2571.62 860.727,2450.94 861.781,2500.53 862.835,2512.04 863.889,2527.85 864.943,2399.24 865.997,2311.04 867.05,2377.28 868.104,2403.83 869.158,2410.83 870.212,2422.83 871.266,2468.7 872.32,2416.99 873.373,2516.66 874.427,2529.7 875.481,2481.89 876.535,2446.6 877.589,2467.15 878.642,2491.97 879.696,2501.43 880.75,2555.13 881.804,2643.26 882.858,2347.04 883.912,2621.02 884.965,2718.83 886.019,2559.52 887.073,2601.66 888.127,2626.13 889.181,2384.15 890.234,2423.69 891.288,2596.24 892.342,2580.01 893.396,2397.09 894.45,2496.12 895.504,2457.3 896.557,2464.66 897.611,2442.85 898.665,2473.13 899.719,2469.08 900.773,2469.08 901.827,2469.08 902.88,2514.82 903.934,2437.38 904.988,2454.11 906.042,2562.72 907.096,2591.87 908.149,2578.04 909.203,2555.98 910.257,2413.38 911.311,2443.43 912.365,2485.65 913.419,2525.91 914.472,2371.17 915.526,2628.72 916.58,2322.49 917.634,2329.05 918.688,2520.69 919.742,2522.72 920.795,2525.87 921.849,2534.79 922.903,2567.47 923.957,2550.7 925.011,2563.37 926.064,2533.71 927.118,2500.63 928.172,2502.13 929.226,2477.74 930.28,2584.11 931.334,2598.16 932.387,2435.33 933.441,2516.06 934.495,2524.67 935.549,2513.1 936.603,2500.83 937.657,2518.3 938.71,2480.1 939.764,2545.29 940.818,2495.51 941.872,2474.95 942.926,2481.35 943.979,2511.85 945.033,2526.34 946.087,2453.62 947.141,2461.46 948.195,2437.01 949.249,2499.09 950.302,2349.24 951.356,2333.4 952.41,2488.11 953.464,2442.31 954.518,2429.47 955.571,2455.43 956.625,2486.6 957.679,2562.29 958.733,2423.65 959.787,2400.2 960.841,2542.96 961.894,2542.96 962.948,2481.74 964.002,2504.15 965.056,2505.31 966.11,2508.9 967.164,2427.52 968.217,2436.7 969.271,2487.13 970.325,2532.76 971.379,2587.94 972.433,2635.01 973.486,2329.98 974.54,2627.14 975.594,2570.21 976.648,2459.06 977.702,2552.95 978.756,2500.36 979.809,2490.49 980.863,2467.48 981.917,2521.51 982.971,2496.11 984.025,2393.16 985.079,2419.88 986.132,2410.52 987.186,2461.89 988.24,2461.78 989.294,2612.94 990.348,2508.62 991.401,2512.82 992.455,2462.65 993.509,2523.45 994.563,2458.02 995.617,2489.14 996.671,2502.33 997.724,2497.94 998.778,2412.23 999.832,2547.38 1000.89,2441.26 1001.94,2445.85 1002.99,2466.14 1004.05,2439.28 1005.1,2472.1 1006.15,2473.01 1007.21,2503.55 1008.26,2458.64 1009.32,2450.52 1010.37,2651.25 1011.42,2414.8 1012.48,2359.43 1013.53,2341.9 1014.59,2414.01 1015.64,2366.34 1016.69,2350.25 1017.75,2312.4 1018.8,2329.38 1019.85,2417.87 1020.91,2640.24 1021.96,2421.57 1023.02,2430.17 1024.07,2412.9 1025.12,2482.84 1026.18,2472.4 1027.23,2464.78 1028.29,2461.26 1029.34,2549.03 1030.39,2413.02 1031.45,2548 1032.5,2423.04 1033.55,2391.98 1034.61,2494.64 1035.66,2494.64 1036.72,2433.62 1037.77,2417.92 1038.82,2428.41 1039.88,2515.84 1040.93,2519.13 1041.98,2468.59 1043.04,2479.18 1044.09,2481.21 1045.15,2457.03 1046.2,2466.38 1047.25,2469.17 1048.31,2445.61 1049.36,2547.24 1050.42,2527.79 1051.47,2461.98 1052.52,2468.88 1053.58,2639.55 1054.63,2537.07 1055.68,2555.47 1056.74,2432.51 1057.79,2509.38 1058.85,2457.11 1059.9,2547.76 1060.95,2475.27 1062.01,2506.06 1063.06,2448.16 1064.12,2452.99 1065.17,2550.2 1066.22,2514.46 1067.28,2495.89 1068.33,2525.36 1069.38,2494.64 1070.44,2482.97 1071.49,2611.63 1072.55,2610.39 1073.6,2446.54 1074.65,2547.5 1075.71,2540.76 1076.76,2501.87 1077.81,2472.76 1078.87,2452.39 1079.92,2519.96 1080.98,2510.14 1082.03,2513.05 1083.08,2514.24 1084.14,2484.84 1085.19,2554.2 1086.25,2554.2 1087.3,2327.56 1088.35,2549.59 1089.41,2435.58 1090.46,2522.12 1091.51,2437.37 1092.57,2385.39 1093.62,2304.8 1094.68,2334.7 1095.73,2489.12 1096.78,2490.74 1097.84,2487.66 1098.89,2460.18 1099.95,2412.54 1101,2392.3 1102.05,2446.98 1103.11,2457.13 1104.16,2445.48 1105.21,2474.52 1106.27,2525.37 1107.32,2542.04 1108.38,2572.94 1109.43,2513.6 1110.48,2566.95 1111.54,2483.69 1112.59,2483.69 1113.64,2495.43 1114.7,2382.72 1115.75,2416.96 1116.81,2416.96 1117.86,2527.27 1118.91,2556.69 1119.97,2335.65 1121.02,2315.2 1122.08,2368.51 1123.13,2328.4 1124.18,2345.35 1125.24,2343.18 1126.29,2399.26 1127.34,2395.49 1128.4,2577.61 1129.45,2421.76 1130.51,2456.22 1131.56,2453.65 1132.61,2419.89 1133.67,2409.48 1134.72,2357.49 1135.78,2617.95 1136.83,2648.33 1137.88,2541.21 1138.94,2479.07 1139.99,2348.67 1141.04,2538.02 1142.1,2461.75 1143.15,2542.26 1144.21,2527.83 1145.26,2434.34 1146.31,2510.06 1147.37,2531.43 1148.42,2556.47 1149.47,2470.94 1150.53,2463.75 1151.58,2478.94 1152.64,2505.59 1153.69,2421.71 1154.74,2432.93 1155.8,2357.49 1156.85,2378.52 1157.91,2469.36 1158.96,2424.96 1160.01,2394.1 1161.07,2537.72 1162.12,2401.42 1163.17,2423.78 1164.23,2377.63 1165.28,2367.34 1166.34,2509.52 1167.39,2660.09 1168.44,2595.35 1169.5,2634.62 1170.55,2560.13 1171.61,2513.2 1172.66,2488.21 1173.71,2496.89 1174.77,2496.89 1175.82,2345.98 1176.87,2480.2 1177.93,2475.49 1178.98,2465.16 1180.04,2516.27 1181.09,2461.38 1182.14,2487.66 1183.2,2512.74 1184.25,2510.67 1185.3,2538.02 1186.36,2579 1187.41,2589.16 1188.47,2463.09 1189.52,2512.69 1190.57,2476.71 1191.63,2475.63 1192.68,2423.26 1193.74,2523.51 1194.79,2455.64 1195.84,2543.01 1196.9,2500.97 1197.95,2509.14 1199,2499.42 1200.06,2387.97 1201.11,2534.15 1202.17,2483.82 1203.22,2342.28 1204.27,2474.82 1205.33,2491.56 1206.38,2497.63 1207.44,2395.62 1208.49,2434.44 1209.54,2503.96 1210.6,2588.07 1211.65,2552.28 1212.7,2533.8 1213.76,2480.43 1214.81,2469.09 1215.87,2420.09 1216.92,2524.58 1217.97,2433.57 1219.03,2433.57 1220.08,2470.52 1221.13,2524.17 1222.19,2603.52 1223.24,2371 1224.3,2520.75 1225.35,2526.54 1226.4,2507.29 1227.46,2444.26 1228.51,2463.54 1229.57,2424.41 1230.62,2435.09 1231.67,2503.71 1232.73,2483.52 1233.78,2533.88 1234.83,2530.75 1235.89,2408.66 1236.94,2454.18 1238,2438.26 1239.05,2459.05 1240.1,2410.23 1241.16,2427.99 1242.21,2491.84 1243.27,2564.81 1244.32,2540.66 1245.37,2540.7 1246.43,2523.2 1247.48,2446.09 1248.53,2538.52 1249.59,2610.51 1250.64,2318.04 1251.7,2341.85 1252.75,2399.33 1253.8,2361.45 1254.86,2548.64 1255.91,2571.91 1256.96,2601.35 1258.02,2494.8 1259.07,2578.63 1260.13,2384.26 1261.18,2339.12 1262.23,2410.92 1263.29,2479.56 1264.34,2524.54 1265.4,2511.47 1266.45,2462.56 1267.5,2466.5 1268.56,2498.16 1269.61,2497.67 1270.66,2517.98 1271.72,2546.49 1272.77,2479.56 1273.83,2430.59 1274.88,2412.96 1275.93,2434.9 1276.99,2439.61 1278.04,2365.78 1279.1,2357.73 1280.15,2271.63 1281.2,2589.22 1282.26,2528.76 1283.31,2572.1 1284.36,2566.03 1285.42,2488.76 1286.47,2540.79 1287.53,2432.1 1288.58,2508.8 1289.63,2433.69 1290.69,2464.39 1291.74,2495.83 1292.79,2534.17 1293.85,2519.83 1294.9,2508.69 1295.96,2461.86 1297.01,2548.38 1298.06,2493.52 1299.12,2412.26 1300.17,2568.24 1301.23,2536.11 1302.28,2470.1 1303.33,2489.54 1304.39,2464.59 1305.44,2467.94 1306.49,2522.11 1307.55,2505.13 1308.6,2466.73 1309.66,2407.17 1310.71,2578.7 1311.76,2640.81 1312.82,2632.58 1313.87,2615.35 1314.92,2576.49 1315.98,2348.43 1317.03,2524.13 1318.09,2533.67 1319.14,2558.84 1320.19,2527.98 1321.25,2497.7 1322.3,2452.98 1323.36,2398.95 1324.41,2483.58 1325.46,2370.95 1326.52,2403.54 1327.57,2390.3 1328.62,2620.64 1329.68,2520.64 1330.73,2597.62 1331.79,2585.17 1332.84,2478.32 1333.89,2452.48 1334.95,2476.73 1336,2576.73 1337.06,2531.94 1338.11,2473.43 1339.16,2547 1340.22,2501.1 1341.27,2505.04 1342.32,2427.89 1343.38,2463.92 1344.43,2487.61 1345.49,2418.71 1346.54,2494.24 1347.59,2517.36 1348.65,2530.66 1349.7,2574.04 1350.75,2445.45 1351.81,2487.03 1352.86,2437.76 1353.92,2530.13 1354.97,2507.24 1356.02,2423.77 1357.08,2414.39 1358.13,2507.21 1359.19,2371.71 1360.24,2544.99 1361.29,2587.74 1362.35,2582.26 1363.4,2580.78 1364.45,2424.78 1365.51,2458.6 1366.56,2383.12 1367.62,2403.83 1368.67,2284.99 1369.72,2283.86 1370.78,2485.86 1371.83,2419.21 1372.89,2467.78 1373.94,2467.46 1374.99,2452.74 1376.05,2521.82 1377.1,2448.32 1378.15,2436.7 1379.21,2524.34 1380.26,2554 1381.32,2270.85 1382.37,2655.28 1383.42,2407.77 1384.48,2520.81 1385.53,2349.56 1386.58,2363.17 1387.64,2608.83 1388.69,2396.41 1389.75,2424.88 1390.8,2437.95 1391.85,2534.48 1392.91,2346.74 1393.96,2584.88 1395.02,2453.11 1396.07,2466.28 1397.12,2383.77 1398.18,2452.74 1399.23,2550.08 1400.28,2557.33 1401.34,2508.43 1402.39,2508.43 1403.45,2484.56 1404.5,2535.22 1405.55,2617.96 1406.61,2579.83 1407.66,2528.3 1408.72,2630.37 1409.77,2607.15 1410.82,2548.22 1411.88,2514.12 1412.93,2497.42 1413.98,2604.45 1415.04,2567.64 1416.09,2498.16 1417.15,2508.53 1418.2,2422.76 1419.25,2564.96 1420.31,2534.42 1421.36,2534.42 1422.41,2583.7 1423.47,2357.45 1424.52,2483.35 1425.58,2474.41 1426.63,2589.23 1427.68,2544.98 1428.74,2395.25 1429.79,2569.81 1430.85,2405.45 1431.9,2451.41 1432.95,2499.55 1434.01,2497.4 1435.06,2439.59 1436.11,2544.36 1437.17,2630.14 1438.22,2612.33 1439.28,2534.98 1440.33,2569.65 1441.38,2460.85 1442.44,2576.51 1443.49,2512.03 1444.55,2406.25 1445.6,2387.03 1446.65,2388.96 1447.71,2488.92 1448.76,2378.94 1449.81,2478.95 1450.87,2483.54 1451.92,2478.47 1452.98,2484.48 1454.03,2457.02 1455.08,2473.85 1456.14,2493.37 1457.19,2497.46 1458.24,2499.43 1459.3,2485.43 1460.35,2584.95 1461.41,2512.93 1462.46,2464.36 1463.51,2399.58 1464.57,2399.45 1465.62,2405.97 1466.68,2377.19 1467.73,2308.5 1468.78,2352.59 1469.84,2368.56 1470.89,2367.96 1471.94,2416.21 1473,2334.41 1474.05,2407.75 1475.11,2559.22 1476.16,2551.52 1477.21,2551.52 1478.27,2551.52 1479.32,2452.66 1480.38,2528.16 1481.43,2437.09 1482.48,2543.15 1483.54,2661.48 1484.59,2591.66 1485.64,2591.66 1486.7,2627.81 1487.75,2594.1 1488.81,2585.92 1489.86,2585.64 1490.91,2454.51 1491.97,2396.51 1493.02,2479.46 1494.07,2479.46 1495.13,2485.56 1496.18,2479.03 1497.24,2492.76 1498.29,2492.76 1499.34,2546.82 1500.4,2555.95 1501.45,2385.74 1502.51,2319.78 1503.56,2432.33 1504.61,2445.68 1505.67,2464.2 1506.72,2461.13 1507.77,2512.34 1508.83,2546.21 1509.88,2564.9 1510.94,2442.61 1511.99,2398.68 1513.04,2544.12 1514.1,2529.16 1515.15,2487.91 1516.21,2492.26 1517.26,2478.19 1518.31,2506.4 1519.37,2566.14 1520.42,2605.77 1521.47,2427.55 1522.53,2497.32 1523.58,2506.32 1524.64,2490.89 1525.69,2534.87 1526.74,2480.3 1527.8,2490.86 1528.85,2542.55 1529.9,2548.06 1530.96,2404.8 1532.01,2431.02 1533.07,2432.44 1534.12,2471.69 1535.17,2431.51 1536.23,2419.49 1537.28,2448.74 1538.34,2544.51 1539.39,2584.05 1540.44,2544.68 1541.5,2454.24 1542.55,2567.09 1543.6,2462.67 1544.66,2558.39 1545.71,2516.44 1546.77,2482.32 1547.82,2464.7 1548.87,2543.28 1549.93,2509.07 1550.98,2500.89 1552.04,2485.86 1553.09,2430.35 1554.14,2351.71 1555.2,2502.04 1556.25,2525.3 1557.3,2534.57 1558.36,2547.72 1559.41,2541.28 1560.47,2525.88 1561.52,2574.42 1562.57,2560.35 1563.63,2590.85 1564.68,2569.84 1565.73,2491.07 1566.79,2536.94 1567.84,2536.94 1568.9,2523.13 1569.95,2483.11 1571,2519.93 1572.06,2568.15 1573.11,2415.02 1574.17,2356.14 1575.22,2545.15 1576.27,2457.46 1577.33,2428.77 1578.38,2502.05 1579.43,2510.12 1580.49,2498.57 1581.54,2558.94 1582.6,2510.68 1583.65,2555.94 1584.7,2484.66 1585.76,2589.78 1586.81,2522.39 1587.87,2528.4 1588.92,2434.86 1589.97,2403.23 1591.03,2462.65 1592.08,2419.95 1593.13,2449.68 1594.19,2457.21 1595.24,2514.75 1596.3,2506.89 1597.35,2534.38 1598.4,2516.47 1599.46,2351.7 1600.51,2470.99 1601.56,2497.02 1602.62,2362.99 1603.67,2488.16 1604.73,2535.54 1605.78,2455.04 1606.83,2373.19 1607.89,2395.6 1608.94,2493.87 1610,2500.05 1611.05,2381.71 1612.1,2460.59 1613.16,2400.09 1614.21,2415.84 1615.26,2490.02 1616.32,2378.58 1617.37,2551.61 1618.43,2467.88 1619.48,2465.82 1620.53,2471.39 1621.59,2505.59 1622.64,2391.88 1623.69,2509.34 1624.75,2523.78 1625.8,2493.17 1626.86,2461.74 1627.91,2609 1628.96,2472.16 1630.02,2467.06 1631.07,2543.55 1632.13,2503.3 1633.18,2437.38 1634.23,2449.4 1635.29,2503.57 1636.34,2546.57 1637.39,2486.47 1638.45,2453.55 1639.5,2480.89 1640.56,2494.81 1641.61,2514.49 1642.66,2450.49 1643.72,2513.8 1644.77,2567.61 1645.83,2435.64 1646.88,2428.03 1647.93,2603.17 1648.99,2661.24 1650.04,2290.55 1651.09,2576.26 1652.15,2559.42 1653.2,2449.82 1654.26,2360.17 1655.31,2455.82 1656.36,2369.82 1657.42,2412.98 1658.47,2590.87 1659.52,2473.25 1660.58,2523.97 1661.63,2569.33 1662.69,2555.39 1663.74,2575.44 1664.79,2575.44 1665.85,2525.53 1666.9,2520.53 1667.96,2405.18 1669.01,2593.72 1670.06,2517.18 1671.12,2333.12 1672.17,2463.74 1673.22,2434.28 1674.28,2483.55 1675.33,2456.62 1676.39,2557.46 1677.44,2581.43 1678.49,2511.95 1679.55,2518.98 1680.6,2518.98 1681.66,2436.16 1682.71,2408.34 1683.76,2371.18 1684.82,2408.1 1685.87,2464.82 1686.92,2539.78 1687.98,2560.2 1689.03,2538.31 1690.09,2454.12 1691.14,2461.96 1692.19,2477.17 1693.25,2487.72 1694.3,2533.82 1695.35,2431.43 1696.41,2492.85 1697.46,2496.36 1698.52,2510.14 1699.57,2462.12 1700.62,2474.21 1701.68,2523.69 1702.73,2549.76 1703.79,2498.43 1704.84,2481.99 1705.89,2535.33 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779.583,2384.21 780.637,2422.87 781.691,2450.46 782.745,2523.67 783.798,2455.04 784.852,2479.26 785.906,2495.14 786.96,2495.14 788.014,2495.14 789.068,2544.84 790.121,2559.94 791.175,2639.68 792.229,2639.68 793.283,2433.23 794.337,2522.75 795.39,2437.73 796.444,2511.96 797.498,2531.81 798.552,2516.93 799.606,2406.94 800.66,2361.72 801.713,2447.11 802.767,2440.08 803.821,2425.13 804.875,2404.94 805.929,2461.38 806.983,2543.34 808.036,2541.21 809.09,2473.45 810.144,2479.78 811.198,2488.69 812.252,2646.99 813.305,2399.18 814.359,2466.82 815.413,2423.26 816.467,2595.16 817.521,2450.19 818.575,2454.87 819.628,2547.42 820.682,2529.76 821.736,2562.84 822.79,2521.12 823.844,2502.09 824.897,2534.88 825.951,2514.9 827.005,2509.77 828.059,2513.06 829.113,2438.97 830.167,2469.05 831.22,2503.19 832.274,2370.91 833.328,2618.45 834.382,2410.48 835.436,2570.42 836.49,2460.82 837.543,2515.82 838.597,2427.88 839.651,2455.86 840.705,2434.68 841.759,2411.61 842.812,2524.1 843.866,2562.28 844.92,2628.6 845.974,2544.99 847.028,2481.14 848.082,2477.5 849.135,2517.07 850.189,2466.21 851.243,2363.63 852.297,2489.57 853.351,2568.24 854.405,2527.66 855.458,2502.31 856.512,2521.03 857.566,2470.46 858.62,2487.34 859.674,2578.77 860.727,2447.03 861.781,2524.82 862.835,2420.6 863.889,2521.8 864.943,2533.95 865.997,2516.01 867.05,2528.68 868.104,2484.46 869.158,2600.17 870.212,2563.99 871.266,2556.17 872.32,2518.58 873.373,2438.56 874.427,2494.37 875.481,2514.72 876.535,2509.34 877.589,2498.28 878.642,2481.5 879.696,2549.5 880.75,2534.82 881.804,2434.14 882.858,2497.69 883.912,2459.74 884.965,2513.42 886.019,2478.53 887.073,2463.32 888.127,2544.07 889.181,2542.67 890.234,2554.59 891.288,2483.66 892.342,2494.15 893.396,2455.18 894.45,2509.19 895.504,2407.53 896.557,2555.21 897.611,2535.67 898.665,2597.55 899.719,2635.65 900.773,2497.17 901.827,2558.79 902.88,2493.16 903.934,2453.25 904.988,2564.49 906.042,2537.66 907.096,2510.35 908.149,2542.15 909.203,2472.93 910.257,2429.16 911.311,2575.05 912.365,2440.02 913.419,2358.13 914.472,2334.44 915.526,2586.25 916.58,2293.48 917.634,2469.08 918.688,2373.82 919.742,2533.74 920.795,2459.01 921.849,2567.04 922.903,2382.88 923.957,2589.29 925.011,2554.39 926.064,2469.17 927.118,2497.09 928.172,2512.97 929.226,2597.29 930.28,2569.92 931.334,2586.21 932.387,2530.76 933.441,2423.77 934.495,2444.49 935.549,2471.44 936.603,2498.82 937.657,2490.16 938.71,2503.04 939.764,2437.43 940.818,2493.13 941.872,2456.13 942.926,2417.76 943.979,2354.21 945.033,2609.13 946.087,2608.39 947.141,2415.53 948.195,2480.09 949.249,2501.65 950.302,2420.35 951.356,2512.53 952.41,2485.48 953.464,2536.1 954.518,2447.25 955.571,2463.95 956.625,2511.39 957.679,2428.64 958.733,2589.18 959.787,2600.33 960.841,2494.29 961.894,2480.94 962.948,2480.94 964.002,2371.9 965.056,2442.64 966.11,2419.49 967.164,2440 968.217,2484.43 969.271,2447.37 970.325,2571.82 971.379,2509.15 972.433,2441.78 973.486,2462.3 974.54,2372.96 975.594,2591.09 976.648,2546.29 977.702,2490.33 978.756,2526.07 979.809,2602.01 980.863,2571.42 981.917,2363.85 982.971,2348.36 984.025,2399.17 985.079,2374.52 986.132,2448.97 987.186,2445.65 988.24,2492.41 989.294,2490.18 990.348,2417.07 991.401,2417.07 992.455,2509.55 993.509,2509.55 994.563,2517.55 995.617,2508.51 996.671,2524.12 997.724,2476.75 998.778,2501.65 999.832,2481.47 1000.89,2440.42 1001.94,2532.37 1002.99,2508.34 1004.05,2573.62 1005.1,2448.92 1006.15,2386.58 1007.21,2411.35 1008.26,2484.07 1009.32,2460.91 1010.37,2504.32 1011.42,2472.67 1012.48,2341.32 1013.53,2469.97 1014.59,2511.27 1015.64,2416.86 1016.69,2546.11 1017.75,2540.05 1018.8,2386.99 1019.85,2398.34 1020.91,2318.93 1021.96,2421.44 1023.02,2547.85 1024.07,2431.33 1025.12,2424.16 1026.18,2385.84 1027.23,2423.93 1028.29,2590.06 1029.34,2536.58 1030.39,2559.34 1031.45,2559.34 1032.5,2613.71 1033.55,2347.53 1034.61,2321.42 1035.66,2289.72 1036.72,2335.18 1037.77,2429.16 1038.82,2170.82 1039.88,2741.03 1040.93,2669.45 1041.98,2595.04 1043.04,2421.49 1044.09,2502.59 1045.15,2457.76 1046.2,2463.92 1047.25,2487.28 1048.31,2462.29 1049.36,2385.16 1050.42,2437.52 1051.47,2381.48 1052.52,2318.11 1053.58,2465.25 1054.63,2401.36 1055.68,2364.87 1056.74,2374.09 1057.79,2349.16 1058.85,2488.66 1059.9,2512.21 1060.95,2512.21 1062.01,2515.1 1063.06,2379.35 1064.12,2537.48 1065.17,2667.14 1066.22,2615.43 1067.28,2506.74 1068.33,2581.42 1069.38,2506.25 1070.44,2543.4 1071.49,2564.28 1072.55,2526.8 1073.6,2569.19 1074.65,2497.74 1075.71,2537.48 1076.76,2553.5 1077.81,2439.37 1078.87,2520.39 1079.92,2448.04 1080.98,2540.7 1082.03,2458.71 1083.08,2467.08 1084.14,2427.08 1085.19,2515.84 1086.25,2510.53 1087.3,2567.01 1088.35,2433.43 1089.41,2376.08 1090.46,2445.88 1091.51,2526.53 1092.57,2526.03 1093.62,2442.96 1094.68,2576.88 1095.73,2561.35 1096.78,2474.01 1097.84,2487.27 1098.89,2546.46 1099.95,2479.31 1101,2422.41 1102.05,2408.17 1103.11,2530.55 1104.16,2488.63 1105.21,2542.44 1106.27,2445.25 1107.32,2437.58 1108.38,2543.01 1109.43,2488.76 1110.48,2476.5 1111.54,2485.82 1112.59,2448.43 1113.64,2453.61 1114.7,2507.01 1115.75,2574.36 1116.81,2426.19 1117.86,2399.47 1118.91,2526.95 1119.97,2409.74 1121.02,2569.18 1122.08,2420.63 1123.13,2453.84 1124.18,2471.04 1125.24,2493.71 1126.29,2517.24 1127.34,2517.24 1128.4,2433.9 1129.45,2406.95 1130.51,2436.68 1131.56,2375.94 1132.61,2341.87 1133.67,2464.6 1134.72,2422.17 1135.78,2388.77 1136.83,2571.05 1137.88,2575.17 1138.94,2578.43 1139.99,2566.75 1141.04,2576.27 1142.1,2613.87 1143.15,2608.9 1144.21,2433.76 1145.26,2548.21 1146.31,2385.64 1147.37,2554.49 1148.42,2360 1149.47,2559.61 1150.53,2497.72 1151.58,2488.08 1152.64,2504.22 1153.69,2545.18 1154.74,2497.88 1155.8,2372.95 1156.85,2354.95 1157.91,2444.75 1158.96,2394.96 1160.01,2436.83 1161.07,2449.07 1162.12,2493.45 1163.17,2399.78 1164.23,2622.63 1165.28,2557.43 1166.34,2609.77 1167.39,2675.67 1168.44,2696.99 1169.5,2357.32 1170.55,2433.71 1171.61,2404.23 1172.66,2505.65 1173.71,2501.75 1174.77,2515.41 1175.82,2529.25 1176.87,2465.04 1177.93,2500.83 1178.98,2469.05 1180.04,2563.17 1181.09,2512.43 1182.14,2413.49 1183.2,2523.88 1184.25,2472 1185.3,2565.92 1186.36,2496.63 1187.41,2490.53 1188.47,2477.9 1189.52,2540.86 1190.57,2490.03 1191.63,2443.39 1192.68,2411.5 1193.74,2511.92 1194.79,2493.27 1195.84,2493.27 1196.9,2450.34 1197.95,2574.93 1199,2576.24 1200.06,2423.09 1201.11,2492.24 1202.17,2606.75 1203.22,2498.58 1204.27,2565.34 1205.33,2585.33 1206.38,2595.24 1207.44,2600.93 1208.49,2610.93 1209.54,2349.47 1210.6,2345.16 1211.65,2492.85 1212.7,2432.29 1213.76,2466.04 1214.81,2390.12 1215.87,2386.65 1216.92,2383.12 1217.97,2525.38 1219.03,2525.38 1220.08,2471.12 1221.13,2557.43 1222.19,2372.57 1223.24,2452.77 1224.3,2431.78 1225.35,2352.04 1226.4,2477.86 1227.46,2453.48 1228.51,2470.87 1229.57,2472.92 1230.62,2458.02 1231.67,2458.02 1232.73,2391.31 1233.78,2474.13 1234.83,2356.77 1235.89,2414.64 1236.94,2402.69 1238,2462.7 1239.05,2513.7 1240.1,2488.79 1241.16,2535.13 1242.21,2459.77 1243.27,2492.71 1244.32,2471.18 1245.37,2531.18 1246.43,2547.54 1247.48,2556.76 1248.53,2568.98 1249.59,2470.03 1250.64,2382.73 1251.7,2370.26 1252.75,2313.4 1253.8,2301.64 1254.86,2358.33 1255.91,2448.81 1256.96,2535.71 1258.02,2473.73 1259.07,2494.05 1260.13,2333.77 1261.18,2360.33 1262.23,2434.63 1263.29,2391.81 1264.34,2552.37 1265.4,2430.68 1266.45,2427.93 1267.5,2531.63 1268.56,2448.72 1269.61,2490.39 1270.66,2513.88 1271.72,2408.95 1272.77,2380.11 1273.83,2572.64 1274.88,2524.77 1275.93,2512.64 1276.99,2486.99 1278.04,2550.72 1279.1,2543.58 1280.15,2481.24 1281.2,2518.71 1282.26,2480.02 1283.31,2444.48 1284.36,2507.71 1285.42,2510.78 1286.47,2472.21 1287.53,2472.21 1288.58,2418.51 1289.63,2506 1290.69,2625.23 1291.74,2530.78 1292.79,2409.6 1293.85,2409.6 1294.9,2432.25 1295.96,2426.03 1297.01,2434.92 1298.06,2402.67 1299.12,2539 1300.17,2438.15 1301.23,2376.6 1302.28,2420.44 1303.33,2368.1 1304.39,2482.66 1305.44,2420.53 1306.49,2378.26 1307.55,2592.44 1308.6,2530.19 1309.66,2525.19 1310.71,2614.76 1311.76,2481.63 1312.82,2462.04 1313.87,2423.35 1314.92,2480.72 1315.98,2486.07 1317.03,2467.61 1318.09,2497.49 1319.14,2391.06 1320.19,2442.51 1321.25,2411.01 1322.3,2494.46 1323.36,2453.81 1324.41,2555.17 1325.46,2523.77 1326.52,2476.35 1327.57,2389.38 1328.62,2558.23 1329.68,2582.91 1330.73,2455.75 1331.79,2435.57 1332.84,2443.19 1333.89,2423.52 1334.95,2410.7 1336,2541.78 1337.06,2448.32 1338.11,2638.76 1339.16,2631.79 1340.22,2621.26 1341.27,2521.7 1342.32,2450.84 1343.38,2450.84 1344.43,2522.9 1345.49,2488.85 1346.54,2555.32 1347.59,2519.5 1348.65,2522.51 1349.7,2479.14 1350.75,2463.29 1351.81,2439.29 1352.86,2474.36 1353.92,2474.36 1354.97,2489.26 1356.02,2454.16 1357.08,2594.22 1358.13,2540.36 1359.19,2423.81 1360.24,2458.56 1361.29,2414.54 1362.35,2392.12 1363.4,2389.29 1364.45,2367.95 1365.51,2572.74 1366.56,2510.23 1367.62,2559.62 1368.67,2506.89 1369.72,2572.47 1370.78,2584.61 1371.83,2585.21 1372.89,2688.81 1373.94,2344.82 1374.99,2393.16 1376.05,2532.45 1377.1,2439.24 1378.15,2549.4 1379.21,2582.36 1380.26,2418.01 1381.32,2435.52 1382.37,2490.38 1383.42,2531.35 1384.48,2531.36 1385.53,2555.32 1386.58,2450.69 1387.64,2501.63 1388.69,2563.47 1389.75,2504.89 1390.8,2473.08 1391.85,2602.69 1392.91,2414.53 1393.96,2568.25 1395.02,2509.1 1396.07,2507.02 1397.12,2500.13 1398.18,2401.92 1399.23,2506.18 1400.28,2556.05 1401.34,2376.63 1402.39,2398.71 1403.45,2468.26 1404.5,2449.18 1405.55,2502.09 1406.61,2501.38 1407.66,2475.49 1408.72,2438.04 1409.77,2443.92 1410.82,2450.08 1411.88,2443.96 1412.93,2556.69 1413.98,2514.61 1415.04,2525.99 1416.09,2353.86 1417.15,2533.43 1418.2,2481.54 1419.25,2507.52 1420.31,2484.67 1421.36,2394.6 1422.41,2352.42 1423.47,2376.06 1424.52,2366.06 1425.58,2577.01 1426.63,2598.09 1427.68,2602.46 1428.74,2574.89 1429.79,2542.87 1430.85,2593.1 1431.9,2415.38 1432.95,2579.49 1434.01,2580.27 1435.06,2554.9 1436.11,2536.45 1437.17,2483.77 1438.22,2512.41 1439.28,2573.38 1440.33,2589.24 1441.38,2565.16 1442.44,2471.55 1443.49,2505 1444.55,2413.29 1445.6,2401.1 1446.65,2526.28 1447.71,2484.11 1448.76,2472.65 1449.81,2403.11 1450.87,2403.11 1451.92,2412.46 1452.98,2422.18 1454.03,2466.6 1455.08,2452.16 1456.14,2509.48 1457.19,2489.05 1458.24,2590.61 1459.3,2623.01 1460.35,2639.38 1461.41,2572.78 1462.46,2667.83 1463.51,2635.01 1464.57,2390.87 1465.62,2427.97 1466.68,2544.7 1467.73,2558.39 1468.78,2422.08 1469.84,2520.34 1470.89,2594.03 1471.94,2295.54 1473,2577.05 1474.05,2523.85 1475.11,2553.04 1476.16,2444.49 1477.21,2341.7 1478.27,2514.7 1479.32,2596.09 1480.38,2412.48 1481.43,2587.4 1482.48,2584.26 1483.54,2441.3 1484.59,2438.14 1485.64,2403.88 1486.7,2563.77 1487.75,2530.48 1488.81,2471.6 1489.86,2564.76 1490.91,2573.84 1491.97,2455.01 1493.02,2469.31 1494.07,2540.38 1495.13,2425.36 1496.18,2533.42 1497.24,2525.83 1498.29,2480.06 1499.34,2484.91 1500.4,2434.37 1501.45,2474.04 1502.51,2474.04 1503.56,2538.59 1504.61,2475.17 1505.67,2492.21 1506.72,2350.4 1507.77,2492.42 1508.83,2471.85 1509.88,2478.91 1510.94,2468.21 1511.99,2474.96 1513.04,2453.79 1514.1,2435.4 1515.15,2561.56 1516.21,2434.54 1517.26,2525.99 1518.31,2482.55 1519.37,2493.5 1520.42,2431.2 1521.47,2583.47 1522.53,2482.49 1523.58,2505.71 1524.64,2535.59 1525.69,2520.37 1526.74,2574.54 1527.8,2592.33 1528.85,2490.19 1529.9,2509.97 1530.96,2472.39 1532.01,2499.39 1533.07,2546.14 1534.12,2435.5 1535.17,2456.44 1536.23,2383.82 1537.28,2445.89 1538.34,2514.25 1539.39,2534.93 1540.44,2516.01 1541.5,2407.29 1542.55,2410.23 1543.6,2515.27 1544.66,2359.37 1545.71,2400.05 1546.77,2518.91 1547.82,2350.49 1548.87,2544.13 1549.93,2516.9 1550.98,2487.11 1552.04,2502.66 1553.09,2481.03 1554.14,2522.2 1555.2,2556.39 1556.25,2538.84 1557.3,2493.49 1558.36,2442.87 1559.41,2430.87 1560.47,2398.47 1561.52,2577.27 1562.57,2586.74 1563.63,2456.73 1564.68,2483.54 1565.73,2480.1 1566.79,2353.22 1567.84,2405.07 1568.9,2620.57 1569.95,2639.83 1571,2646.8 1572.06,2650.54 1573.11,2363.41 1574.17,2446.9 1575.22,2579.04 1576.27,2387.93 1577.33,2497.53 1578.38,2565.58 1579.43,2428.72 1580.49,2373.97 1581.54,2619.11 1582.6,2700.1 1583.65,2549.94 1584.7,2546 1585.76,2487.66 1586.81,2475.2 1587.87,2384.44 1588.92,2501.31 1589.97,2507.82 1591.03,2516.44 1592.08,2530.43 1593.13,2589.93 1594.19,2571.61 1595.24,2396.6 1596.3,2514.14 1597.35,2501.7 1598.4,2500.11 1599.46,2500.11 1600.51,2529.95 1601.56,2543.15 1602.62,2487.3 1603.67,2490.68 1604.73,2416.8 1605.78,2487.06 1606.83,2458.61 1607.89,2507.61 1608.94,2469.92 1610,2516.92 1611.05,2641.02 1612.1,2677.18 1613.16,2571.23 1614.21,2396.8 1615.26,2460.99 1616.32,2543.22 1617.37,2426.73 1618.43,2414.23 1619.48,2600.05 1620.53,2538.78 1621.59,2543.13 1622.64,2502.54 1623.69,2416.72 1624.75,2424.65 1625.8,2384.28 1626.86,2590 1627.91,2513.76 1628.96,2464.69 1630.02,2462.47 1631.07,2515.14 1632.13,2465.58 1633.18,2495.67 1634.23,2400.96 1635.29,2570.33 1636.34,2451.15 1637.39,2506.66 1638.45,2457.08 1639.5,2464.24 1640.56,2575.3 1641.61,2470.45 1642.66,2479.62 1643.72,2630.24 1644.77,2496.39 1645.83,2508.71 1646.88,2501.87 1647.93,2535.12 1648.99,2558.54 1650.04,2445.48 1651.09,2417.31 1652.15,2474.39 1653.2,2559.02 1654.26,2498.86 1655.31,2530.83 1656.36,2430.75 1657.42,2393.04 1658.47,2481.94 1659.52,2533.57 1660.58,2501.98 1661.63,2447.95 1662.69,2515.7 1663.74,2437.84 1664.79,2480.25 1665.85,2485.95 1666.9,2459.64 1667.96,2441.93 1669.01,2473.2 1670.06,2601.3 1671.12,2452.3 1672.17,2491.95 1673.22,2485.74 1674.28,2564.97 1675.33,2409.4 1676.39,2505.02 1677.44,2487 1678.49,2481.56 1679.55,2506.13 1680.6,2476.74 1681.66,2459.83 1682.71,2544.01 1683.76,2492.16 1684.82,2491.37 1685.87,2505.9 1686.92,2461.41 1687.98,2511.26 1689.03,2533 1690.09,2566.51 1691.14,2587.05 1692.19,2647.62 1693.25,2460.14 1694.3,2506.77 1695.35,2376.33 1696.41,2551.28 1697.46,2639.94 1698.52,2624.61 1699.57,2597.66 1700.62,2381.94 1701.68,2498.15 1702.73,2507.5 1703.79,2483.21 1704.84,2456.25 1705.89,2531.75 1706.95,2513.59 1708,2513.59 1709.05,2431 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849.135,2434.47 850.189,2427.92 851.243,2542.76 852.297,2435.43 853.351,2405.79 854.405,2406.78 855.458,2452.49 856.512,2513.22 857.566,2511.34 858.62,2483.61 859.674,2445.16 860.727,2555.09 861.781,2551.71 862.835,2520.1 863.889,2549.75 864.943,2434.52 865.997,2413.64 867.05,2432.21 868.104,2409.86 869.158,2486.37 870.212,2386.95 871.266,2303.06 872.32,2642.84 873.373,2632.27 874.427,2519.71 875.481,2509.75 876.535,2491.9 877.589,2412.5 878.642,2414.81 879.696,2414.81 880.75,2532.63 881.804,2540.74 882.858,2565.58 883.912,2600.82 884.965,2404.84 886.019,2416.02 887.073,2551.14 888.127,2466.48 889.181,2449.86 890.234,2357.53 891.288,2357.53 892.342,2315.25 893.396,2284.63 894.45,2609.09 895.504,2397.03 896.557,2575.66 897.611,2582.73 898.665,2644.22 899.719,2521.75 900.773,2637.88 901.827,2610.43 902.88,2496.88 903.934,2473.2 904.988,2449.53 906.042,2460.83 907.096,2508.35 908.149,2415.16 909.203,2483.83 910.257,2384.6 911.311,2397.2 912.365,2382.37 913.419,2381.46 914.472,2348.69 915.526,2467.11 916.58,2473.46 917.634,2489.23 918.688,2453.84 919.742,2591.99 920.795,2625.98 921.849,2469.44 922.903,2475.47 923.957,2495.3 925.011,2594.95 926.064,2594.95 927.118,2633.09 928.172,2399.79 929.226,2528.73 930.28,2586.74 931.334,2477.74 932.387,2505.47 933.441,2564.42 934.495,2540.81 935.549,2506.23 936.603,2507.78 937.657,2390.29 938.71,2487.93 939.764,2478.52 940.818,2491.92 941.872,2498.9 942.926,2485.96 943.979,2532.69 945.033,2518.2 946.087,2555.57 947.141,2529.68 948.195,2529.43 949.249,2476.84 950.302,2474.9 951.356,2450.23 952.41,2477.12 953.464,2555.97 954.518,2481.1 955.571,2485.49 956.625,2541.31 957.679,2545.68 958.733,2551.12 959.787,2507.59 960.841,2455.18 961.894,2485.56 962.948,2427.72 964.002,2500.42 965.056,2431.06 966.11,2386.06 967.164,2444 968.217,2523.46 969.271,2447.59 970.325,2425.01 971.379,2454.06 972.433,2565.65 973.486,2560.79 974.54,2480.48 975.594,2499.57 976.648,2493.99 977.702,2563.2 978.756,2452.03 979.809,2521.91 980.863,2560.99 981.917,2560.99 982.971,2475.79 984.025,2439.64 985.079,2521.92 986.132,2523.2 987.186,2554.2 988.24,2580.8 989.294,2558.53 990.348,2463.15 991.401,2500.48 992.455,2379.42 993.509,2363.66 994.563,2572.24 995.617,2527.3 996.671,2488.31 997.724,2506.95 998.778,2511.75 999.832,2495.23 1000.89,2519.68 1001.94,2475.96 1002.99,2471.73 1004.05,2440.47 1005.1,2459.85 1006.15,2424.15 1007.21,2602.98 1008.26,2522.38 1009.32,2531.82 1010.37,2545.76 1011.42,2488.24 1012.48,2507 1013.53,2575.35 1014.59,2428.63 1015.64,2428.44 1016.69,2633.5 1017.75,2500.18 1018.8,2547.45 1019.85,2434.3 1020.91,2501.01 1021.96,2538.77 1023.02,2502 1024.07,2550.94 1025.12,2520.42 1026.18,2583.47 1027.23,2374.14 1028.29,2509.32 1029.34,2443.47 1030.39,2503.23 1031.45,2422.45 1032.5,2376.78 1033.55,2499.65 1034.61,2478.14 1035.66,2496.02 1036.72,2571.4 1037.77,2529.89 1038.82,2542.29 1039.88,2460.31 1040.93,2463.5 1041.98,2476.48 1043.04,2438.11 1044.09,2440.52 1045.15,2429.5 1046.2,2433.81 1047.25,2469.84 1048.31,2456.84 1049.36,2512.4 1050.42,2503.63 1051.47,2528.23 1052.52,2506.73 1053.58,2524.92 1054.63,2505.4 1055.68,2506.21 1056.74,2491.45 1057.79,2469.82 1058.85,2444.08 1059.9,2497.56 1060.95,2497.56 1062.01,2305.4 1063.06,2274.51 1064.12,2290.24 1065.17,2249.27 1066.22,2387.3 1067.28,2576.76 1068.33,2342.29 1069.38,2390.93 1070.44,2384.02 1071.49,2590.68 1072.55,2490.04 1073.6,2470.32 1074.65,2415.34 1075.71,2414.14 1076.76,2430.81 1077.81,2428.66 1078.87,2461.51 1079.92,2531.86 1080.98,2533.16 1082.03,2439.33 1083.08,2440.53 1084.14,2515.2 1085.19,2444.69 1086.25,2485.94 1087.3,2629.83 1088.35,2652.67 1089.41,2547.25 1090.46,2447.82 1091.51,2459.15 1092.57,2442.96 1093.62,2457.43 1094.68,2431.5 1095.73,2429.73 1096.78,2414.78 1097.84,2326.29 1098.89,2538.91 1099.95,2560.49 1101,2583.58 1102.05,2516.16 1103.11,2441.86 1104.16,2507.7 1105.21,2390.96 1106.27,2627.3 1107.32,2357.57 1108.38,2610.67 1109.43,2461.37 1110.48,2543.99 1111.54,2470.76 1112.59,2469.47 1113.64,2492.67 1114.7,2515.35 1115.75,2381.65 1116.81,2248.59 1117.86,2272.25 1118.91,2411.54 1119.97,2575.86 1121.02,2459.5 1122.08,2507.05 1123.13,2573.53 1124.18,2524.52 1125.24,2491.7 1126.29,2507.38 1127.34,2466.15 1128.4,2389.83 1129.45,2418.04 1130.51,2444.79 1131.56,2436.78 1132.61,2440.15 1133.67,2517.03 1134.72,2522.36 1135.78,2521.93 1136.83,2548.08 1137.88,2458.91 1138.94,2396.5 1139.99,2602.83 1141.04,2586.51 1142.1,2601.62 1143.15,2434.16 1144.21,2573.38 1145.26,2461.24 1146.31,2471.15 1147.37,2503.62 1148.42,2519.39 1149.47,2503.53 1150.53,2409.96 1151.58,2438.01 1152.64,2517.21 1153.69,2484.82 1154.74,2481.4 1155.8,2528.59 1156.85,2507.11 1157.91,2558.08 1158.96,2400.77 1160.01,2462.86 1161.07,2537.99 1162.12,2531.98 1163.17,2530.46 1164.23,2464.01 1165.28,2510 1166.34,2471.94 1167.39,2480.89 1168.44,2498.73 1169.5,2506.38 1170.55,2571.65 1171.61,2585.25 1172.66,2427.13 1173.71,2431.46 1174.77,2487.49 1175.82,2372.69 1176.87,2427.02 1177.93,2638.37 1178.98,2484.25 1180.04,2593.49 1181.09,2542.18 1182.14,2493.95 1183.2,2537.56 1184.25,2536.45 1185.3,2479.18 1186.36,2393.5 1187.41,2556.14 1188.47,2605.21 1189.52,2577.98 1190.57,2606.5 1191.63,2592.03 1192.68,2586.14 1193.74,2558.42 1194.79,2490.49 1195.84,2563.14 1196.9,2677.94 1197.95,2429.86 1199,2505.94 1200.06,2484.91 1201.11,2480.44 1202.17,2527.66 1203.22,2501.47 1204.27,2491.14 1205.33,2431.37 1206.38,2426.44 1207.44,2461.68 1208.49,2387.54 1209.54,2519.36 1210.6,2505.68 1211.65,2505.29 1212.7,2493.09 1213.76,2496.35 1214.81,2576.65 1215.87,2493.77 1216.92,2455.08 1217.97,2490.8 1219.03,2478.43 1220.08,2308.1 1221.13,2484.16 1222.19,2481.51 1223.24,2479.83 1224.3,2499.03 1225.35,2382.9 1226.4,2621.91 1227.46,2448.06 1228.51,2503.87 1229.57,2641.6 1230.62,2574.38 1231.67,2549.56 1232.73,2549.56 1233.78,2437.36 1234.83,2439.1 1235.89,2440.01 1236.94,2554.52 1238,2474.21 1239.05,2407.03 1240.1,2571.8 1241.16,2586.99 1242.21,2541.13 1243.27,2463.88 1244.32,2515.63 1245.37,2452.54 1246.43,2509.79 1247.48,2504.86 1248.53,2518.73 1249.59,2427.21 1250.64,2491.57 1251.7,2521.99 1252.75,2567.75 1253.8,2527.95 1254.86,2463.65 1255.91,2561.17 1256.96,2503.75 1258.02,2584.11 1259.07,2506.23 1260.13,2562.14 1261.18,2514.14 1262.23,2534.38 1263.29,2471.35 1264.34,2430.33 1265.4,2436.19 1266.45,2424.04 1267.5,2421.93 1268.56,2420.79 1269.61,2431.42 1270.66,2588.47 1271.72,2435.6 1272.77,2469.17 1273.83,2432.41 1274.88,2464.32 1275.93,2383.83 1276.99,2573.79 1278.04,2533.61 1279.1,2563.4 1280.15,2579.55 1281.2,2609.86 1282.26,2354.09 1283.31,2338.48 1284.36,2344.08 1285.42,2338.3 1286.47,2299.99 1287.53,2405.33 1288.58,2381.31 1289.63,2426.99 1290.69,2392.02 1291.74,2423.63 1292.79,2519.27 1293.85,2537.58 1294.9,2462.9 1295.96,2473.45 1297.01,2509.49 1298.06,2516.88 1299.12,2500.21 1300.17,2538.65 1301.23,2527.41 1302.28,2539.02 1303.33,2524.62 1304.39,2578.08 1305.44,2500.42 1306.49,2484.19 1307.55,2474.83 1308.6,2458.34 1309.66,2409.16 1310.71,2431.1 1311.76,2446.97 1312.82,2435 1313.87,2491.79 1314.92,2471.59 1315.98,2433.59 1317.03,2482.91 1318.09,2431.6 1319.14,2546.64 1320.19,2508.08 1321.25,2384.66 1322.3,2397.18 1323.36,2313.95 1324.41,2436.54 1325.46,2445.13 1326.52,2466.75 1327.57,2526.56 1328.62,2529.48 1329.68,2460.8 1330.73,2435.44 1331.79,2441.63 1332.84,2544.26 1333.89,2501.82 1334.95,2473.59 1336,2503.75 1337.06,2485.83 1338.11,2518.61 1339.16,2610.59 1340.22,2610.59 1341.27,2604.16 1342.32,2268.42 1343.38,2274.92 1344.43,2360.87 1345.49,2321.47 1346.54,2322.92 1347.59,2359.21 1348.65,2435.55 1349.7,2586.27 1350.75,2566.33 1351.81,2545.02 1352.86,2448.82 1353.92,2410.36 1354.97,2366.76 1356.02,2388.71 1357.08,2503.59 1358.13,2508.24 1359.19,2624.8 1360.24,2533.51 1361.29,2553.97 1362.35,2442.84 1363.4,2370.89 1364.45,2512.3 1365.51,2254.1 1366.56,2301.46 1367.62,2313.07 1368.67,2664.31 1369.72,2611.75 1370.78,2406.5 1371.83,2532.36 1372.89,2495.45 1373.94,2548.57 1374.99,2577.64 1376.05,2473.83 1377.1,2405.83 1378.15,2556.96 1379.21,2416.06 1380.26,2496.22 1381.32,2498.19 1382.37,2452.96 1383.42,2447.12 1384.48,2455.59 1385.53,2533.99 1386.58,2575.76 1387.64,2356.75 1388.69,2265.96 1389.75,2427.68 1390.8,2478.01 1391.85,2462.69 1392.91,2450.06 1393.96,2519.71 1395.02,2438.73 1396.07,2532.24 1397.12,2547.53 1398.18,2446.88 1399.23,2538.87 1400.28,2395.67 1401.34,2378.94 1402.39,2477.48 1403.45,2464.86 1404.5,2538.03 1405.55,2508.64 1406.61,2543.89 1407.66,2487.65 1408.72,2524.11 1409.77,2310.18 1410.82,2363.36 1411.88,2368.24 1412.93,2312.18 1413.98,2344.69 1415.04,2438.6 1416.09,2349.7 1417.15,2606.71 1418.2,2504.73 1419.25,2544.84 1420.31,2544.26 1421.36,2426.46 1422.41,2515.63 1423.47,2545.08 1424.52,2480.15 1425.58,2479.22 1426.63,2499.29 1427.68,2499.29 1428.74,2488.33 1429.79,2538.12 1430.85,2500.72 1431.9,2579.73 1432.95,2533.99 1434.01,2423.14 1435.06,2540.64 1436.11,2381.97 1437.17,2391.17 1438.22,2489.49 1439.28,2517.46 1440.33,2484.06 1441.38,2535.26 1442.44,2464.26 1443.49,2427.34 1444.55,2500.53 1445.6,2420.03 1446.65,2435.89 1447.71,2525.9 1448.76,2477.02 1449.81,2559.41 1450.87,2494.34 1451.92,2520.93 1452.98,2544.4 1454.03,2496.7 1455.08,2425.74 1456.14,2378.18 1457.19,2454.01 1458.24,2447.39 1459.3,2473.67 1460.35,2492.26 1461.41,2472.84 1462.46,2430.18 1463.51,2542.4 1464.57,2469.6 1465.62,2432.39 1466.68,2399 1467.73,2405.73 1468.78,2436 1469.84,2460.91 1470.89,2444.96 1471.94,2458.58 1473,2483.46 1474.05,2467.08 1475.11,2459.34 1476.16,2488.77 1477.21,2552.75 1478.27,2526.12 1479.32,2438 1480.38,2473.23 1481.43,2501.11 1482.48,2380.1 1483.54,2435.32 1484.59,2465.72 1485.64,2555.53 1486.7,2588.22 1487.75,2317.51 1488.81,2312.96 1489.86,2343.42 1490.91,2253.68 1491.97,2254.67 1493.02,2327.6 1494.07,2557.16 1495.13,2510.69 1496.18,2491.58 1497.24,2505.26 1498.29,2412.49 1499.34,2427.14 1500.4,2465.06 1501.45,2551.01 1502.51,2510.88 1503.56,2449.12 1504.61,2460.84 1505.67,2397.5 1506.72,2510.03 1507.77,2469.88 1508.83,2404.36 1509.88,2535.56 1510.94,2466.46 1511.99,2437.18 1513.04,2452.05 1514.1,2633.18 1515.15,2447.29 1516.21,2456.83 1517.26,2470.32 1518.31,2602.04 1519.37,2418.65 1520.42,2484.53 1521.47,2391.38 1522.53,2477.5 1523.58,2384.16 1524.64,2419.74 1525.69,2397.68 1526.74,2400.26 1527.8,2301.07 1528.85,2362.97 1529.9,2437.45 1530.96,2475.05 1532.01,2502.54 1533.07,2481.92 1534.12,2490.86 1535.17,2483.37 1536.23,2511.04 1537.28,2514.01 1538.34,2514 1539.39,2501.64 1540.44,2491.24 1541.5,2568.33 1542.55,2421.49 1543.6,2592.09 1544.66,2377.74 1545.71,2603.65 1546.77,2464.22 1547.82,2491.58 1548.87,2444.1 1549.93,2486.89 1550.98,2548.38 1552.04,2486.33 1553.09,2510.08 1554.14,2577.44 1555.2,2532.11 1556.25,2542.66 1557.3,2488.3 1558.36,2403.32 1559.41,2391.33 1560.47,2544 1561.52,2461.39 1562.57,2628.43 1563.63,2440.6 1564.68,2416.88 1565.73,2559.24 1566.79,2495.61 1567.84,2510.77 1568.9,2560.75 1569.95,2488.53 1571,2372.46 1572.06,2403.56 1573.11,2307.16 1574.17,2459.58 1575.22,2410.29 1576.27,2363.63 1577.33,2477.42 1578.38,2460.88 1579.43,2460.88 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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&nbsp;[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-julia\"><pre><span><\/span><span class=\"n\">density<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">[<\/span><span class=\"ss\">:lp<\/span><span class=\"p\">],<\/span> <span class=\"n\">legend<\/span><span class=\"o\">=<\/span><span class=\"nb\">false<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div 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1905.57,250.518 1914.06,215.379 1922.56,184.318 1931.05,157.71 1939.54,135.524 1948.03,117.515 1956.52,103.494 1965.01,93.5448 1973.5,88.1214 1981.99,87.9763 1990.48,93.9669 1998.97,106.821 2007.47,126.96 2015.96,154.432 2024.45,188.983 2032.94,230.206 2041.43,277.711 2049.92,331.263 2058.41,390.819 2066.9,456.468 2075.39,528.276 2083.89,606.073 2092.38,689.226 2100.87,776.49 2109.36,865.954 2117.85,955.151 2126.34,1041.3 2134.83,1121.66 2143.32,1193.86 2151.81,1256.22 2160.31,1307.94 2168.8,1349.06 2177.29,1380.38 2185.78,1403.22 2194.27,1419.14 2202.76,1429.75 2211.25,1436.52 2219.74,1440.63 2228.23,1443.02 2236.73,1444.35 2245.22,1445.05 2253.71,1445.41 2262.2,1445.58 2270.69,1445.66 2279.18,1445.69 2287.67,1445.71 \"\/>\n<polyline clip-path=\"url(#clip762)\" style=\"stroke:#3da44d; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"562.977,1445.71 571.658,1445.71 580.34,1445.71 589.021,1445.7 597.703,1445.69 606.384,1445.66 615.066,1445.61 623.747,1445.52 632.429,1445.39 641.11,1445.2 649.791,1444.94 658.473,1444.6 667.154,1444.18 675.836,1443.71 684.517,1443.23 693.199,1442.77 701.88,1442.41 710.562,1442.17 719.243,1442.09 727.925,1442.17 736.606,1442.39 745.287,1442.68 753.969,1442.97 762.65,1443.2 771.332,1443.27 780.013,1443.12 788.695,1442.74 797.376,1442.1 806.058,1441.23 814.739,1440.2 823.421,1439.07 832.102,1437.98 840.783,1437.02 849.465,1436.3 858.146,1435.93 866.828,1435.92 875.509,1436.3 884.191,1437 892.872,1437.92 901.554,1438.93 910.235,1439.9 918.917,1440.69 927.598,1441.2 936.28,1441.39 944.961,1441.23 953.642,1440.8 962.324,1440.16 971.005,1439.44 979.687,1438.77 988.368,1438.22 997.05,1437.84 1005.73,1437.62 1014.41,1437.45 1023.09,1437.2 1031.78,1436.71 1040.46,1435.81 1049.14,1434.4 1057.82,1432.44 1066.5,1429.93 1075.18,1426.95 1083.86,1423.61 1092.55,1420 1101.23,1416.23 1109.91,1412.42 1118.59,1408.65 1127.27,1405.07 1135.95,1401.83 1144.63,1399.07 1153.32,1396.93 1162,1395.48 1170.68,1394.67 1179.36,1394.36 1188.04,1394.28 1196.72,1394.17 1205.4,1393.76 1214.09,1392.89 1222.77,1391.5 1231.45,1389.7 1240.13,1387.68 1248.81,1385.65 1257.49,1383.82 1266.17,1382.34 1274.86,1381.21 1283.54,1380.37 1292.22,1379.67 1300.9,1378.94 1309.58,1378.01 1318.26,1376.75 1326.95,1375.06 1335.63,1372.84 1344.31,1369.98 1352.99,1366.36 1361.67,1361.84 1370.35,1356.37 1379.03,1349.99 1387.72,1342.88 1396.4,1335.38 1405.08,1327.93 1413.76,1320.99 1422.44,1314.97 1431.12,1310.14 1439.8,1306.59 1448.49,1304.24 1457.17,1302.82 1465.85,1301.98 1474.53,1301.3 1483.21,1300.35 1491.89,1298.69 1500.57,1295.92 1509.26,1291.64 1517.94,1285.53 1526.62,1277.36 1535.3,1266.98 1543.98,1254.43 1552.66,1239.89 1561.34,1223.66 1570.03,1206.19 1578.71,1187.92 1587.39,1169.3 1596.07,1150.66 1604.75,1132.25 1613.43,1114.14 1622.11,1096.31 1630.8,1078.62 1639.48,1060.83 1648.16,1042.6 1656.84,1023.51 1665.52,1003.11 1674.2,980.961 1682.88,956.734 1691.57,930.295 1700.25,901.757 1708.93,871.481 1717.61,840.016 1726.29,808.016 1734.97,776.144 1743.65,745.016 1752.34,715.182 1761.02,687.134 1769.7,661.317 1778.38,638.095 1787.06,617.682 1795.74,600.024 1804.43,584.704 1813.11,570.895 1821.79,557.43 1830.47,542.986 1839.15,526.357 1847.83,506.733 1856.51,483.912 1865.2,458.352 1873.88,431.042 1882.56,403.223 1891.24,376.047 1899.92,350.281 1908.6,326.16 1917.28,303.437 1925.97,281.599 1934.65,260.171 1943.33,239.002 1952.01,218.421 1960.69,199.234 1969.37,182.567 1978.05,169.628 1986.74,161.481 1995.42,158.898 2004.1,162.344 2012.78,172.077 2021.46,188.312 2030.14,211.395 2038.82,241.902 2047.51,280.63 2056.19,328.465 2064.87,386.156 2073.55,454.042 2082.23,531.801 2090.91,618.284 2099.59,711.468 2108.28,808.558 2116.96,906.227 2125.64,1000.96 2134.32,1089.44 2143,1168.94 2151.68,1237.56 2160.36,1294.41 2169.05,1339.59 2177.73,1373.97 2186.41,1399.04 2195.09,1416.51 2203.77,1428.17 2212.45,1435.6 2221.14,1440.12 2229.82,1442.75 2238.5,1444.21 2247.18,1444.98 2255.86,1445.38 2264.54,1445.56 2273.22,1445.65 2281.91,1445.69 2290.59,1445.71 \"\/>\n<\/svg>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=f9774aa1\" 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>code \uc124\uba85<\/strong><\/p>\n<div class=\"highlight\"><pre><span><\/span><span class=\"n\">mean_params<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mapreduce<\/span><span class=\"p\">(<\/span><span class=\"n\">hcat<\/span><span class=\"p\">,<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">;<\/span> <span class=\"n\">append_chains<\/span><span class=\"o\">=<\/span><span class=\"nb\">false<\/span><span class=\"p\">))<\/span> <span class=\"k\">do<\/span> <span class=\"n\">df<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:mean<\/span><span class=\"p\">]<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n<p><code>chains<\/code>\uc5d0\uc11c \ud3c9\uade0 \ud30c\ub77c\ubbf8\ud130 \uac12\uc744 \ucd94\ucd9c\ud558\ub294 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\uc758 \uac01 \ubd80\ubd84\uc5d0 \ub300\ud574 \uc124\uba85\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong><code>mean(chain; append_chains=false)<\/code>:<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong><code>mean<\/code><\/strong> \ud568\uc218\ub294 <strong><code>chains<\/code><\/strong> \uc758 \uac01 \ud30c\ub77c\ubbf8\ud130\uc5d0 \ub300\ud55c \ud3c9\uade0 \uac12\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong><code>append_chains=false<\/code><\/strong> \ub294 <strong><code>chains<\/code><\/strong> \uc5d0 \uc5ec\ub7ec \uac1c\uc758 \uc5f0\uacb0\ub41c \uccb4\uc778\uc774 \uc788\uc744 \uacbd\uc6b0 \uc774\ub97c \ubd84\ub9ac\ud55c \uc0c1\ud0dc\ub85c \uc720\uc9c0\ud558\ub77c\ub294 \uc635\uc158\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong><code>mapreduce(hcat, mean(chain; append_chains=false)):<\/code><\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong><code>mapreduce<\/code><\/strong> \ub294 \ub450 \uac1c\uc758 \ud568\uc218\uc640 \ud558\ub098\uc758 \uceec\ub809\uc158\uc744 \uc778\uc218\ub85c \ubc1b\uc544 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li>\uccab \ubc88\uc9f8 \ud568\uc218\ub294 \uceec\ub809\uc158\uc758 \uac01 \uc694\uc18c\uc5d0 \uc801\uc6a9\ub418\uba70, \ub450 \ubc88\uc9f8 \ud568\uc218\ub294 \uccab \ubc88\uc9f8 \ud568\uc218\uc758 \uacb0\uacfc\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc5ec\uae30\uc11c\ub294 <strong><code>hcat<\/code><\/strong> \uc774 \uacb0\ud569 \ud568\uc218\ub85c \uc0ac\uc6a9\ub418\uc5c8\ub294\ub370, \uc774\ub294 \uc218\ud3c9\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\ub77c\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong><code>do df:<\/code><\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong><code>do<\/code><\/strong> \ubb38\ubc95\uc740 Julia\uc5d0\uc11c \uc775\uba85 \ud568\uc218\ub97c \ud45c\ud604\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uad6c\ubb38\uc740 <strong><code>mapreduce<\/code><\/strong> \uc758 \uccab \ubc88\uc9f8 \ud568\uc218\uc5d0 \ub300\ud55c \uc815\uc758\ub97c \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<ol start=\"4\">\n<li><strong>return df[:, :mean]:<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\uc774 \ubd80\ubd84\uc740 <strong><code>df<\/code><\/strong> \ub77c\ub294 \uc774\ub984\uc758 \ub370\uc774\ud130 \ud504\ub808\uc784\uc5d0\uc11c <strong><code>mean<\/code><\/strong> \uc774\ub77c\ub294 \uc5f4\ub9cc \ucd94\ucd9c\ud558\uc5ec \ubc18\ud658\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uacb0\uacfc\uc801\uc73c\ub85c, <strong><code>mean_params<\/code><\/strong> \ub294 <strong><code>chains<\/code><\/strong> \uc758 \uac01 \ud30c\ub77c\ubbf8\ud130\uc5d0 \ub300\ud55c \ud3c9\uade0 \uac12\uc744 \uc218\ud3c9\uc801\uc73c\ub85c \uc5f0\uacb0\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=103b5fdd\" 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&nbsp;[14]:<\/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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<span class=\"c\">#     mean(chains; append_chains=false) |&gt; display<\/span>\n<span class=\"c\">#     mean(chains; append_chains=false)[1] |&gt; display<\/span>\n<span class=\"c\">#     mean(chains; append_chains=false)|&gt;DataFrame |&gt; display<\/span>\n    \n    <span class=\"c\"># mapreduce(df-&gt;df[:,:mean],hcat, mean(chains; append_chains=false))<\/span>\n    <span class=\"c\"># \uc640 \ub3d9\uc77c<\/span>\n    <span class=\"n\">mean_params<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mapreduce<\/span><span class=\"p\">(<\/span><span class=\"n\">hcat<\/span><span class=\"p\">,<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">;<\/span> <span class=\"n\">append_chains<\/span><span class=\"o\">=<\/span><span class=\"nb\">false<\/span><span class=\"p\">))<\/span> <span class=\"k\">do<\/span> <span class=\"n\">df<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:mean<\/span><span class=\"p\">]<\/span>\n    <span class=\"k\">end<\/span>\n    \n    <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"k\">in<\/span> <span class=\"p\">(<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n        <span class=\"nd\">@assert<\/span> <span class=\"n\">mean_params<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span> <span class=\"o\">!=<\/span> <span class=\"n\">mean_params<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">]<\/span>        \n        <span class=\"nd\">@assert<\/span> <span class=\"n\">isapprox<\/span><span class=\"p\">(<\/span><span class=\"n\">mean_params<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">mean_params<\/span><span class=\"p\">[<\/span><span class=\"o\">:<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">];<\/span> <span class=\"n\">rtol<\/span><span class=\"o\">=<\/span><span class=\"mf\">5e-2<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">end<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output \" data-mime-type=\"text\/plain\">\n<pre>Mean\n <span class=\"ansi-bold\"> parameters <\/span> <span class=\"ansi-bold\">    mean <\/span>\n <span class=\"ansi-black-intense-fg\">     Symbol <\/span> <span class=\"ansi-black-intense-fg\"> Float64 <\/span>\n   intercept   -4.4444\n     student    0.0777\n     balance    1.7781\n      income    0.0860\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=b63bbd9f\" 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>MCMCChains\uc758 <strong><code>corner<\/code><\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\uc758 \ub2e4\uc591\ud55c \ub9e4\uac1c\ubcc0\uc218 \ubd84\ud3ec\ub97c \ud45c\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=bed33fd2\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"n\">I<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"ss\">:student<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:balance<\/span><span class=\"p\">,<\/span> <span class=\"ss\">:income<\/span><span class=\"p\">]<\/span>\n    <span class=\"c\"># Use the corner function. Requires StatsPlots and MCMCChains<\/span>\n    <span class=\"n\">corner<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">,<\/span><span class=\"n\">I<\/span><span class=\"p\">,<\/span> <span class=\"n\">norm<\/span><span class=\"o\">=<\/span><span class=\"nb\">true<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[15]:<\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" 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style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2262.67\" cy=\"1757.67\" r=\"2\"\/>\n<circle clip-path=\"url(#clip858)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2264.74\" cy=\"1763.41\" r=\"2\"\/>\n<circle clip-path=\"url(#clip858)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2266.81\" cy=\"1760.54\" r=\"2\"\/>\n<circle clip-path=\"url(#clip858)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2268.88\" cy=\"1757.67\" r=\"2\"\/>\n<circle clip-path=\"url(#clip858)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2270.95\" cy=\"1761.98\" r=\"2\"\/>\n<\/svg>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=e32bb611\" 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>\ub2e4\ud589\ud788 <code>corner<\/code> \ud50c\ub86f\uc740 \uac01 \ub9e4\uac1c \ubcc0\uc218\uc5d0 \ub300\ud55c \ub2e8\ubaa8\uc218 \ubd84\ud3ec\ub97c \ubcf4\uc5ec \uc8fc\ubbc0\ub85c \uac01 \ub9e4\uac1c \ubcc0\uc218\uc758 \uc0d8\ud50c\ub9c1\ub41c \uac12\uc758 \ud3c9\uade0\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21\uc744 \uc704\ud55c \ubaa8\ub378\uc744 \ucd94\uc815\ud558\ub294 \uac83\uc740 \uac04\ub2e8\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=210aeb57\" 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<h2 id=\"Making-Predictions\">Making Predictions<a class=\"anchor-link\" href=\"#Making-Predictions\">&#182;<\/a><\/h2><p>\ubaa8\ub378\uc774 \uc2e4\uc81c\ub85c \ucc44\ubb34 \ubd88\uc774\ud589 \uac00\ub2a5\uc131\uc744 \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud558\ub294\uc9c0 \ud14c\uc2a4\ud2b8\ud558\ub824\uba74 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uae4c\uc694? \uc55e\uc11c \ub9cc\ub4e0 <code>test<\/code> \uac1c\uccb4\ub97c \uac00\uc838\uc640 \uc0d8\ud50c\ub9c1 \uc911\uc5d0 \uacc4\uc0b0\ub41c \ud3c9\uade0 \ub9e4\uac1c \ubcc0\uc218\ub97c \ud1b5\ud574 \uc2e4\ud589\ud558\ub294 \uc608\uce21 \ud568\uc218\ub97c \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc544\ub798 <code>prediction<\/code> \ud568\uc218\ub294 <code>Matrix<\/code>\uc640 <code>Chain<\/code> \uac1d\uccb4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ud568\uc218\ub294 \uac01 \ub9e4\uac1c\ubcc0\uc218\uc758 \uc0d8\ud50c\ub9c1\ub41c \uac12\uc758 \ud3c9\uade0\uc744 \ucde8\ud558\uace0 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\uc758 \ubaa8\ub4e0 \uc694\uc18c\uc5d0 \ub300\ud574 \uc774 \ud3c9\uade0\uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub85c\uc9c0\uc2a4\ud2f1 \ud568\uc218\ub97c \ub2e4\uc2dc \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=26eea3fa\" 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<h3 id=\"%EC%B1%84%EB%AC%B4%EB%B6%88%EC%9D%B4%ED%96%89%EC%9D%B4-%EC%97%AC%EB%B6%80%EB%A5%BC-%ED%8C%90%EB%8B%A8%ED%95%98%EA%B8%B0-%EC%9C%84%ED%95%B4-PDF%EC%99%80-CDF-%EC%82%B4%ED%8E%B4-%EB%B3%B4%EA%B8%B0\">&#52292;&#47924;&#48520;&#51060;&#54665;&#51060; &#50668;&#48512;&#47484; &#54032;&#45800;&#54616;&#44592; &#50948;&#54644; PDF&#50752; CDF &#49332;&#54196; &#48372;&#44592;<a class=\"anchor-link\" href=\"#%EC%B1%84%EB%AC%B4%EB%B6%88%EC%9D%B4%ED%96%89%EC%9D%B4-%EC%97%AC%EB%B6%80%EB%A5%BC-%ED%8C%90%EB%8B%A8%ED%95%98%EA%B8%B0-%EC%9C%84%ED%95%B4-PDF%EC%99%80-CDF-%EC%82%B4%ED%8E%B4-%EB%B3%B4%EA%B8%B0\">&#182;<\/a><\/h3><p>\ucc44\ubb34\ubd88\uc774\ud589 \uac00\ub2a5\uc131 \ubd84\ud3ec\uc640 \ucc44\ubb34\ubd88\uc774\ud589 \uc5ec\ubd80\ub97c \ud310\ub2e8\ud558\uae30 \uc704\ud55c threshold \uacb0\uc815<\/p>\n<ul>\n<li>y : \ucc44\ubb34\ubd88\uc774\ud589 \ud655\ub960<\/li>\n<\/ul>\n<p>\uc544\ub798 \ucc44\ubb34\ubd88\uc774\ud589(Default)\uac00\ub2a5\uc131\uc758 \ud655\ub960\ubd84\ud3ec \ubcf4\uba74 \ucc44\ubb34\ubd88\uc774\ud589(Default) \uac00\ub2a5\uc131\uc774 \uc544\uc8fc \ub0ae\uc740 \uac83\uc744 \uc54c \uc218 \uc788\ub2e4.\n<img decoding=\"async\" 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alt=\"image.png\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=1d84c2bb\" 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&nbsp;[16]:<\/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-julia\"><pre><span><\/span><span class=\"k\">function<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">::<\/span><span class=\"kt\">Matrix<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># Pull the means from each parameter&#39;s sampled values in the chain<\/span>\n    <span class=\"n\">intercept<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">[<\/span><span class=\"ss\">:intercept<\/span><span class=\"p\">])<\/span>\n    <span class=\"n\">student<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">[<\/span><span class=\"ss\">:student<\/span><span class=\"p\">])<\/span>\n    <span class=\"n\">balance<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">[<\/span><span class=\"ss\">:balance<\/span><span class=\"p\">])<\/span>\n    <span class=\"n\">income<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mean<\/span><span class=\"p\">(<\/span><span class=\"n\">chains<\/span><span class=\"p\">[<\/span><span class=\"ss\">:income<\/span><span class=\"p\">])<\/span>\n    \n    <span class=\"c\"># Retrieve the number of rows<\/span>\n    <span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">size<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"c\"># Generate a vector to store our predictions<\/span>\n    <span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Vector<\/span><span class=\"p\">{<\/span><span class=\"kt\">Float64<\/span><span class=\"p\">}(<\/span><span class=\"nb\">undef<\/span><span class=\"p\">,<\/span><span class=\"n\">n<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Vector<\/span><span class=\"p\">{<\/span><span class=\"kt\">Float64<\/span><span class=\"p\">}(<\/span><span class=\"nb\">undef<\/span><span class=\"p\">,<\/span><span class=\"n\">n<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># Calculate the logistic function for each element in the test set.<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"k\">in<\/span> <span class=\"mi\">1<\/span><span class=\"o\">:<\/span><span class=\"n\">n<\/span>\n        <span class=\"c\"># Default probability<\/span>\n        <span class=\"n\">z<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">intercept<\/span> <span class=\"o\">+<\/span> <span class=\"n\">student<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"n\">balance<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"n\">income<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">]<\/span>\n        <span class=\"n\">y<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">logistic<\/span><span class=\"p\">(<\/span><span class=\"n\">z<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">])<\/span>\n    <span class=\"k\">end<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[16]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>get_logistic_info (generic function with 1 method)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=31dd9550\" 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&nbsp;[17]:<\/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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">train<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">density<\/span><span class=\"p\">(<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n    <span class=\"n\">density_of_y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">kde<\/span><span class=\"p\">(<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y_max_of_density<\/span> <span class=\"o\">=<\/span> <span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">argmax<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">density<\/span><span class=\"p\">)]<\/span>\n    <span class=\"n\">println<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;y* = argmax(KDE) = <\/span><span class=\"si\">$y_max_of_density<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"p\">,<\/span> <span class=\"n\">title<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Probability Density(PDF) of &#39;Default Probability&#39;&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">xlabel<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;y&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Probability Density&quot;<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">legend<\/span><span class=\"o\">=<\/span><span class=\"nb\">false<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># kde \uc5d0\uc11c pdf \uad6c\ud558\uae30<\/span>\n    <span class=\"n\">f_pdf<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pdf<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"p\">,<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plot!<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">f_pdf<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">x<\/span><span class=\"p\">))<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n    <span class=\"c\"># kde\uc5d0\uc11c cds \uad6c\ud558\uae30<\/span>\n    <span class=\"n\">f_cdf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cumsum<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">density<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span>  <span class=\"n\">step<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">density_of_y<\/span><span class=\"o\">.<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">f_cdf<\/span><span class=\"p\">,<\/span> <span class=\"n\">title<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Probability(CDF) of &#39;Default Probability&#39;&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">xlabel<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;y&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Probability&quot;<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">legend<\/span><span class=\"o\">=<\/span><span class=\"nb\">false<\/span><span class=\"p\">)<\/span> <span class=\"o\">|&gt;<\/span> <span class=\"n\">display<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output \" data-mime-type=\"text\/html\">\n<?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n<defs>\n  <clipPath id=\"clip940\">\n    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"\/>\n  <\/clipPath>\n<\/defs>\n<path clip-path=\"url(#clip940)\" d=\"M0 1600 L2400 1600 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867.877,1376.37 868.867,1376.8 869.857,1377.19 870.848,1377.56 871.838,1377.91 872.828,1378.22 873.819,1378.51 874.809,1378.77 875.799,1379.01 876.789,1379.21 877.78,1379.39 878.77,1379.55 879.76,1379.69 880.751,1379.8 881.741,1379.89 882.731,1379.95 883.722,1380 884.712,1380.03 885.702,1380.05 886.693,1380.05 887.683,1380.03 888.673,1380.01 889.663,1379.97 890.654,1379.92 891.644,1379.86 892.634,1379.8 893.625,1379.73 894.615,1379.66 895.605,1379.58 896.596,1379.5 897.586,1379.42 898.576,1379.34 899.567,1379.26 900.557,1379.18 901.547,1379.1 902.537,1379.03 903.528,1378.96 904.518,1378.89 905.508,1378.83 906.499,1378.77 907.489,1378.72 908.479,1378.68 909.47,1378.64 910.46,1378.6 911.45,1378.57 912.441,1378.55 913.431,1378.54 914.421,1378.53 915.411,1378.52 916.402,1378.52 917.392,1378.53 918.382,1378.55 919.373,1378.56 920.363,1378.59 921.353,1378.62 922.344,1378.65 923.334,1378.68 924.324,1378.72 925.315,1378.77 926.305,1378.81 927.295,1378.85 928.285,1378.9 929.276,1378.95 930.266,1378.99 931.256,1379.04 932.247,1379.08 933.237,1379.12 934.227,1379.15 935.218,1379.19 936.208,1379.21 937.198,1379.23 938.189,1379.24 939.179,1379.25 940.169,1379.24 941.16,1379.23 942.15,1379.21 943.14,1379.18 944.13,1379.13 945.121,1379.08 946.111,1379.01 947.101,1378.94 948.092,1378.85 949.082,1378.74 950.072,1378.63 951.063,1378.5 952.053,1378.37 953.043,1378.22 954.034,1378.06 955.024,1377.89 956.014,1377.71 957.004,1377.52 957.995,1377.32 958.985,1377.11 959.975,1376.9 960.966,1376.69 961.956,1376.47 962.946,1376.25 963.937,1376.03 964.927,1375.8 965.917,1375.58 966.908,1375.37 967.898,1375.15 968.888,1374.95 969.878,1374.75 970.869,1374.56 971.859,1374.38 972.849,1374.21 973.84,1374.05 974.83,1373.91 975.82,1373.78 976.811,1373.67 977.801,1373.58 978.791,1373.5 979.782,1373.45 980.772,1373.41 981.762,1373.39 982.752,1373.39 983.743,1373.42 984.733,1373.46 985.723,1373.52 986.714,1373.61 987.704,1373.71 988.694,1373.83 989.685,1373.98 990.675,1374.14 991.665,1374.32 992.656,1374.52 993.646,1374.73 994.636,1374.96 995.627,1375.2 996.617,1375.45 997.607,1375.72 998.597,1376 999.588,1376.28 1000.58,1376.58 1001.57,1376.87 1002.56,1377.18 1003.55,1377.48 1004.54,1377.79 1005.53,1378.1 1006.52,1378.41 1007.51,1378.71 1008.5,1379.01 1009.49,1379.31 1010.48,1379.59 1011.47,1379.87 1012.46,1380.14 1013.45,1380.4 1014.44,1380.64 1015.43,1380.87 1016.42,1381.09 1017.41,1381.29 1018.4,1381.48 1019.39,1381.65 1020.38,1381.8 1021.37,1381.93 1022.36,1382.05 1023.36,1382.14 1024.35,1382.21 1025.34,1382.27 1026.33,1382.3 1027.32,1382.32 1028.31,1382.31 1029.3,1382.28 1030.29,1382.23 1031.28,1382.17 1032.27,1382.08 1033.26,1381.98 1034.25,1381.85 1035.24,1381.71 1036.23,1381.55 1037.22,1381.38 1038.21,1381.19 1039.2,1380.98 1040.19,1380.77 1041.18,1380.54 1042.17,1380.3 1043.16,1380.05 1044.15,1379.79 1045.14,1379.52 1046.13,1379.25 1047.12,1378.98 1048.11,1378.7 1049.1,1378.42 1050.09,1378.14 1051.08,1377.86 1052.07,1377.58 1053.06,1377.3 1054.05,1377.03 1055.05,1376.77 1056.04,1376.52 1057.03,1376.27 1058.02,1376.03 1059.01,1375.8 1060,1375.58 1060.99,1375.38 1061.98,1375.18 1062.97,1375 1063.96,1374.83 1064.95,1374.68 1065.94,1374.54 1066.93,1374.41 1067.92,1374.29 1068.91,1374.19 1069.9,1374.1 1070.89,1374.03 1071.88,1373.96 1072.87,1373.91 1073.86,1373.87 1074.85,1373.85 1075.84,1373.83 1076.83,1373.82 1077.82,1373.82 1078.81,1373.83 1079.8,1373.85 1080.79,1373.88 1081.78,1373.92 1082.77,1373.96 1083.76,1374.01 1084.75,1374.06 1085.74,1374.12 1086.73,1374.19 1087.73,1374.26 1088.72,1374.33 1089.71,1374.41 1090.7,1374.5 1091.69,1374.59 1092.68,1374.68 1093.67,1374.78 1094.66,1374.88 1095.65,1374.99 1096.64,1375.1 1097.63,1375.22 1098.62,1375.34 1099.61,1375.47 1100.6,1375.6 1101.59,1375.74 1102.58,1375.89 1103.57,1376.04 1104.56,1376.2 1105.55,1376.36 1106.54,1376.53 1107.53,1376.71 1108.52,1376.89 1109.51,1377.08 1110.5,1377.27 1111.49,1377.47 1112.48,1377.68 1113.47,1377.89 1114.46,1378.11 1115.45,1378.33 1116.44,1378.56 1117.43,1378.79 1118.42,1379.03 1119.42,1379.27 1120.41,1379.51 1121.4,1379.75 1122.39,1379.99 1123.38,1380.24 1124.37,1380.48 1125.36,1380.73 1126.35,1380.97 1127.34,1381.22 1128.33,1381.46 1129.32,1381.69 1130.31,1381.93 1131.3,1382.16 1132.29,1382.38 1133.28,1382.6 1134.27,1382.82 1135.26,1383.02 1136.25,1383.23 1137.24,1383.42 1138.23,1383.61 1139.22,1383.8 1140.21,1383.97 1141.2,1384.14 1142.19,1384.3 1143.18,1384.45 1144.17,1384.59 1145.16,1384.73 1146.15,1384.86 1147.14,1384.98 1148.13,1385.1 1149.12,1385.2 1150.11,1385.3 1151.11,1385.39 1152.1,1385.48 1153.09,1385.56 1154.08,1385.63 1155.07,1385.7 1156.06,1385.75 1157.05,1385.81 1158.04,1385.85 1159.03,1385.9 1160.02,1385.93 1161.01,1385.96 1162,1385.99 1162.99,1386.01 1163.98,1386.02 1164.97,1386.03 1165.96,1386.03 1166.95,1386.03 1167.94,1386.02 1168.93,1386.01 1169.92,1385.99 1170.91,1385.97 1171.9,1385.94 1172.89,1385.9 1173.88,1385.86 1174.87,1385.82 1175.86,1385.76 1176.85,1385.7 1177.84,1385.63 1178.83,1385.56 1179.82,1385.47 1180.81,1385.38 1181.8,1385.28 1182.79,1385.17 1183.79,1385.06 1184.78,1384.93 1185.77,1384.8 1186.76,1384.65 1187.75,1384.5 1188.74,1384.34 1189.73,1384.17 1190.72,1383.99 1191.71,1383.79 1192.7,1383.59 1193.69,1383.39 1194.68,1383.17 1195.67,1382.94 1196.66,1382.71 1197.65,1382.47 1198.64,1382.22 1199.63,1381.97 1200.62,1381.71 1201.61,1381.44 1202.6,1381.17 1203.59,1380.9 1204.58,1380.63 1205.57,1380.36 1206.56,1380.09 1207.55,1379.82 1208.54,1379.55 1209.53,1379.29 1210.52,1379.03 1211.51,1378.78 1212.5,1378.53 1213.49,1378.3 1214.48,1378.07 1215.48,1377.86 1216.47,1377.66 1217.46,1377.47 1218.45,1377.29 1219.44,1377.13 1220.43,1376.99 1221.42,1376.86 1222.41,1376.75 1223.4,1376.65 1224.39,1376.57 1225.38,1376.51 1226.37,1376.46 1227.36,1376.43 1228.35,1376.42 1229.34,1376.42 1230.33,1376.44 1231.32,1376.48 1232.31,1376.52 1233.3,1376.58 1234.29,1376.65 1235.28,1376.74 1236.27,1376.83 1237.26,1376.93 1238.25,1377.04 1239.24,1377.15 1240.23,1377.27 1241.22,1377.4 1242.21,1377.52 1243.2,1377.65 1244.19,1377.79 1245.18,1377.92 1246.17,1378.05 1247.17,1378.18 1248.16,1378.3 1249.15,1378.43 1250.14,1378.55 1251.13,1378.67 1252.12,1378.78 1253.11,1378.9 1254.1,1379 1255.09,1379.11 1256.08,1379.21 1257.07,1379.3 1258.06,1379.39 1259.05,1379.48 1260.04,1379.57 1261.03,1379.66 1262.02,1379.74 1263.01,1379.82 1264,1379.9 1264.99,1379.99 1265.98,1380.07 1266.97,1380.15 1267.96,1380.24 1268.95,1380.32 1269.94,1380.41 1270.93,1380.5 1271.92,1380.59 1272.91,1380.69 1273.9,1380.78 1274.89,1380.88 1275.88,1380.99 1276.87,1381.09 1277.86,1381.2 1278.85,1381.31 1279.85,1381.42 1280.84,1381.53 1281.83,1381.64 1282.82,1381.75 1283.81,1381.86 1284.8,1381.97 1285.79,1382.08 1286.78,1382.18 1287.77,1382.29 1288.76,1382.38 1289.75,1382.48 1290.74,1382.56 1291.73,1382.64 1292.72,1382.72 1293.71,1382.79 1294.7,1382.85 1295.69,1382.9 1296.68,1382.94 1297.67,1382.98 1298.66,1383 1299.65,1383.02 1300.64,1383.02 1301.63,1383.02 1302.62,1383.01 1303.61,1382.99 1304.6,1382.96 1305.59,1382.92 1306.58,1382.88 1307.57,1382.83 1308.56,1382.77 1309.55,1382.7 1310.54,1382.63 1311.54,1382.56 1312.53,1382.48 1313.52,1382.4 1314.51,1382.32 1315.5,1382.23 1316.49,1382.15 1317.48,1382.07 1318.47,1381.99 1319.46,1381.91 1320.45,1381.83 1321.44,1381.76 1322.43,1381.7 1323.42,1381.64 1324.41,1381.59 1325.4,1381.55 1326.39,1381.51 1327.38,1381.49 1328.37,1381.47 1329.36,1381.46 1330.35,1381.47 1331.34,1381.48 1332.33,1381.5 1333.32,1381.53 1334.31,1381.58 1335.3,1381.63 1336.29,1381.69 1337.28,1381.76 1338.27,1381.84 1339.26,1381.93 1340.25,1382.03 1341.24,1382.13 1342.23,1382.24 1343.22,1382.36 1344.22,1382.48 1345.21,1382.61 1346.2,1382.74 1347.19,1382.88 1348.18,1383.02 1349.17,1383.16 1350.16,1383.3 1351.15,1383.44 1352.14,1383.58 1353.13,1383.72 1354.12,1383.86 1355.11,1384 1356.1,1384.14 1357.09,1384.27 1358.08,1384.4 1359.07,1384.52 1360.06,1384.64 1361.05,1384.76 1362.04,1384.87 1363.03,1384.98 1364.02,1385.08 1365.01,1385.17 1366,1385.26 1366.99,1385.35 1367.98,1385.42 1368.97,1385.5 1369.96,1385.56 1370.95,1385.63 1371.94,1385.68 1372.93,1385.73 1373.92,1385.78 1374.91,1385.81 1375.91,1385.85 1376.9,1385.87 1377.89,1385.89 1378.88,1385.91 1379.87,1385.92 1380.86,1385.93 1381.85,1385.93 1382.84,1385.92 1383.83,1385.91 1384.82,1385.89 1385.81,1385.87 1386.8,1385.84 1387.79,1385.8 1388.78,1385.76 1389.77,1385.72 1390.76,1385.66 1391.75,1385.61 1392.74,1385.54 1393.73,1385.47 1394.72,1385.39 1395.71,1385.31 1396.7,1385.22 1397.69,1385.13 1398.68,1385.02 1399.67,1384.92 1400.66,1384.8 1401.65,1384.68 1402.64,1384.56 1403.63,1384.42 1404.62,1384.29 1405.61,1384.15 1406.6,1384 1407.6,1383.85 1408.59,1383.69 1409.58,1383.53 1410.57,1383.36 1411.56,1383.2 1412.55,1383.03 1413.54,1382.85 1414.53,1382.68 1415.52,1382.5 1416.51,1382.33 1417.5,1382.15 1418.49,1381.97 1419.48,1381.8 1420.47,1381.63 1421.46,1381.46 1422.45,1381.29 1423.44,1381.12 1424.43,1380.96 1425.42,1380.8 1426.41,1380.65 1427.4,1380.5 1428.39,1380.36 1429.38,1380.22 1430.37,1380.09 1431.36,1379.97 1432.35,1379.85 1433.34,1379.74 1434.33,1379.63 1435.32,1379.54 1436.31,1379.45 1437.3,1379.37 1438.29,1379.29 1439.28,1379.23 1440.28,1379.17 1441.27,1379.12 1442.26,1379.08 1443.25,1379.04 1444.24,1379.01 1445.23,1378.99 1446.22,1378.98 1447.21,1378.98 1448.2,1378.98 1449.19,1379 1450.18,1379.02 1451.17,1379.04 1452.16,1379.08 1453.15,1379.12 1454.14,1379.18 1455.13,1379.23 1456.12,1379.3 1457.11,1379.38 1458.1,1379.46 1459.09,1379.55 1460.08,1379.65 1461.07,1379.75 1462.06,1379.86 1463.05,1379.98 1464.04,1380.11 1465.03,1380.24 1466.02,1380.37 1467.01,1380.52 1468,1380.67 1468.99,1380.82 1469.98,1380.98 1470.97,1381.14 1471.97,1381.31 1472.96,1381.47 1473.95,1381.65 1474.94,1381.82 1475.93,1381.99 1476.92,1382.17 1477.91,1382.35 1478.9,1382.52 1479.89,1382.7 1480.88,1382.87 1481.87,1383.04 1482.86,1383.22 1483.85,1383.38 1484.84,1383.55 1485.83,1383.71 1486.82,1383.86 1487.81,1384.02 1488.8,1384.16 1489.79,1384.3 1490.78,1384.44 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1032.27,1382.08 1033.26,1381.98 1034.25,1381.85 1035.24,1381.71 1036.23,1381.55 1037.22,1381.38 1038.21,1381.19 1039.2,1380.98 1040.19,1380.77 1041.18,1380.54 1042.17,1380.3 1043.16,1380.05 1044.15,1379.79 1045.14,1379.52 1046.13,1379.25 1047.12,1378.98 1048.11,1378.7 1049.1,1378.42 1050.09,1378.14 1051.08,1377.86 1052.07,1377.58 1053.06,1377.3 1054.05,1377.03 1055.05,1376.77 1056.04,1376.52 1057.03,1376.27 1058.02,1376.03 1059.01,1375.8 1060,1375.58 1060.99,1375.38 1061.98,1375.18 1062.97,1375 1063.96,1374.83 1064.95,1374.68 1065.94,1374.54 1066.93,1374.41 1067.92,1374.29 1068.91,1374.19 1069.9,1374.1 1070.89,1374.03 1071.88,1373.96 1072.87,1373.91 1073.86,1373.87 1074.85,1373.85 1075.84,1373.83 1076.83,1373.82 1077.82,1373.82 1078.81,1373.83 1079.8,1373.85 1080.79,1373.88 1081.78,1373.92 1082.77,1373.96 1083.76,1374.01 1084.75,1374.06 1085.74,1374.12 1086.73,1374.19 1087.73,1374.26 1088.72,1374.33 1089.71,1374.41 1090.7,1374.5 1091.69,1374.59 1092.68,1374.68 1093.67,1374.78 1094.66,1374.88 1095.65,1374.99 1096.64,1375.1 1097.63,1375.22 1098.62,1375.34 1099.61,1375.47 1100.6,1375.6 1101.59,1375.74 1102.58,1375.89 1103.57,1376.04 1104.56,1376.2 1105.55,1376.36 1106.54,1376.53 1107.53,1376.71 1108.52,1376.89 1109.51,1377.08 1110.5,1377.27 1111.49,1377.47 1112.48,1377.68 1113.47,1377.89 1114.46,1378.11 1115.45,1378.33 1116.44,1378.56 1117.43,1378.79 1118.42,1379.03 1119.42,1379.27 1120.41,1379.51 1121.4,1379.75 1122.39,1379.99 1123.38,1380.24 1124.37,1380.48 1125.36,1380.73 1126.35,1380.97 1127.34,1381.22 1128.33,1381.46 1129.32,1381.69 1130.31,1381.93 1131.3,1382.16 1132.29,1382.38 1133.28,1382.6 1134.27,1382.82 1135.26,1383.02 1136.25,1383.23 1137.24,1383.42 1138.23,1383.61 1139.22,1383.8 1140.21,1383.97 1141.2,1384.14 1142.19,1384.3 1143.18,1384.45 1144.17,1384.59 1145.16,1384.73 1146.15,1384.86 1147.14,1384.98 1148.13,1385.1 1149.12,1385.2 1150.11,1385.3 1151.11,1385.39 1152.1,1385.48 1153.09,1385.56 1154.08,1385.63 1155.07,1385.7 1156.06,1385.75 1157.05,1385.81 1158.04,1385.85 1159.03,1385.9 1160.02,1385.93 1161.01,1385.96 1162,1385.99 1162.99,1386.01 1163.98,1386.02 1164.97,1386.03 1165.96,1386.03 1166.95,1386.03 1167.94,1386.02 1168.93,1386.01 1169.92,1385.99 1170.91,1385.97 1171.9,1385.94 1172.89,1385.9 1173.88,1385.86 1174.87,1385.82 1175.86,1385.76 1176.85,1385.7 1177.84,1385.63 1178.83,1385.56 1179.82,1385.47 1180.81,1385.38 1181.8,1385.28 1182.79,1385.17 1183.79,1385.06 1184.78,1384.93 1185.77,1384.8 1186.76,1384.65 1187.75,1384.5 1188.74,1384.34 1189.73,1384.17 1190.72,1383.99 1191.71,1383.79 1192.7,1383.59 1193.69,1383.39 1194.68,1383.17 1195.67,1382.94 1196.66,1382.71 1197.65,1382.47 1198.64,1382.22 1199.63,1381.97 1200.62,1381.71 1201.61,1381.44 1202.6,1381.17 1203.59,1380.9 1204.58,1380.63 1205.57,1380.36 1206.56,1380.09 1207.55,1379.82 1208.54,1379.55 1209.53,1379.29 1210.52,1379.03 1211.51,1378.78 1212.5,1378.53 1213.49,1378.3 1214.48,1378.07 1215.48,1377.86 1216.47,1377.66 1217.46,1377.47 1218.45,1377.29 1219.44,1377.13 1220.43,1376.99 1221.42,1376.86 1222.41,1376.75 1223.4,1376.65 1224.39,1376.57 1225.38,1376.51 1226.37,1376.46 1227.36,1376.43 1228.35,1376.42 1229.34,1376.42 1230.33,1376.44 1231.32,1376.48 1232.31,1376.52 1233.3,1376.58 1234.29,1376.65 1235.28,1376.74 1236.27,1376.83 1237.26,1376.93 1238.25,1377.04 1239.24,1377.15 1240.23,1377.27 1241.22,1377.4 1242.21,1377.52 1243.2,1377.65 1244.19,1377.79 1245.18,1377.92 1246.17,1378.05 1247.17,1378.18 1248.16,1378.3 1249.15,1378.43 1250.14,1378.55 1251.13,1378.67 1252.12,1378.78 1253.11,1378.9 1254.1,1379 1255.09,1379.11 1256.08,1379.21 1257.07,1379.3 1258.06,1379.39 1259.05,1379.48 1260.04,1379.57 1261.03,1379.66 1262.02,1379.74 1263.01,1379.82 1264,1379.9 1264.99,1379.99 1265.98,1380.07 1266.97,1380.15 1267.96,1380.24 1268.95,1380.32 1269.94,1380.41 1270.93,1380.5 1271.92,1380.59 1272.91,1380.69 1273.9,1380.78 1274.89,1380.88 1275.88,1380.99 1276.87,1381.09 1277.86,1381.2 1278.85,1381.31 1279.85,1381.42 1280.84,1381.53 1281.83,1381.64 1282.82,1381.75 1283.81,1381.86 1284.8,1381.97 1285.79,1382.08 1286.78,1382.18 1287.77,1382.29 1288.76,1382.38 1289.75,1382.48 1290.74,1382.56 1291.73,1382.64 1292.72,1382.72 1293.71,1382.79 1294.7,1382.85 1295.69,1382.9 1296.68,1382.94 1297.67,1382.98 1298.66,1383 1299.65,1383.02 1300.64,1383.02 1301.63,1383.02 1302.62,1383.01 1303.61,1382.99 1304.6,1382.96 1305.59,1382.92 1306.58,1382.88 1307.57,1382.83 1308.56,1382.77 1309.55,1382.7 1310.54,1382.63 1311.54,1382.56 1312.53,1382.48 1313.52,1382.4 1314.51,1382.32 1315.5,1382.23 1316.49,1382.15 1317.48,1382.07 1318.47,1381.99 1319.46,1381.91 1320.45,1381.83 1321.44,1381.76 1322.43,1381.7 1323.42,1381.64 1324.41,1381.59 1325.4,1381.55 1326.39,1381.51 1327.38,1381.49 1328.37,1381.47 1329.36,1381.46 1330.35,1381.47 1331.34,1381.48 1332.33,1381.5 1333.32,1381.53 1334.31,1381.58 1335.3,1381.63 1336.29,1381.69 1337.28,1381.76 1338.27,1381.84 1339.26,1381.93 1340.25,1382.03 1341.24,1382.13 1342.23,1382.24 1343.22,1382.36 1344.22,1382.48 1345.21,1382.61 1346.2,1382.74 1347.19,1382.88 1348.18,1383.02 1349.17,1383.16 1350.16,1383.3 1351.15,1383.44 1352.14,1383.58 1353.13,1383.72 1354.12,1383.86 1355.11,1384 1356.1,1384.14 1357.09,1384.27 1358.08,1384.4 1359.07,1384.52 1360.06,1384.64 1361.05,1384.76 1362.04,1384.87 1363.03,1384.98 1364.02,1385.08 1365.01,1385.17 1366,1385.26 1366.99,1385.35 1367.98,1385.42 1368.97,1385.5 1369.96,1385.56 1370.95,1385.63 1371.94,1385.68 1372.93,1385.73 1373.92,1385.78 1374.91,1385.81 1375.91,1385.85 1376.9,1385.87 1377.89,1385.89 1378.88,1385.91 1379.87,1385.92 1380.86,1385.93 1381.85,1385.93 1382.84,1385.92 1383.83,1385.91 1384.82,1385.89 1385.81,1385.87 1386.8,1385.84 1387.79,1385.8 1388.78,1385.76 1389.77,1385.72 1390.76,1385.66 1391.75,1385.61 1392.74,1385.54 1393.73,1385.47 1394.72,1385.39 1395.71,1385.31 1396.7,1385.22 1397.69,1385.13 1398.68,1385.02 1399.67,1384.92 1400.66,1384.8 1401.65,1384.68 1402.64,1384.56 1403.63,1384.42 1404.62,1384.29 1405.61,1384.15 1406.6,1384 1407.6,1383.85 1408.59,1383.69 1409.58,1383.53 1410.57,1383.36 1411.56,1383.2 1412.55,1383.03 1413.54,1382.85 1414.53,1382.68 1415.52,1382.5 1416.51,1382.33 1417.5,1382.15 1418.49,1381.97 1419.48,1381.8 1420.47,1381.63 1421.46,1381.46 1422.45,1381.29 1423.44,1381.12 1424.43,1380.96 1425.42,1380.8 1426.41,1380.65 1427.4,1380.5 1428.39,1380.36 1429.38,1380.22 1430.37,1380.09 1431.36,1379.97 1432.35,1379.85 1433.34,1379.74 1434.33,1379.63 1435.32,1379.54 1436.31,1379.45 1437.3,1379.37 1438.29,1379.29 1439.28,1379.23 1440.28,1379.17 1441.27,1379.12 1442.26,1379.08 1443.25,1379.04 1444.24,1379.01 1445.23,1378.99 1446.22,1378.98 1447.21,1378.98 1448.2,1378.98 1449.19,1379 1450.18,1379.02 1451.17,1379.04 1452.16,1379.08 1453.15,1379.12 1454.14,1379.18 1455.13,1379.23 1456.12,1379.3 1457.11,1379.38 1458.1,1379.46 1459.09,1379.55 1460.08,1379.65 1461.07,1379.75 1462.06,1379.86 1463.05,1379.98 1464.04,1380.11 1465.03,1380.24 1466.02,1380.37 1467.01,1380.52 1468,1380.67 1468.99,1380.82 1469.98,1380.98 1470.97,1381.14 1471.97,1381.31 1472.96,1381.47 1473.95,1381.65 1474.94,1381.82 1475.93,1381.99 1476.92,1382.17 1477.91,1382.35 1478.9,1382.52 1479.89,1382.7 1480.88,1382.87 1481.87,1383.04 1482.86,1383.22 1483.85,1383.38 1484.84,1383.55 1485.83,1383.71 1486.82,1383.86 1487.81,1384.02 1488.8,1384.16 1489.79,1384.3 1490.78,1384.44 1491.77,1384.57 1492.76,1384.7 1493.75,1384.82 1494.74,1384.93 1495.73,1385.04 1496.72,1385.14 1497.71,1385.24 1498.7,1385.32 1499.69,1385.41 1500.68,1385.48 1501.67,1385.55 1502.66,1385.62 1503.66,1385.68 1504.65,1385.73 1505.64,1385.78 1506.63,1385.82 1507.62,1385.85 1508.61,1385.88 1509.6,1385.9 1510.59,1385.92 1511.58,1385.94 1512.57,1385.94 1513.56,1385.94 1514.55,1385.94 1515.54,1385.93 1516.53,1385.92 1517.52,1385.9 1518.51,1385.87 1519.5,1385.84 1520.49,1385.81 1521.48,1385.76 1522.47,1385.72 1523.46,1385.66 1524.45,1385.6 1525.44,1385.54 1526.43,1385.47 1527.42,1385.39 1528.41,1385.31 1529.4,1385.22 1530.39,1385.13 1531.38,1385.03 1532.37,1384.93 1533.36,1384.82 1534.35,1384.71 1535.34,1384.59 1536.34,1384.47 1537.33,1384.34 1538.32,1384.21 1539.31,1384.08 1540.3,1383.94 1541.29,1383.8 1542.28,1383.66 1543.27,1383.52 1544.26,1383.38 1545.25,1383.24 1546.24,1383.1 1547.23,1382.96 1548.22,1382.82 1549.21,1382.69 1550.2,1382.56 1551.19,1382.44 1552.18,1382.32 1553.17,1382.2 1554.16,1382.1 1555.15,1382 1556.14,1381.91 1557.13,1381.83 1558.12,1381.75 1559.11,1381.69 1560.1,1381.64 1561.09,1381.59 1562.08,1381.56 1563.07,1381.54 1564.06,1381.53 1565.05,1381.53 1566.04,1381.54 1567.03,1381.56 1568.03,1381.6 1569.02,1381.64 1570.01,1381.69 1571,1381.76 1571.99,1381.83 1572.98,1381.91 1573.97,1382 1574.96,1382.09 1575.95,1382.19 1576.94,1382.3 1577.93,1382.41 1578.92,1382.53 1579.91,1382.64 1580.9,1382.76 1581.89,1382.89 1582.88,1383.01 1583.87,1383.13 1584.86,1383.25 1585.85,1383.37 1586.84,1383.48 1587.83,1383.59 1588.82,1383.69 1589.81,1383.79 1590.8,1383.89 1591.79,1383.97 1592.78,1384.05 1593.77,1384.12 1594.76,1384.18 1595.75,1384.24 1596.74,1384.28 1597.73,1384.31 1598.72,1384.33 1599.72,1384.34 1600.71,1384.35 1601.7,1384.34 1602.69,1384.31 1603.68,1384.28 1604.67,1384.24 1605.66,1384.19 1606.65,1384.12 1607.64,1384.04 1608.63,1383.96 1609.62,1383.86 1610.61,1383.76 1611.6,1383.64 1612.59,1383.52 1613.58,1383.38 1614.57,1383.24 1615.56,1383.09 1616.55,1382.94 1617.54,1382.77 1618.53,1382.61 1619.52,1382.43 1620.51,1382.25 1621.5,1382.07 1622.49,1381.89 1623.48,1381.7 1624.47,1381.52 1625.46,1381.33 1626.45,1381.14 1627.44,1380.95 1628.43,1380.77 1629.42,1380.58 1630.41,1380.4 1631.4,1380.23 1632.4,1380.06 1633.39,1379.89 1634.38,1379.73 1635.37,1379.58 1636.36,1379.43 1637.35,1379.29 1638.34,1379.16 1639.33,1379.04 1640.32,1378.92 1641.31,1378.82 1642.3,1378.73 1643.29,1378.64 1644.28,1378.57 1645.27,1378.51 1646.26,1378.45 1647.25,1378.41 1648.24,1378.38 1649.23,1378.37 1650.22,1378.36 1651.21,1378.37 1652.2,1378.38 1653.19,1378.41 1654.18,1378.45 1655.17,1378.5 1656.16,1378.56 1657.15,1378.63 1658.14,1378.72 1659.13,1378.81 1660.12,1378.91 1661.11,1379.03 1662.1,1379.15 1663.09,1379.28 1664.09,1379.42 1665.08,1379.57 1666.07,1379.73 1667.06,1379.89 1668.05,1380.06 1669.04,1380.23 1670.03,1380.41 1671.02,1380.59 1672.01,1380.78 1673,1380.97 1673.99,1381.17 1674.98,1381.36 1675.97,1381.56 1676.96,1381.76 1677.95,1381.96 1678.94,1382.15 1679.93,1382.35 1680.92,1382.54 1681.91,1382.73 1682.9,1382.92 1683.89,1383.11 1684.88,1383.29 1685.87,1383.47 1686.86,1383.64 1687.85,1383.81 1688.84,1383.97 1689.83,1384.13 1690.82,1384.28 1691.81,1384.42 1692.8,1384.56 1693.79,1384.69 1694.78,1384.82 1695.77,1384.94 1696.77,1385.05 1697.76,1385.16 1698.75,1385.26 1699.74,1385.36 1700.73,1385.45 1701.72,1385.53 1702.71,1385.61 1703.7,1385.68 1704.69,1385.75 1705.68,1385.81 1706.67,1385.87 1707.66,1385.92 1708.65,1385.97 1709.64,1386.01 1710.63,1386.05 1711.62,1386.09 1712.61,1386.12 1713.6,1386.15 1714.59,1386.18 1715.58,1386.21 1716.57,1386.23 1717.56,1386.25 1718.55,1386.27 1719.54,1386.28 1720.53,1386.3 1721.52,1386.31 1722.51,1386.32 1723.5,1386.33 1724.49,1386.34 1725.48,1386.35 1726.47,1386.35 1727.46,1386.36 1728.46,1386.36 1729.45,1386.37 1730.44,1386.37 1731.43,1386.38 1732.42,1386.38 1733.41,1386.38 1734.4,1386.38 1735.39,1386.39 1736.38,1386.39 1737.37,1386.39 1738.36,1386.39 1739.35,1386.39 1740.34,1386.39 1741.33,1386.39 1742.32,1386.39 1743.31,1386.39 1744.3,1386.39 1745.29,1386.39 1746.28,1386.39 1747.27,1386.39 1748.26,1386.39 1749.25,1386.39 1750.24,1386.4 1751.23,1386.4 1752.22,1386.4 1753.21,1386.4 1754.2,1386.4 1755.19,1386.4 1756.18,1386.4 1757.17,1386.4 1758.16,1386.4 1759.15,1386.4 1760.15,1386.4 1761.14,1386.4 1762.13,1386.4 1763.12,1386.4 1764.11,1386.4 1765.1,1386.4 1766.09,1386.4 1767.08,1386.4 1768.07,1386.4 1769.06,1386.4 1770.05,1386.4 1771.04,1386.4 1772.03,1386.4 1773.02,1386.4 1774.01,1386.4 1775,1386.4 1775.99,1386.4 1776.98,1386.4 1777.97,1386.4 1778.96,1386.4 1779.95,1386.4 1780.94,1386.4 1781.93,1386.4 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2269.97,160.268 2270.94,160.267 2271.91,160.266 2272.88,160.266 2273.84,160.265 2274.81,160.265 2275.78,160.265 2276.75,160.264 2277.72,160.264 2278.69,160.264 2279.66,160.263 2280.63,160.263 2281.6,160.263 2282.57,160.263 2283.54,160.262 2284.51,160.262 2285.48,160.262 2286.45,160.262 2287.42,160.261 2288.38,160.261 2289.35,160.26 2290.32,160.259 2291.29,160.259 2292.26,160.258 2293.23,160.256 \"\/>\n<\/svg>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=dc7ac315\" 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<h3 id=\"ROC(Receiver-Operating-Characterisitic-%EC%88%98%EC%8B%A0%EC%9E%90-%EC%A1%B0%EC%9E%91-%ED%8A%B9%EC%84%B1)-%EA%B3%A1%EC%84%A0%EC%9D%84-%ED%86%B5%ED%95%9C-%EC%B5%9C%EC%A0%81%ED%99%94%EB%90%9C-%EB%B6%84%EB%A5%98-%EC%9E%84%EA%B3%84%EA%B0%92(threshold)-%EA%B5%AC%ED%95%98%EA%B8%B0\">ROC(Receiver Operating Characterisitic-&#49688;&#49888;&#51088; &#51312;&#51089; &#53945;&#49457;) &#44257;&#49440;&#51012; &#53685;&#54620; &#52572;&#51201;&#54868;&#46108; &#48516;&#47448; &#51076;&#44228;&#44050;(threshold) &#44396;&#54616;&#44592;<a class=\"anchor-link\" href=\"#ROC(Receiver-Operating-Characterisitic-%EC%88%98%EC%8B%A0%EC%9E%90-%EC%A1%B0%EC%9E%91-%ED%8A%B9%EC%84%B1)-%EA%B3%A1%EC%84%A0%EC%9D%84-%ED%86%B5%ED%95%9C-%EC%B5%9C%EC%A0%81%ED%99%94%EB%90%9C-%EB%B6%84%EB%A5%98-%EC%9E%84%EA%B3%84%EA%B0%92(threshold)-%EA%B5%AC%ED%95%98%EA%B8%B0\">&#182;<\/a><\/h3><p><a href=\"https:\/\/blog.naver.com\/PostView.nhn?blogId=sw4r&amp;logNo=221015817276\">ROC (Receiver Operating Characteristic) Curve  \uc644\ubcbd \uc815\ub9ac!<\/a><\/p>\n<p><a href=\"https:\/\/coduking.com\/entry\/ROC-curve-AUC-%EA%B0%9C%EB%85%90-%EB%B0%8F-sklearn-%EC%BD%94%EB%93%9C\">ROC curve, AUC<\/a><\/p>\n<p><a href=\"https:\/\/losskatsu.github.io\/machine-learning\/stat-roc-curve\/#2-%EB%AF%BC%EA%B0%90%EB%8F%84%EC%99%80-%ED%8A%B9%EC%9D%B4%EB%8F%84\">ROC Curve(ROC \ucee4\ube0c)\ub780? \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ud615 \ud3c9\uac00<\/a><\/p>\n<p><strong><font color=red>\uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \ubd84\ub958\uae30\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00<\/font><\/strong> \ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uadf8\ub798\ud53d \ub3c4\uad6c\uc785\ub2c8\ub2e4. ROC \uace1\uc120\uc740 \ub2e4\uc591\ud55c \uc784\uacc4\uac12(threshold)\uc5d0 \ub300\ud55c \ucc38 \uc591\uc131\ub960(True Positive Rate, TPR)\uacfc \uac70\uc9d3 \uc591\uc131\ub960(False Positive Rate, FPR)\uc744 \ud50c\ub86f\ud558\uc5ec \ubd84\ub958\uae30\uc758 \uc131\ub2a5\uc744 \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p><img decoding=\"async\" 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\" alt=\"image-2.png\" \/><\/p>\n<ol>\n<li><p><strong>True Positive Rate(TPR):<\/strong> \uc774\uac83\uc740 \ub610\ud55c \ubbfc\uac10\ub3c4(Sensitivity)\ub77c\uace0\ub3c4 \ud569\ub2c8\ub2e4. TPR\uc740 \uc2e4\uc81c \uc591\uc131 \uc911 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc591\uc131\uc744 \uc591\uc131\uc73c\ub85c \uc62c\ubc14\ub974\uac8c \ubd84\ub958 \ud588\ub294\uc9c0 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<p>$\n True Positive Rate =\\frac{\\text{\uc2e4\uc81c\uc591\uc131\uc744 \ubaa8\ub378\uc774 \uc591\uc131\uc774\ub77c\uace0 \ud310\ub2e8\ud55c \uc218}}{\\text{\uc2e4\uc81c\uc591\uc131\uc758 \uc218}}\\\\\n TPR = \\frac{TP}{TP + FN}\n $<\/p>\n<\/li>\n<li><p><strong>False Positive Rate(FPR):<\/strong> \uc774\uac83\uc740 1\uc5d0\uc11c \ud2b9\uc774\ub3c4(Specificity)\ub97c \ube80 \uac12 \uc785\ub2c8\ub2e4. FPR\uc740 \uc2e4\uc81c \uc74c\uc131 \uc911 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc74c\uc131\uc774 \uc798\ubabb\ub41c \uc591\uc131\uc73c\ub85c \ubd84\ub958 \ud588\ub294\uc9c0 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<p>$\n False Positive Rate =\\frac{\\text{\uc2e4\uc81c\uc74c\uc131\uc744 \ubaa8\ub378\uc774 \uc591\uc131\uc774\ub77c\uace0 \ud310\ub2e8\ud55c \uc218}}{\\text{\uc2e4\uc81c\uc74c\uc131\uc758 \uc218}}\\\\\n FPR = \\frac{FP}{FP+TN}\n $<\/p>\n<\/li>\n<\/ol>\n<p>ROC \uace1\uc120\uc758 \ud2b9\uc9d5:<\/p>\n<ul>\n<li>ROC \uace1\uc120\uc740 y\ucd95\uc5d0 TPR\uc744, x\ucd95\uc5d0 FPR\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc644\ubcbd\ud55c \ubd84\ub958\uae30\ub294 TPR\uc774 1\uc774\uace0 FPR\uc774 0\uc778 \uc9c0\uc810, \uc989 y\ucd95\uc5d0 \uac00\uae4c\uc6b4 \uc9c0\uc810\uc744 \ud1b5\uacfc\ud558\ub294 ROC \uace1\uc120\uc744 \uac00\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<li>\ubb34\uc791\uc704\ub85c \uc608\uce21\ud558\ub294 \ubd84\ub958\uae30\ub294 \ub300\uac01\uc120\uc744 \ub530\ub77c ROC \uace1\uc120\uc744 \uac00\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc774 \ub300\uac01\uc120 \uc544\ub798\uc758 \uc601\uc5ed\uc740 \ubd84\ub958\uae30\uc758 \uc131\ub2a5\uc744 \ub098\ud0c0\ub0b4\ub294 AUC(Area Under the Curve) \uac12\uc73c\ub85c, 0.5\ubcf4\ub2e4 \ud070 \uac12\uc774\uba74 \ubd84\ub958\uae30\uac00 \ubb34\uc791\uc704 \uc608\uce21\ubcf4\ub2e4 \ub098\uc740 \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \uac83\uc73c\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>AUC\ub294 ROC \uace1\uc120 \uc544\ub798\uc758 \uc601\uc5ed\uc744 \ub098\ud0c0\ub0b4\uba70, \ubd84\ub958\uae30\uc758 \uc804\ubc18\uc801\uc778 \uc131\ub2a5\uc744 \uce21\uc815\ud558\ub294 \uc9c0\ud45c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. AUC \uac12\uc774 1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \ubd84\ub958\uae30\uc758 \uc131\ub2a5\uc774 \uc88b\ub2e4\uace0 \ud310\ub2e8\ud558\uba70, 0.5\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc131\ub2a5\uc774 \ubb34\uc791\uc704 \uc608\uce21 \uc218\uc900\uc774\ub77c\uace0 \ud310\ub2e8\ud569\ub2c8\ub2e4.<\/p>\n<p>ROC \uace1\uc120\uc740 \ub2e4\uc591\ud55c \uc784\uacc4\uac12\uc5d0\uc11c \ubd84\ub958\uae30\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ubbc0\ub85c, \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\ub098 \ube44\uc6a9 \uad6c\uc870\uc5d0 \ub530\ub77c \ucd5c\uc801\uc758 \uc784\uacc4\uac12\uc744 \uc120\ud0dd\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h3 id=\"FPR%EC%9D%B4-%EC%A4%91%EC%9A%94%ED%95%9C-%EC%9D%B4%EC%9C%A0?\">FPR&#51060; &#51473;&#50836;&#54620; &#51060;&#50976;?<a class=\"anchor-link\" href=\"#FPR%EC%9D%B4-%EC%A4%91%EC%9A%94%ED%95%9C-%EC%9D%B4%EC%9C%A0?\">&#182;<\/a><\/h3><pre><code>FPR(False Positive Rate)\uc758 \uc911\uc694\uc131\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 &quot;False Positive&quot;\uc758 \ube44\uc6a9\uacfc \uadf8\uc5d0 \ub530\ub978 \uc601\ud5a5\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/code><\/pre>\n<ol>\n<li><p><strong>\ube44\uc6a9\uacfc \uc704\ud5d8:<\/strong><\/p>\n<p>\uc2e4\uc81c\ub85c\ub294 \uc74c\uc131\uc778\ub370 \uc591\uc131\uc73c\ub85c \uc798\ubabb \ud310\ub2e8\ud558\ub294 \uacbd\uc6b0\uac00 \ubc1c\uc0dd\ud558\uba74, \uadf8 \uacb0\uacfc\ub85c \uc778\ud55c \ube44\uc6a9\uc774\ub098 \uc704\ud5d8\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc758\ub8cc \uc9c4\ub2e8\uc5d0\uc11c \uac74\uac15\ud55c \uc0ac\ub78c\uc744 \uc9c8\ubcd1\uc774 \uc788\ub2e4\uace0 \uc798\ubabb \uc9c4\ub2e8\ud558\uba74 \ubd88\ud544\uc694\ud55c \uac80\uc0ac\ub098 \uce58\ub8cc\ub97c \ubc1b\uac8c \ub418\uc5b4 \ube44\uc6a9\uacfc \ubd88\ud3b8\ud568, \uc2ec\uc9c0\uc5b4 \ubd80\uc791\uc6a9\uae4c\uc9c0 \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li><p><strong>\ub9ac\uc18c\uc2a4\uc758 \ub0ad\ube44:<\/strong><\/p>\n<p>\uc2e4\uc81c\ub85c\ub294 \ubb38\uc81c\uac00 \uc5c6\ub294\ub370 \ubb38\uc81c\uac00 \uc788\ub2e4\uace0 \ud310\ub2e8\ud558\uba74, \ud574\ub2f9 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ub9ac\uc18c\uc2a4(\uc2dc\uac04, \ub178\ub825, \uc790\uae08 \ub4f1)\uac00 \ub0ad\ube44\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li><p><strong>\uc0ac\uc6a9\uc790\uc758 \uc2e0\ub8b0\ub3c4 \ud558\ub77d:<\/strong><\/p>\n<p>\ubaa8\ub378\uc774 \uc9c0\uc18d\uc801\uc73c\ub85c False Positive\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\uba74 \uc0ac\uc6a9\uc790\uc758 \uc2e0\ub8b0\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \ubaa8\ub378\uc758 \uc608\uce21\uc744 \uc2e0\ub8b0\ud558\uae30 \uc5b4\ub824\uc6cc \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/li>\n<li><p><strong>\uc784\uacc4\uac12 \uc870\uc815\uc758 \ud544\uc694\uc131:<\/strong><\/p>\n<p>FPR\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74 \ubaa8\ub378\uc758 \uc784\uacc4\uac12\uc744 \uc870\uc815\ud558\uc5ec False Positive\ub97c \uc904\uc774\ub294 \ubc29\ud5a5\uc73c\ub85c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li><p><strong>\uc804\ubc18\uc801\uc778 \uc131\ub2a5 \ud3c9\uac00:<\/strong><\/p>\n<p>TPR(\ubbfc\uac10\ub3c4)\ub9cc \ub192\ub2e4\uace0 \ud574\uc11c \ubaa8\ub378\uc774 \uc88b\uc740 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. FPR\uc774 \ub192\uc73c\uba74 \uadf8\ub9cc\ud07c \uc798\ubabb\ub41c \uc608\uce21\ub3c4 \ub9ce\uc774 \ud55c\ub2e4\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c TPR\uacfc FPR\uc744 \ud568\uaed8 \uace0\ub824\ud558\uc5ec \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, FPR\uc740 \ubaa8\ub378\uc758 \uc798\ubabb\ub41c \uc608\uce21\uc758 \ube44\uc728\uc744 \ub098\ud0c0\ub0b4\ubbc0\ub85c, \uc774\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \uac83\uc740 \uc911\uc694\ud55c \ubaa9\ud45c\uc785\ub2c8\ub2e4. FPR\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uace0 \uc0ac\uc6a9\uc790\uc758 \uc2e0\ub8b0\ub3c4\ub97c \uc720\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"AUC(Area-Under-the-Curve)%EA%B0%80-%EC%A4%91%EC%9A%94%ED%95%9C-%EC%9D%B4%EC%9C%A0?\">AUC(Area Under the Curve)&#44032; &#51473;&#50836;&#54620; &#51060;&#50976;?<a class=\"anchor-link\" href=\"#AUC(Area-Under-the-Curve)%EA%B0%80-%EC%A4%91%EC%9A%94%ED%95%9C-%EC%9D%B4%EC%9C%A0?\">&#182;<\/a><\/h3><ul>\n<li><p>AUC\ub294 ROC \uace1\uc120\uc758 \uc544\ub798 \uc601\uc5ed\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. ROC \uace1\uc120\uc740 TPR\uacfc FPR\uc744 \uac01\uac01 y\ucd95\uacfc x\ucd95\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \uadf8\ub9b0 \uadf8\ub798\ud504 \uc785\ub2c8\ub2e4.<\/p>\n<\/li>\n<li><p>AUC \uac12\uc774 1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc88b\uc740 \ubaa8\ub378\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. AUC\uac00 0.5\uc778 \uacbd\uc6b0\ub294 \ubb34\uc791\uc704 \uc120\ud0dd\uacfc \uac19\uc740 \uc131\ub2a5\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n<p>AUC\uac00 \ud06c\ub2e4\ub294 \uac83\uc740 \ubaa8\ub378\uc774 \uc591\uc131 \ud074\ub798\uc2a4\uc640 \uc74c\uc131 \ud074\ub798\uc2a4\ub97c \uc798 \uad6c\ubd84\ud55c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8 \ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ub192\uc740 TPR\uac12\uc744 \uac00\uc9c8 \ub54c \ub0ae\uc740 FPR \uac12\uc744 \uac00\uc9c0\ub294 \uacbd\uc6b0, \uc989 ROC \uace1\uc120\uc774 y\ucd95\uc5d0 \uac00\uae5d\uac8c \uadf8\ub824\uc9c0\ub294 \uacbd\uc6b0\ub97c \uc758\ubbf8 \ud569\ub2c8\ub2e4.<\/p>\n<p>FPR\uc774 \ucee4\uc9c0\ub294 \uac83 \uc790\uccb4\uac00 \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uc88b\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8 \ud558\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uc911\uc694\ud55c \uac83\uc740 FPR\uc774 \uc5b4\ub290 \uc815\ub3c4 \uc77c \ub54c TPR\uc774 \uc5bc\ub9c8\ub098 \ub192\uc740\uc9c0\ub97c \ubcf4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc989, FPR\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c TPR\uc774 \uae09\uaca9\ud558\uac8c \uc99d\uac00\ud558\uba74 \uadf8\ub9cc\ud07c \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uc88b\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8 \ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" 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\" alt=\"image-5.png\" \/>\n<a href=\"https:\/\/angeloyeo.github.io\/2020\/08\/05\/ROC.html\">\ucc38\uc870 : \uacf5\ub3cc\uc774\uc758 \uc218\ud559\uc815\ub9ac\ub178\ud2b8 &#8211; ROC curve<\/a><\/p>\n<h3 id=\"ROC-Curve%EB%A5%BC-%EC%82%AC%EC%9A%A9%ED%95%98%EC%97%AC-%EC%B5%9C%EC%A0%81%EC%9D%98-threshold-%EC%B0%BE%EA%B8%B0\">ROC Curve&#47484; &#49324;&#50857;&#54616;&#50668; &#52572;&#51201;&#51032; threshold &#52286;&#44592;<a class=\"anchor-link\" href=\"#ROC-Curve%EB%A5%BC-%EC%82%AC%EC%9A%A9%ED%95%98%EC%97%AC-%EC%B5%9C%EC%A0%81%EC%9D%98-threshold-%EC%B0%BE%EA%B8%B0\">&#182;<\/a><\/h3><p>\uc77c\ubc18\uc801\uc778 \ubc29\ubc95 \uc911 \ud558\ub098\ub294 <strong>Youden&#8217;s J<\/strong> \ud1b5\uacc4\ub7c9\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.\n<strong>Youden&#8217;s J<\/strong> \ud1b5\uacc4\ub7c9\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0 \ub429\ub2c8\ub2e4.<\/p>\n<p>$\nJ = Sensitivity + Specificity &#8211; 1 \\\\\nJ = TPR &#8211; FPR\n$<\/p>\n<p><img decoding=\"async\" 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\" alt=\"image-4.png\" \/><\/p>\n<p><code>roc_curve<\/code> \ud638\ucd9c\uc2dc <code>fpr<\/code>,<code>tpr<\/code>,<code>thresholds<\/code> array\uac00 \ub9ac\ud134\ub41c\ub2e4.<\/p>\n<p>\uc774\ub54c <strong>J<\/strong>\uac00 \ucd5c\ub300 \ub418\ub294 index\ub97c \ucc3e\ub294\ub2e4.<\/p>\n<p>index = argmax(J) = argmax(tpr &#8211; fpr)<\/p>\n<p>optmal_threshold = thresholds[index]<\/p>\n<p>\uc774 optimal_threshold \uac12\uc744 test set \ubd84\ub958\uc2dc threshold\ub85c \uc0ac\uc6a9\ud55c\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=07540ede\" 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<h4 id=\"Plot-roc-curve\">Plot roc curve<a class=\"anchor-link\" href=\"#Plot-roc-curve\">&#182;<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=cced8dc0\" 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&nbsp;[18]:<\/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-julia\"><pre><span><\/span><span class=\"c\"># return : optimal_threshold<\/span>\n<span class=\"k\">function<\/span> <span class=\"n\">plot_roc_curve<\/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\">thresholds<\/span><span class=\"p\">,<\/span><span class=\"n\">optimal_auc<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">J_values<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tpr<\/span> <span class=\"o\">-<\/span> <span class=\"n\">fpr<\/span>\n    <span class=\"n\">idx<\/span> <span class=\"o\">=<\/span> <span class=\"n\">argmax<\/span><span class=\"p\">(<\/span><span class=\"n\">J_values<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">thresholds<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">]<\/span>    \n    <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\">title<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;ROC Curve&quot;<\/span><span class=\"p\">,<\/span> \n        <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;ROC Curve(AUC=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"n\">optimal_auc<\/span><span class=\"p\">,<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">))<\/span><span class=\"s\">)&quot;<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">xlabel<\/span> <span class=\"o\">=<\/span> <span class=\"s\">&quot;False Positive Rate(FPR)&quot;<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">ylabel<\/span> <span class=\"o\">=<\/span> <span class=\"s\">&quot;True Positive Rate(TPR)&quot;<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">scatter!<\/span><span class=\"p\">([<\/span><span class=\"n\">fpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">]],[<\/span><span class=\"n\">tpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">]],<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"ss\">:red<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Optimal threshold=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"n\">optimal_threshold<\/span><span class=\"p\">,<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">4<\/span><span class=\"p\">))<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Sensitivity=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"n\">tpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">],<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">))<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Specificity=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">fpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">],<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">))<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plot!<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"n\">linestyle<\/span><span class=\"o\">=<\/span><span class=\"ss\">:dash<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"ss\">:black<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Random Classifier&quot;<\/span><span class=\"p\">)<\/span><span class=\"o\">|&gt;<\/span><span class=\"n\">display<\/span>    \n    <span class=\"n\">optimal_threshold<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[18]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>plot_roc_curve (generic function with 1 method)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=1893aea9\" 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<h3 id=\"ROC-Curve-of-Train---Python-from-sklearn\">ROC Curve of Train &#8211; Python from sklearn<a class=\"anchor-link\" href=\"#ROC-Curve-of-Train---Python-from-sklearn\">&#182;<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=0013d1d9\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">using<\/span> <span class=\"n\">PyCall<\/span>\n<span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"k\">let<\/span>    \n    <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">train<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y_true<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Int<\/span><span class=\"o\">.<\/span><span class=\"p\">(<\/span><span class=\"n\">train_label<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">sklearn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pyimport<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;sklearn.metrics&quot;<\/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\">thresholds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sklearn<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_true<\/span><span class=\"p\">,<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>    \n    <span class=\"n\">optimal_auc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sklearn<\/span><span class=\"o\">.<\/span><span class=\"n\">auc<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">)<\/span>   \n    \n    <span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot_roc_curve<\/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\">thresholds<\/span><span class=\"p\">,<\/span><span class=\"n\">optimal_auc<\/span><span class=\"p\">)<\/span>    \n    \n    <span class=\"n\">optimal_threshold<\/span>\n<span class=\"k\">end<\/span><span class=\"p\">;<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output \" data-mime-type=\"text\/html\">\n<?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n<defs>\n  <clipPath id=\"clip210\">\n    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"\/>\n  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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<h3 id=\"ROC-Curve-of-Train---MLJBase\">ROC Curve of Train &#8211; MLJBase<a class=\"anchor-link\" href=\"#ROC-Curve-of-Train---MLJBase\">&#182;<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=cdac878f\" 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&nbsp;[20]:<\/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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"k\">using<\/span> <span class=\"n\">MLJBase<\/span>\n    <span class=\"k\">using<\/span> <span class=\"n\">CategoricalArrays<\/span>\n    <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">train<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y_true<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Int<\/span><span class=\"o\">.<\/span><span class=\"p\">(<\/span><span class=\"n\">train_label<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"c\"># \ucc44\ubb34\ubd88\uc774\ud589 \ubc1c\uc0dd: 1, \ucc44\ubb34\ubd88\uc774\ud589 \ubc1c\uc0dd\uc548\ud568: 0<\/span>\n    <span class=\"n\">classes<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">pool<\/span> <span class=\"o\">=<\/span> <span class=\"n\">CategoricalArray<\/span><span class=\"p\">(<\/span><span class=\"n\">classes<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># UnivariateFinite\uc5d0 \uac12\uc744 \uc124\uc815\ud558\ub2e4.<\/span>\n    <span class=\"c\"># 1 =&gt; \ucc44\ubb34\ubd88\uc774\ud589\ud655\ub960, 0 =&gt; 1-\ucc44\ubb34\ubd88\uc774\ud589\ud655\ub960<\/span>\n    <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">map<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"o\">-&gt;<\/span><span class=\"n\">UnivariateFinite<\/span><span class=\"p\">(<\/span><span class=\"n\">classes<\/span><span class=\"p\">,[<\/span><span class=\"n\">s<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"o\">-<\/span><span class=\"n\">s<\/span><span class=\"p\">],<\/span> <span class=\"n\">pool<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pool<\/span><span class=\"p\">),<\/span> <span class=\"n\">y<\/span><span class=\"p\">)<\/span>    \n    <span class=\"c\"># roc_curve function\uc5d0 \uc785\ub825\ub418\ub294 \uac12\uc774 python sklearn\uc758 roc_curve\uc5d0<\/span>\n    <span class=\"c\"># \uc785\ub825\ub418\ub294 \uac12\uacfc \uc21c\uc11c\uac00 \ubc18\ub300 \uc989, \uc608\uce21\uac12, \uc2e4\uc81c\uac12<\/span>\n    <span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">thresholds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">MLJBase<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span><span class=\"n\">y_true<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">optimal_auc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">MLJBase<\/span><span class=\"o\">.<\/span><span class=\"n\">auc<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_true<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot_roc_curve<\/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\">thresholds<\/span><span class=\"p\">,<\/span><span class=\"n\">optimal_auc<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output 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Q2056.11 1215.18 2056.76 1215.3 L2056.78 1219.67 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><\/svg>\n<\/div>\n<\/div>\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[20]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0.11676636265864587<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=b84b20d1\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">function<\/span> <span class=\"n\">prediction<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">::<\/span><span class=\"kt\">Matrix<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">,<\/span> <span class=\"n\">threshold<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">v<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ifelse<\/span><span class=\"o\">.<\/span><span class=\"p\">(<\/span><span class=\"n\">y<\/span> <span class=\"o\">.&gt;<\/span> <span class=\"n\">threshold<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">v<\/span>\n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[21]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>prediction (generic function with 1 method)<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=272c9dc3\" 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>\uc5b4\ub5bb\uac8c \ud588\ub294\uc9c0 \uc0b4\ud3b4\ubd05\uc2dc\ub2e4! \uc608\uce21 \ud568\uc218\ub97c \ud1b5\ud574 \ud14c\uc2a4\ud2b8 \ud589\ub82c\uc744 \uc2e4\ud589\ud558\uace0 \uc608\uce21\uc5d0 \ub300\ud55c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4. <code>threshold<\/code> \ubcc0\uc218\ub294 \uc608\uce21\uc758 \ubbfc\uac10\ub3c4\ub97c \uc124\uc815\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc784\uacc4\uac12\uc774 0.07\uc774\uba74 0.07\ubcf4\ub2e4 \ud070 \uc608\uce21 \uac12\uc5d0 \ub300\ud574 \ucc44\ubb34\ubd88\uc774\ud589(1)\uc744 \uc608\uce21\ud558\uace0 0.07\ubcf4\ub2e4 \uc791\uc740 \uacbd\uc6b0 \ucc44\ubb34\ubd88\uc774\ud589 \uc5c6\uc74c(0)\uc744 \uc608\uce21\ud568<\/p>\n<p>\uc5ec\uae30\uc11c\ub294 ROC Curve\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 train set\uc758 \ucd5c\uc801 threshold\ub97c \ucc3e\uace0 test set\uc758 threshold\ub85c \uc124\uc815 \ud55c\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=50fa2bb4\" 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>\ub354 \uc911\uc694\ud55c \uac83\uc740 \ucc44\ubb34\ubd88\uc774\ud589\uc744 \uc815\ud655\ud788 \uc608\uce21\ud55c \ube44\uc728\uc774 \uba87 \ud37c\uc13c\ud2b8\uc778\uc9c0 \ud655\uc778\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 \ub2e8\uc21c\ud788 \ucc44\ubb34\ubd88\uc774\ud589\uacfc \uc608\uce21\uc744 \uacc4\uc0b0\ud558\uc5ec \uacb0\uacfc\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=988d2d63\" 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&nbsp;[22]:<\/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-julia\"><pre><span><\/span><span class=\"c\"># Set the prediction threshold<\/span>\n<span class=\"n\">threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">optimal_threshold<\/span>\n<span class=\"c\"># Make the predictions.<\/span>\n<span class=\"n\">predictions<\/span> <span class=\"o\">=<\/span> <span class=\"n\">prediction<\/span><span class=\"p\">(<\/span><span class=\"n\">test<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">,<\/span> <span class=\"n\">threshold<\/span><span class=\"p\">)<\/span>\n<span class=\"c\"># Calculate MSE for our test set.<\/span>\n<span class=\"n\">loss<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">((<\/span><span class=\"n\">predictions<\/span> <span class=\"o\">-<\/span> <span class=\"n\">test_label<\/span><span class=\"p\">)<\/span> <span class=\"o\">.^<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"n\">length<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">println<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;loss = <\/span><span class=\"si\">$loss<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">defaults<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">not_defaults<\/span> <span class=\"o\">=<\/span> <span class=\"n\">length<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span><span class=\"p\">)<\/span> <span class=\"o\">-<\/span> <span class=\"n\">defaults<\/span>\n<span class=\"n\">predicted_defaults<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span> <span class=\"o\">.==<\/span> <span class=\"n\">predictions<\/span> <span class=\"o\">.==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">predicted_not_defaults<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span> <span class=\"o\">.==<\/span> <span class=\"n\">predictions<\/span> <span class=\"o\">.==<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">println<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;Optimal threshold : <\/span><span class=\"si\">$threshold<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">println<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;Default: <\/span><span class=\"si\">$defaults<\/span><span class=\"s\"><\/span>\n<span class=\"s\">    Predictions: <\/span><span class=\"si\">$predicted_defaults<\/span><span class=\"s\"><\/span>\n<span class=\"s\">    Percentage defaults correct <\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">predicted_defaults<\/span><span class=\"o\">\/<\/span><span class=\"n\">defaults<\/span><span class=\"p\">)<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">println<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;Not defaults: <\/span><span class=\"si\">$not_defaults<\/span><span class=\"s\"><\/span>\n<span class=\"s\">    Prediction: <\/span><span class=\"si\">$predicted_not_defaults<\/span><span class=\"s\"><\/span>\n<span class=\"s\">    Percentage non-defaults correct <\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">predicted_not_defaults<\/span><span class=\"o\">\/<\/span><span class=\"n\">not_defaults<\/span><span class=\"p\">)<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>loss = 0.06168421052631579\nOptimal threshold : 0.1196338248440811\nDefault: 316.0\n    Predictions: 221\n    Percentage defaults correct 0.6993670886075949\nNot defaults: 9184.0\n    Prediction: 8693\n    Percentage non-defaults correct 0.9465374564459931\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=f6fff25a\" 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>\uc704\ub294 <code>threshold<\/code>\ub97c 0.06\ub85c \uc124\uc815\ud558\uba74 \uc0c1\ub2f9 \ubd80\ubd84\uc758 \ucc44\ubb34\ubd88\uc774\ud589\uc744 \uc815\ud655\ud558\uac8c \uc608\uce21\ud558\uace0 \ub300\ubd80\ubd84 \ucc44\ubb34\ubd88\uc774\ud589\uc774\uc774 \uc544\ub2cc \ud56d\ubaa9\uc744 \uc815\ud655\ud558\uac8c \uc2dd\ubcc4\ud55c\ub2e4\ub294 \uac83\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub294 <code>threshold<\/code> \uc120\ud0dd\uc5d0 \uc0c1\ub2f9\ud788 \ubbfc\uac10\ud558\ubbc0\ub85c \uc784\uacc4\uac12\uc744 \uc2e4\ud5d8\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Turing\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubca0\uc774\uc9c0\uc548 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\ub4dc\ub838\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=0d52bd7f\" 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<h3 id=\"ROC-Curve-of-Test---Python-from-sklearn\">ROC Curve of Test &#8211; Python from sklearn<a class=\"anchor-link\" href=\"#ROC-Curve-of-Test---Python-from-sklearn\">&#182;<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=543bb7ff\" 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&nbsp;[23]:<\/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-julia\"><pre><span><\/span><span class=\"n\">best_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"k\">let<\/span>    \n    <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">test<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y_true<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Int<\/span><span class=\"o\">.<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">sklearn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pyimport<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;sklearn.metrics&quot;<\/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\">thresholds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sklearn<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_true<\/span><span class=\"p\">,<\/span><span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">optimal_auc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sklearn<\/span><span class=\"o\">.<\/span><span class=\"n\">auc<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot_roc_curve<\/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\">thresholds<\/span><span class=\"p\">,<\/span><span class=\"n\">optimal_auc<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">end<\/span><span class=\"p\">;<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div 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Q2018.42 1215.07 2024.26 1215.07 Q2029.49 1215.07 2032.52 1218.45 Q2035.58 1221.8 2035.58 1227.59 M2031.32 1226.34 Q2031.27 1222.84 2029.35 1220.76 Q2027.45 1218.68 2024.3 1218.68 Q2020.74 1218.68 2018.59 1220.69 Q2016.46 1222.7 2016.13 1226.36 L2031.32 1226.34 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip390)\" d=\"M2057.59 1219.67 Q2056.87 1219.26 2056.02 1219.07 Q2055.18 1218.86 2054.17 1218.86 Q2050.55 1218.86 2048.61 1221.22 Q2046.69 1223.56 2046.69 1227.96 L2046.69 1241.62 L2042.41 1241.62 L2042.41 1215.69 L2046.69 1215.69 L2046.69 1219.72 Q2048.03 1217.36 2050.18 1216.22 Q2052.34 1215.07 2055.42 1215.07 Q2055.85 1215.07 2056.39 1215.13 Q2056.92 1215.18 2057.57 1215.3 L2057.59 1219.67 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><\/svg>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=37f877e3\" 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<h3 id=\"ROC-Curve-of-Test--MLJBase\">ROC Curve of Test- MLJBase<a class=\"anchor-link\" href=\"#ROC-Curve-of-Test--MLJBase\">&#182;<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=63015239\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"k\">using<\/span> <span class=\"n\">MLJBase<\/span>\n    <span class=\"k\">using<\/span> <span class=\"n\">CategoricalArrays<\/span>\n    <span class=\"n\">y<\/span><span class=\"p\">,<\/span><span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">test<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y_true<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Int<\/span><span class=\"o\">.<\/span><span class=\"p\">(<\/span><span class=\"n\">test_label<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">classes<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">pool<\/span> <span class=\"o\">=<\/span> <span class=\"n\">CategoricalArray<\/span><span class=\"p\">(<\/span><span class=\"n\">classes<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">map<\/span><span class=\"p\">(<\/span><span class=\"n\">s<\/span><span class=\"o\">-&gt;<\/span><span class=\"n\">UnivariateFinite<\/span><span class=\"p\">(<\/span><span class=\"n\">classes<\/span><span class=\"p\">,[<\/span><span class=\"n\">s<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"o\">-<\/span><span class=\"n\">s<\/span><span class=\"p\">],<\/span> <span class=\"n\">pool<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pool<\/span><span class=\"p\">),<\/span> <span class=\"n\">y<\/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\">thresholds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">MLJBase<\/span><span class=\"o\">.<\/span><span class=\"n\">roc_curve<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span><span class=\"n\">y_true<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">optimal_auc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">MLJBase<\/span><span class=\"o\">.<\/span><span class=\"n\">auc<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_true<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot_roc_curve<\/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\">thresholds<\/span><span class=\"p\">,<\/span><span class=\"n\">optimal_auc<\/span><span class=\"p\">)<\/span> \n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div 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1921.63,160.256 1921.85,160.256 1922.06,160.256 1922.28,160.256 1922.5,160.256 1922.71,160.256 1922.93,160.256 1923.14,160.256 1923.36,160.256 1923.58,160.256 1923.79,160.256 1924.01,160.256 1924.22,160.256 1924.44,160.256 1924.66,160.256 1924.87,160.256 1925.09,160.256 1925.31,160.256 1925.52,160.256 1925.74,160.256 1925.95,160.256 1926.17,160.256 1926.39,160.256 1926.6,160.256 1926.82,160.256 1927.03,160.256 1927.25,160.256 1927.47,160.256 1927.68,160.256 1927.9,160.256 1928.11,160.256 1928.33,160.256 1928.55,160.256 1928.76,160.256 1928.98,160.256 1929.19,160.256 1929.41,160.256 1929.63,160.256 1929.84,160.256 1930.06,160.256 1930.27,160.256 1930.49,160.256 1930.71,160.256 1930.92,160.256 1931.14,160.256 1931.35,160.256 1931.57,160.256 1931.79,160.256 1932,160.256 1932.22,160.256 1932.43,160.256 1932.65,160.256 1932.87,160.256 1933.08,160.256 1933.3,160.256 1933.51,160.256 1933.73,160.256 1933.95,160.256 1934.16,160.256 1934.38,160.256 1934.6,160.256 1934.81,160.256 1935.03,160.256 1935.24,160.256 1935.46,160.256 1935.68,160.256 1935.89,160.256 1936.11,160.256 1936.32,160.256 1936.54,160.256 1936.76,160.256 1936.97,160.256 1937.19,160.256 1937.4,160.256 1937.62,160.256 1937.84,160.256 1938.05,160.256 1938.27,160.256 1938.48,160.256 1938.7,160.256 1938.92,160.256 1939.13,160.256 1939.35,160.256 1939.56,160.256 1939.78,160.256 1940,160.256 1940.21,160.256 1940.43,160.256 1940.64,160.256 1940.86,160.256 1941.08,160.256 1941.29,160.256 1941.51,160.256 1941.72,160.256 1941.94,160.256 1942.16,160.256 1942.37,160.256 1942.59,160.256 1942.8,160.256 1943.02,160.256 1943.24,160.256 1943.45,160.256 1943.67,160.256 1943.89,160.256 1944.1,160.256 1944.32,160.256 1944.53,160.256 1944.75,160.256 1944.97,160.256 1945.18,160.256 1945.4,160.256 1945.61,160.256 1945.83,160.256 1946.05,160.256 1946.26,160.256 1946.48,160.256 1946.69,160.256 1946.91,160.256 1947.13,160.256 1947.34,160.256 1947.56,160.256 1947.77,160.256 1947.99,160.256 1948.21,160.256 1948.42,160.256 1948.64,160.256 1948.85,160.256 1949.07,160.256 1949.29,160.256 1949.5,160.256 1949.72,160.256 1949.93,160.256 1950.15,160.256 1950.37,160.256 1950.58,160.256 1950.8,160.256 1951.01,160.256 1951.23,160.256 1951.45,160.256 1951.66,160.256 1951.88,160.256 1952.09,160.256 1952.31,160.256 1952.53,160.256 1952.74,160.256 1952.96,160.256 1953.17,160.256 1953.39,160.256 1953.61,160.256 1953.82,160.256 1954.04,160.256 1954.26,160.256 1954.47,160.256 1954.69,160.256 1954.9,160.256 1955.12,160.256 1955.34,160.256 1955.55,160.256 1955.77,160.256 1955.98,160.256 1956.2,160.256 1956.42,160.256 1956.63,160.256 1956.85,160.256 1957.06,160.256 1957.28,160.256 1957.5,160.256 1957.71,160.256 1957.93,160.256 1958.14,160.256 1958.36,160.256 1958.58,160.256 1958.79,160.256 1959.01,160.256 1959.22,160.256 1959.44,160.256 1959.66,160.256 1959.87,160.256 1960.09,160.256 1960.3,160.256 1960.52,160.256 1960.74,160.256 1960.95,160.256 1961.17,160.256 1961.38,160.256 1961.6,160.256 1961.82,160.256 1962.03,160.256 1962.25,160.256 1962.46,160.256 1962.68,160.256 1962.9,160.256 1963.11,160.256 1963.33,160.256 1963.55,160.256 1963.76,160.256 1963.98,160.256 1964.19,160.256 1964.41,160.256 1964.63,160.256 1964.84,160.256 1965.06,160.256 1965.27,160.256 1965.49,160.256 1965.71,160.256 1965.92,160.256 1966.14,160.256 1966.35,160.256 1966.57,160.256 1966.79,160.256 1967,160.256 1967.22,160.256 1967.43,160.256 1967.65,160.256 1967.87,160.256 1968.08,160.256 1968.3,160.256 1968.51,160.256 1968.73,160.256 1968.95,160.256 1969.16,160.256 1969.38,160.256 1969.59,160.256 1969.81,160.256 1970.03,160.256 1970.24,160.256 1970.46,160.256 1970.67,160.256 1970.89,160.256 1971.11,160.256 1971.32,160.256 1971.54,160.256 1971.75,160.256 1971.97,160.256 1972.19,160.256 1972.4,160.256 1972.62,160.256 1972.84,160.256 1973.05,160.256 1973.27,160.256 1973.48,160.256 1973.7,160.256 1973.92,160.256 1974.13,160.256 1974.35,160.256 1974.56,160.256 1974.78,160.256 1975,160.256 1975.21,160.256 1975.43,160.256 1975.64,160.256 1975.86,160.256 1976.08,160.256 1976.29,160.256 1976.51,160.256 1976.72,160.256 1976.94,160.256 1977.16,160.256 1977.37,160.256 1977.59,160.256 1977.8,160.256 1978.02,160.256 1978.24,160.256 1978.45,160.256 1978.67,160.256 1978.88,160.256 1979.1,160.256 1979.32,160.256 1979.53,160.256 1979.75,160.256 1979.96,160.256 1980.18,160.256 1980.4,160.256 1980.61,160.256 1980.83,160.256 1981.04,160.256 1981.26,160.256 1981.48,160.256 1981.69,160.256 1981.91,160.256 1982.13,160.256 1982.34,160.256 1982.56,160.256 1982.77,160.256 1982.99,160.256 1983.21,160.256 1983.42,160.256 1983.64,160.256 1983.85,160.256 1984.07,160.256 1984.29,160.256 1984.5,160.256 1984.72,160.256 1984.93,160.256 1985.15,160.256 1985.37,160.256 1985.58,160.256 1985.8,160.256 1986.01,160.256 1986.23,160.256 1986.45,160.256 1986.66,160.256 1986.88,160.256 1987.09,160.256 1987.31,160.256 1987.53,160.256 1987.74,160.256 1987.96,160.256 1988.17,160.256 1988.39,160.256 1988.61,160.256 1988.82,160.256 1989.04,160.256 1989.25,160.256 1989.47,160.256 1989.69,160.256 1989.9,160.256 1990.12,160.256 1990.33,160.256 1990.55,160.256 1990.77,160.256 1990.98,160.256 1991.2,160.256 1991.42,160.256 1991.63,160.256 1991.85,160.256 1992.06,160.256 1992.28,160.256 1992.5,160.256 1992.71,160.256 1992.93,160.256 1993.14,160.256 1993.36,160.256 1993.58,160.256 1993.79,160.256 1994.01,160.256 1994.22,160.256 1994.44,160.256 1994.66,160.256 1994.87,160.256 1995.09,160.256 1995.3,160.256 1995.52,160.256 1995.74,160.256 1995.95,160.256 1996.17,160.256 1996.38,160.256 1996.6,160.256 1996.82,160.256 1997.03,160.256 1997.25,160.256 1997.46,160.256 1997.68,160.256 1997.9,160.256 1998.11,160.256 1998.33,160.256 1998.54,160.256 1998.76,160.256 1998.98,160.256 1999.19,160.256 1999.41,160.256 1999.62,160.256 1999.84,160.256 2000.06,160.256 2000.27,160.256 2000.49,160.256 2000.71,160.256 2000.92,160.256 2001.14,160.256 2001.35,160.256 2001.57,160.256 2001.79,160.256 2002,160.256 2002.22,160.256 2002.43,160.256 2002.65,160.256 2002.87,160.256 2003.08,160.256 2003.3,160.256 2003.51,160.256 2003.73,160.256 2003.95,160.256 2004.16,160.256 2004.38,160.256 2004.59,160.256 2004.81,160.256 2005.03,160.256 2005.24,160.256 2005.46,160.256 2005.67,160.256 2005.89,160.256 2006.11,160.256 2006.32,160.256 2006.54,160.256 2006.75,160.256 2006.97,160.256 2007.19,160.256 2007.4,160.256 2007.62,160.256 2007.83,160.256 2008.05,160.256 2008.27,160.256 2008.48,160.256 2008.7,160.256 2008.91,160.256 2009.13,160.256 2009.35,160.256 2009.56,160.256 2009.78,160.256 2010,160.256 2010.21,160.256 2010.43,160.256 2010.64,160.256 2010.86,160.256 2011.08,160.256 2011.29,160.256 2011.51,160.256 2011.72,160.256 2011.94,160.256 2012.16,160.256 2012.37,160.256 2012.59,160.256 2012.8,160.256 2013.02,160.256 2013.24,160.256 2013.45,160.256 2013.67,160.256 2013.88,160.256 2014.1,160.256 2014.32,160.256 2014.53,160.256 2014.75,160.256 2014.96,160.256 2015.18,160.256 2015.4,160.256 2015.61,160.256 2015.83,160.256 2016.04,160.256 2016.26,160.256 2016.48,160.256 2016.69,160.256 2016.91,160.256 2017.12,160.256 2017.34,160.256 2017.56,160.256 2017.77,160.256 2017.99,160.256 2018.2,160.256 2018.42,160.256 2018.64,160.256 2018.85,160.256 2019.07,160.256 2019.28,160.256 2019.5,160.256 2019.72,160.256 2019.93,160.256 2020.15,160.256 2020.37,160.256 2020.58,160.256 2020.8,160.256 2021.01,160.256 2021.23,160.256 2021.45,160.256 2021.66,160.256 2021.88,160.256 2022.09,160.256 2022.31,160.256 2022.53,160.256 2022.74,160.256 2022.96,160.256 2023.17,160.256 2023.39,160.256 2023.61,160.256 2023.82,160.256 2024.04,160.256 2024.25,160.256 2024.47,160.256 2024.69,160.256 2024.9,160.256 2025.12,160.256 2025.33,160.256 2025.55,160.256 2025.77,160.256 2025.98,160.256 2026.2,160.256 2026.41,160.256 2026.63,160.256 2026.85,160.256 2027.06,160.256 2027.28,160.256 2027.49,160.256 2027.71,160.256 2027.93,160.256 2028.14,160.256 2028.36,160.256 2028.57,160.256 2028.79,160.256 2029.01,160.256 2029.22,160.256 2029.44,160.256 2029.66,160.256 2029.87,160.256 2030.09,160.256 2030.3,160.256 2030.52,160.256 2030.74,160.256 2030.95,160.256 2031.17,160.256 2031.38,160.256 2031.6,160.256 2031.82,160.256 2032.03,160.256 2032.25,160.256 2032.46,160.256 2032.68,160.256 2032.9,160.256 2033.11,160.256 2033.33,160.256 2033.54,160.256 2033.76,160.256 2033.98,160.256 2034.19,160.256 2034.41,160.256 2034.62,160.256 2034.84,160.256 2035.06,160.256 2035.27,160.256 2035.49,160.256 2035.7,160.256 2035.92,160.256 2036.14,160.256 2036.35,160.256 2036.57,160.256 2036.78,160.256 2037,160.256 2037.22,160.256 2037.43,160.256 2037.65,160.256 2037.86,160.256 2038.08,160.256 2038.3,160.256 2038.51,160.256 2038.73,160.256 2038.95,160.256 2039.16,160.256 2039.38,160.256 2039.59,160.256 2039.81,160.256 2040.03,160.256 2040.24,160.256 2040.46,160.256 2040.67,160.256 2040.89,160.256 2041.11,160.256 2041.32,160.256 2041.54,160.256 2041.75,160.256 2041.97,160.256 2042.19,160.256 2042.4,160.256 2042.62,160.256 2042.83,160.256 2043.05,160.256 2043.27,160.256 2043.48,160.256 2043.7,160.256 2043.91,160.256 2044.13,160.256 2044.35,160.256 2044.56,160.256 2044.78,160.256 2044.99,160.256 2045.21,160.256 2045.43,160.256 2045.64,160.256 2045.86,160.256 2046.07,160.256 2046.29,160.256 2046.51,160.256 2046.72,160.256 2046.94,160.256 2047.15,160.256 2047.37,160.256 2047.59,160.256 2047.8,160.256 2048.02,160.256 2048.24,160.256 2048.45,160.256 2048.67,160.256 2048.88,160.256 2049.1,160.256 2049.32,160.256 2049.53,160.256 2049.75,160.256 2049.96,160.256 2050.18,160.256 2050.4,160.256 2050.61,160.256 2050.83,160.256 2051.04,160.256 2051.26,160.256 2051.48,160.256 2051.69,160.256 2051.91,160.256 2052.12,160.256 2052.34,160.256 2052.56,160.256 2052.77,160.256 2052.99,160.256 2053.2,160.256 2053.42,160.256 2053.64,160.256 2053.85,160.256 2054.07,160.256 2054.28,160.256 2054.5,160.256 2054.72,160.256 2054.93,160.256 2055.15,160.256 2055.36,160.256 2055.58,160.256 2055.8,160.256 2056.01,160.256 2056.23,160.256 2056.44,160.256 2056.66,160.256 2056.88,160.256 2057.09,160.256 2057.31,160.256 2057.53,160.256 2057.74,160.256 2057.96,160.256 2058.17,160.256 2058.39,160.256 2058.61,160.256 2058.82,160.256 2059.04,160.256 2059.25,160.256 2059.47,160.256 2059.69,160.256 2059.9,160.256 2060.12,160.256 2060.33,160.256 2060.55,160.256 2060.77,160.256 2060.98,160.256 2061.2,160.256 2061.41,160.256 2061.63,160.256 2061.85,160.256 2062.06,160.256 2062.28,160.256 2062.49,160.256 2062.71,160.256 2062.93,160.256 2063.14,160.256 2063.36,160.256 2063.57,160.256 2063.79,160.256 2064.01,160.256 2064.22,160.256 2064.44,160.256 2064.65,160.256 2064.87,160.256 2065.09,160.256 2065.3,160.256 2065.52,160.256 2065.73,160.256 2065.95,160.256 2066.17,160.256 2066.38,160.256 2066.6,160.256 2066.82,160.256 2067.03,160.256 2067.25,160.256 2067.46,160.256 2067.68,160.256 2067.9,160.256 2068.11,160.256 2068.33,160.256 2068.54,160.256 2068.76,160.256 2068.98,160.256 2069.19,160.256 2069.41,160.256 2069.62,160.256 2069.84,160.256 2070.06,160.256 2070.27,160.256 2070.49,160.256 2070.7,160.256 2070.92,160.256 2071.14,160.256 2071.35,160.256 2071.57,160.256 2071.78,160.256 2072,160.256 2072.22,160.256 2072.43,160.256 2072.65,160.256 2072.86,160.256 2073.08,160.256 2073.3,160.256 2073.51,160.256 2073.73,160.256 2073.94,160.256 2074.16,160.256 2074.38,160.256 2074.59,160.256 2074.81,160.256 2075.02,160.256 2075.24,160.256 2075.46,160.256 2075.67,160.256 2075.89,160.256 2076.11,160.256 2076.32,160.256 2076.54,160.256 2076.75,160.256 2076.97,160.256 2077.19,160.256 2077.4,160.256 2077.62,160.256 2077.83,160.256 2078.05,160.256 2078.27,160.256 2078.48,160.256 2078.7,160.256 2078.91,160.256 2079.13,160.256 2079.35,160.256 2079.56,160.256 2079.78,160.256 2079.99,160.256 2080.21,160.256 2080.43,160.256 2080.64,160.256 2080.86,160.256 2081.07,160.256 2081.29,160.256 2081.51,160.256 2081.72,160.256 2081.94,160.256 2082.15,160.256 2082.37,160.256 2082.59,160.256 2082.8,160.256 2083.02,160.256 2083.23,160.256 2083.45,160.256 2083.67,160.256 2083.88,160.256 2084.1,160.256 2084.31,160.256 2084.53,160.256 2084.75,160.256 2084.96,160.256 2085.18,160.256 2085.39,160.256 2085.61,160.256 2085.83,160.256 2086.04,160.256 2086.26,160.256 2086.48,160.256 2086.69,160.256 2086.91,160.256 2087.12,160.256 2087.34,160.256 2087.56,160.256 2087.77,160.256 2087.99,160.256 2088.2,160.256 2088.42,160.256 2088.64,160.256 2088.85,160.256 2089.07,160.256 2089.28,160.256 2089.5,160.256 2089.72,160.256 2089.93,160.256 2090.15,160.256 2090.36,160.256 2090.58,160.256 2090.8,160.256 2091.01,160.256 2091.23,160.256 2091.44,160.256 2091.66,160.256 2091.88,160.256 2092.09,160.256 2092.31,160.256 2092.52,160.256 2092.74,160.256 2092.96,160.256 2093.17,160.256 2093.39,160.256 2093.6,160.256 2093.82,160.256 2094.04,160.256 2094.25,160.256 2094.47,160.256 2094.68,160.256 2094.9,160.256 2095.12,160.256 2095.33,160.256 2095.55,160.256 2095.77,160.256 2095.98,160.256 2096.2,160.256 2096.41,160.256 2096.63,160.256 2096.85,160.256 2097.06,160.256 2097.28,160.256 2097.49,160.256 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1217.52 1847.71 1224.37 Q1847.71 1231.2 1850.86 1234.83 Q1854 1238.44 1859.93 1238.44 Q1862.94 1238.44 1865.6 1237.36 Q1868.29 1236.27 1870.65 1234.07 L1870.65 1238.95 Q1868.19 1240.62 1865.44 1241.45 Q1862.71 1242.29 1859.65 1242.29 Q1851.81 1242.29 1847.29 1237.5 Q1842.78 1232.68 1842.78 1224.37 Q1842.78 1216.04 1847.29 1211.25 Q1851.81 1206.43 1859.65 1206.43 Q1862.75 1206.43 1865.49 1207.26 Q1868.24 1208.07 1870.65 1209.72 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1877.68 1205.6 L1881.94 1205.6 L1881.94 1241.62 L1877.68 1241.62 L1877.68 1205.6 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1902.64 1228.58 Q1897.48 1228.58 1895.49 1229.76 Q1893.49 1230.95 1893.49 1233.79 Q1893.49 1236.06 1894.98 1237.4 Q1896.48 1238.72 1899.05 1238.72 Q1902.59 1238.72 1904.72 1236.22 Q1906.87 1233.7 1906.87 1229.53 L1906.87 1228.58 L1902.64 1228.58 M1911.13 1226.82 L1911.13 1241.62 L1906.87 1241.62 L1906.87 1237.68 Q1905.42 1240.04 1903.24 1241.18 Q1901.06 1242.29 1897.92 1242.29 Q1893.93 1242.29 1891.57 1240.07 Q1889.24 1237.82 1889.24 1234.07 Q1889.24 1229.7 1892.15 1227.47 Q1895.09 1225.25 1900.9 1225.25 L1906.87 1225.25 L1906.87 1224.83 Q1906.87 1221.89 1904.93 1220.3 Q1903.01 1218.68 1899.51 1218.68 Q1897.29 1218.68 1895.18 1219.21 Q1893.08 1219.74 1891.13 1220.81 L1891.13 1216.87 Q1893.47 1215.97 1895.67 1215.53 Q1897.87 1215.07 1899.95 1215.07 Q1905.58 1215.07 1908.36 1217.98 Q1911.13 1220.9 1911.13 1226.82 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1936.43 1216.45 L1936.43 1220.48 Q1934.63 1219.56 1932.68 1219.09 Q1930.74 1218.63 1928.66 1218.63 Q1925.49 1218.63 1923.89 1219.6 Q1922.31 1220.57 1922.31 1222.52 Q1922.31 1224 1923.45 1224.86 Q1924.58 1225.69 1928.01 1226.45 L1929.47 1226.78 Q1934 1227.75 1935.9 1229.53 Q1937.82 1231.29 1937.82 1234.46 Q1937.82 1238.07 1934.95 1240.18 Q1932.11 1242.29 1927.11 1242.29 Q1925.02 1242.29 1922.75 1241.87 Q1920.51 1241.48 1918.01 1240.67 L1918.01 1236.27 Q1920.37 1237.5 1922.66 1238.12 Q1924.95 1238.72 1927.2 1238.72 Q1930.21 1238.72 1931.83 1237.7 Q1933.45 1236.66 1933.45 1234.79 Q1933.45 1233.05 1932.27 1232.13 Q1931.11 1231.2 1927.15 1230.34 L1925.67 1230 Q1921.71 1229.16 1919.95 1227.45 Q1918.19 1225.71 1918.19 1222.7 Q1918.19 1219.05 1920.79 1217.06 Q1923.38 1215.07 1928.15 1215.07 Q1930.51 1215.07 1932.59 1215.41 Q1934.67 1215.76 1936.43 1216.45 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1961.13 1216.45 L1961.13 1220.48 Q1959.33 1219.56 1957.38 1219.09 Q1955.44 1218.63 1953.36 1218.63 Q1950.18 1218.63 1948.59 1219.6 Q1947.01 1220.57 1947.01 1222.52 Q1947.01 1224 1948.15 1224.86 Q1949.28 1225.69 1952.71 1226.45 L1954.17 1226.78 Q1958.7 1227.75 1960.6 1229.53 Q1962.52 1231.29 1962.52 1234.46 Q1962.52 1238.07 1959.65 1240.18 Q1956.8 1242.29 1951.8 1242.29 Q1949.72 1242.29 1947.45 1241.87 Q1945.21 1241.48 1942.71 1240.67 L1942.71 1236.27 Q1945.07 1237.5 1947.36 1238.12 Q1949.65 1238.72 1951.9 1238.72 Q1954.91 1238.72 1956.53 1237.7 Q1958.15 1236.66 1958.15 1234.79 Q1958.15 1233.05 1956.97 1232.13 Q1955.81 1231.2 1951.85 1230.34 L1950.37 1230 Q1946.41 1229.16 1944.65 1227.45 Q1942.89 1225.71 1942.89 1222.7 Q1942.89 1219.05 1945.49 1217.06 Q1948.08 1215.07 1952.85 1215.07 Q1955.21 1215.07 1957.29 1215.41 Q1959.37 1215.76 1961.13 1216.45 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1969.3 1215.69 L1973.56 1215.69 L1973.56 1241.62 L1969.3 1241.62 L1969.3 1215.69 M1969.3 1205.6 L1973.56 1205.6 L1973.56 1210.99 L1969.3 1210.99 L1969.3 1205.6 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1995.6 1205.6 L1995.6 1209.14 L1991.53 1209.14 Q1989.23 1209.14 1988.33 1210.07 Q1987.45 1210.99 1987.45 1213.4 L1987.45 1215.69 L1994.47 1215.69 L1994.47 1219 L1987.45 1219 L1987.45 1241.62 L1983.17 1241.62 L1983.17 1219 L1979.1 1219 L1979.1 1215.69 L1983.17 1215.69 L1983.17 1213.88 Q1983.17 1209.56 1985.18 1207.59 Q1987.2 1205.6 1991.57 1205.6 L1995.6 1205.6 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M1999.17 1215.69 L2003.42 1215.69 L2003.42 1241.62 L1999.17 1241.62 L1999.17 1215.69 M1999.17 1205.6 L2003.42 1205.6 L2003.42 1210.99 L1999.17 1210.99 L1999.17 1205.6 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M2034.51 1227.59 L2034.51 1229.67 L2014.93 1229.67 Q2015.21 1234.07 2017.57 1236.38 Q2019.95 1238.68 2024.19 1238.68 Q2026.64 1238.68 2028.93 1238.07 Q2031.25 1237.47 2033.52 1236.27 L2033.52 1240.3 Q2031.23 1241.27 2028.82 1241.78 Q2026.41 1242.29 2023.93 1242.29 Q2017.73 1242.29 2014.1 1238.68 Q2010.48 1235.07 2010.48 1228.91 Q2010.48 1222.54 2013.91 1218.82 Q2017.36 1215.07 2023.19 1215.07 Q2028.42 1215.07 2031.46 1218.45 Q2034.51 1221.8 2034.51 1227.59 M2030.25 1226.34 Q2030.21 1222.84 2028.29 1220.76 Q2026.39 1218.68 2023.24 1218.68 Q2019.67 1218.68 2017.52 1220.69 Q2015.39 1222.7 2015.07 1226.36 L2030.25 1226.34 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><path clip-path=\"url(#clip480)\" d=\"M2056.53 1219.67 Q2055.81 1219.26 2054.95 1219.07 Q2054.12 1218.86 2053.1 1218.86 Q2049.49 1218.86 2047.54 1221.22 Q2045.62 1223.56 2045.62 1227.96 L2045.62 1241.62 L2041.34 1241.62 L2041.34 1215.69 L2045.62 1215.69 L2045.62 1219.72 Q2046.97 1217.36 2049.12 1216.22 Q2051.27 1215.07 2054.35 1215.07 Q2054.79 1215.07 2055.32 1215.13 Q2055.85 1215.18 2056.5 1215.3 L2056.53 1219.67 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" \/><\/svg>\n<\/div>\n<\/div>\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[24]:<\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0.05561593166405293<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"cell-id=f57fc461\" 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<h2 id=\"%EB%B6%80%EB%A1%9D-:-%EC%A0%80%EC%88%98%EC%A4%80%EC%97%90%EC%84%9C-ROC-Curve-%EA%B7%B8%EB%A0%A4-%EB%B3%B4%EA%B8%B0\">&#48512;&#47197; : &#51200;&#49688;&#51456;&#50640;&#49436; ROC Curve &#44536;&#47140; &#48372;&#44592;<a class=\"anchor-link\" href=\"#%EB%B6%80%EB%A1%9D-:-%EC%A0%80%EC%88%98%EC%A4%80%EC%97%90%EC%84%9C-ROC-Curve-%EA%B7%B8%EB%A0%A4-%EB%B3%B4%EA%B8%B0\">&#182;<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div id=\"cell-id=fc2c8a5a\" 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&nbsp;[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-julia\"><pre><span><\/span><span class=\"k\">let<\/span>\n    <span class=\"k\">function<\/span> <span class=\"n\">calculate_roc<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span><span class=\"n\">y_true<\/span><span class=\"p\">)<\/span>\n        \n        <span class=\"n\">thresholds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sort<\/span><span class=\"p\">(<\/span><span class=\"n\">unique<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">),<\/span> <span class=\"n\">rev<\/span><span class=\"o\">=<\/span><span class=\"nb\">true<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">push!<\/span><span class=\"p\">(<\/span><span class=\"n\">thresholds<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.0<\/span><span class=\"p\">)<\/span>  <span class=\"c\"># \ub9c8\uc9c0\ub9c9 \uc784\uacc4\uac12 \ucd94\uac00<\/span>\n        <span class=\"n\">tpr<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Float64<\/span><span class=\"p\">[]<\/span>\n        <span class=\"n\">fpr<\/span> <span class=\"o\">=<\/span> <span class=\"kt\">Float64<\/span><span class=\"p\">[]<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">thresh<\/span> <span class=\"k\">in<\/span> <span class=\"n\">thresholds<\/span>\n            <span class=\"n\">tp<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">((<\/span><span class=\"n\">y_pred<\/span> <span class=\"o\">.&gt;=<\/span> <span class=\"n\">thresh<\/span><span class=\"p\">)<\/span> <span class=\"o\">.&amp;<\/span> <span class=\"p\">(<\/span><span class=\"n\">y_true<\/span> <span class=\"o\">.==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">))<\/span>\n            <span class=\"n\">fp<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">((<\/span><span class=\"n\">y_pred<\/span> <span class=\"o\">.&gt;=<\/span> <span class=\"n\">thresh<\/span><span class=\"p\">)<\/span> <span class=\"o\">.&amp;<\/span> <span class=\"p\">(<\/span><span class=\"n\">y_true<\/span> <span class=\"o\">.==<\/span> <span class=\"mi\">0<\/span><span class=\"p\">))<\/span>\n            <span class=\"n\">tn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">((<\/span><span class=\"n\">y_pred<\/span> <span class=\"o\">.&lt;<\/span> <span class=\"n\">thresh<\/span><span class=\"p\">)<\/span> <span class=\"o\">.&amp;<\/span> <span class=\"p\">(<\/span><span class=\"n\">y_true<\/span> <span class=\"o\">.==<\/span> <span class=\"mi\">0<\/span><span class=\"p\">))<\/span>\n            <span class=\"n\">fn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sum<\/span><span class=\"p\">((<\/span><span class=\"n\">y_pred<\/span> <span class=\"o\">.&lt;<\/span> <span class=\"n\">thresh<\/span><span class=\"p\">)<\/span> <span class=\"o\">.&amp;<\/span> <span class=\"p\">(<\/span><span class=\"n\">y_true<\/span> <span class=\"o\">.==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">))<\/span>\n            <span class=\"n\">push!<\/span><span class=\"p\">(<\/span><span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tp<\/span> <span class=\"o\">\/<\/span> <span class=\"p\">(<\/span><span class=\"n\">tp<\/span> <span class=\"o\">+<\/span> <span class=\"n\">fn<\/span><span class=\"p\">))<\/span>\n            <span class=\"n\">push!<\/span><span class=\"p\">(<\/span><span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">fp<\/span> <span class=\"o\">\/<\/span> <span class=\"p\">(<\/span><span class=\"n\">fp<\/span> <span class=\"o\">+<\/span> <span class=\"n\">tn<\/span><span class=\"p\">))<\/span>\n        <span class=\"k\">end<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">thresholds<\/span>\n    <span class=\"k\">end<\/span>\n    <span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span><span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_logistic_info<\/span><span class=\"p\">(<\/span><span class=\"n\">test<\/span><span class=\"p\">,<\/span> <span class=\"n\">chains<\/span><span class=\"p\">)<\/span>    \n    <span class=\"n\">y_true<\/span> <span class=\"o\">=<\/span> <span class=\"n\">test_label<\/span>    \n    <span class=\"n\">fpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">tpr<\/span><span class=\"p\">,<\/span> <span class=\"n\">thresholds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">calculate_roc<\/span><span class=\"p\">(<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_true<\/span><span class=\"p\">)<\/span>\n    <span class=\"c\"># \ucd5c\uc801\uc758 threshold \uad6c\ud558\uae30<\/span>\n    <span class=\"n\">J<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tpr<\/span> <span class=\"o\">-<\/span> <span class=\"n\">fpr<\/span>\n    <span class=\"n\">idx<\/span> <span class=\"o\">=<\/span> <span class=\"n\">argmax<\/span><span class=\"p\">(<\/span><span class=\"n\">J<\/span><span class=\"p\">)<\/span>    \n    <span class=\"n\">optimal_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"n\">thresholds<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">println<\/span><span class=\"p\">(<\/span><span class=\"s\">&quot;Optimal threshold = <\/span><span class=\"si\">$optimal_threshold<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n    \n    <span class=\"c\"># ROC \uace1\uc120 \uadf8\ub9ac\uae30<\/span>\n    <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=\"s\">&quot;ROC Curve&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">xlabel<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;False Positive Rate&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;True Positive Rate&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">legend<\/span><span class=\"o\">=<\/span><span class=\"ss\">:bottomright<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">scatter!<\/span><span class=\"p\">([<\/span><span class=\"n\">fpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">]],[<\/span><span class=\"n\">tpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">]],<\/span> <span class=\"n\">makercolor<\/span><span class=\"o\">=<\/span><span class=\"ss\">:red<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Optimal threshold=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"n\">optimal_threshold<\/span><span class=\"p\">,<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">4<\/span><span class=\"p\">))<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Sensitivity=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"n\">tpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">],<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">))<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Specificity=<\/span><span class=\"si\">$<\/span><span class=\"p\">(<\/span><span class=\"n\">round<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">fpr<\/span><span class=\"p\">[<\/span><span class=\"n\">idx<\/span><span class=\"p\">],<\/span><span class=\"n\">digits<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">))<\/span><span class=\"s\">&quot;<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">plot!<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"n\">linestyle<\/span><span class=\"o\">=<\/span><span class=\"ss\">:dash<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">&quot;Random Classifier&quot;<\/span><span class=\"p\">)<\/span>\n    \n<span class=\"k\">end<\/span>\n<\/pre><\/div>\n     <\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n<div class=\"jp-OutputArea-child\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>Optimal threshold = 0.0556546851493293\n<\/pre>\n<\/div>\n<\/div>\n<div class=\"jp-OutputArea-child jp-OutputArea-executeResult\">\n    \n    <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[25]:<\/div>\n<div 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2003.3,86.1857 2003.51,86.1857 2003.73,86.1857 2003.95,86.1857 2004.16,86.1857 2004.38,86.1857 2004.59,86.1857 2004.81,86.1857 2005.03,86.1857 2005.24,86.1857 2005.46,86.1857 2005.67,86.1857 2005.89,86.1857 2006.11,86.1857 2006.32,86.1857 2006.54,86.1857 2006.75,86.1857 2006.97,86.1857 2007.19,86.1857 2007.4,86.1857 2007.62,86.1857 2007.83,86.1857 2008.05,86.1857 2008.27,86.1857 2008.48,86.1857 2008.7,86.1857 2008.91,86.1857 2009.13,86.1857 2009.35,86.1857 2009.56,86.1857 2009.78,86.1857 2010,86.1857 2010.21,86.1857 2010.43,86.1857 2010.64,86.1857 2010.86,86.1857 2011.08,86.1857 2011.29,86.1857 2011.51,86.1857 2011.72,86.1857 2011.94,86.1857 2012.16,86.1857 2012.37,86.1857 2012.59,86.1857 2012.8,86.1857 2013.02,86.1857 2013.24,86.1857 2013.45,86.1857 2013.67,86.1857 2013.88,86.1857 2014.1,86.1857 2014.32,86.1857 2014.53,86.1857 2014.75,86.1857 2014.96,86.1857 2015.18,86.1857 2015.4,86.1857 2015.61,86.1857 2015.83,86.1857 2016.04,86.1857 2016.26,86.1857 2016.48,86.1857 2016.69,86.1857 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