From 36165f30100f7b26ec7c88c84a09b46142168042 Mon Sep 17 00:00:00 2001
From: William de Melo <wdemelo@ucsd.edu>
Date: Wed, 11 Dec 2024 16:14:35 -0800
Subject: [PATCH] Add files via upload

---
 Predicting_FL_Depression.html | 17489 ++++++++++++++++++++++++++++++++
 1 file changed, 17489 insertions(+)
 create mode 100644 Predicting_FL_Depression.html
diff --git a/Predicting_FL_Depression.html b/Predicting_FL_Depression.html
new file mode 100644
index 0000000..b5fc808
--- /dev/null
+++ b/Predicting_FL_Depression.html
@@ -0,0 +1,17489 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
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+<title>Predicting_FL_Depression</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script>
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+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-button, /* </DEPRECATED> */
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-track, /* </DEPRECATED> */
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-thumb, /* </DEPRECATED> */
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-SplitPanel-child, /* </DEPRECATED> */
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle, /* </DEPRECATED> */
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle:after, /* </DEPRECATED> */
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabBar, /* </DEPRECATED> */
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='horizontal'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='vertical'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-content, /* </DEPRECATED> */
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar-tabIcon,
+.p-TabBar-tabCloseIcon,
+/* </DEPRECATED> */
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tabLabel, /* </DEPRECATED> */
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab.p-mod-hidden, /* </DEPRECATED> */
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar.p-mod-dragging .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+  transition: none;
+}
+
+.lm-TabBar-tabLabel .lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+  background: inherit;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabPanel-tabBar, /* </DEPRECATED> */
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-TabPanel-stackedPanel, /* </DEPRECATED> */
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+@charset "UTF-8";
+html{
+  -webkit-box-sizing:border-box;
+          box-sizing:border-box; }
+
+*,
+*::before,
+*::after{
+  -webkit-box-sizing:inherit;
+          box-sizing:inherit; }
+
+body{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none;
+  color:#182026;
+  font-family:-apple-system, "BlinkMacSystemFont", "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Cantarell", "Open Sans", "Helvetica Neue", "Icons16", sans-serif; }
+
+p{
+  margin-bottom:10px;
+  margin-top:0; }
+
+small{
+  font-size:12px; }
+
+strong{
+  font-weight:600; }
+
+::-moz-selection{
+  background:rgba(125, 188, 255, 0.6); }
+
+::selection{
+  background:rgba(125, 188, 255, 0.6); }
+.bp3-heading{
+  color:#182026;
+  font-weight:600;
+  margin:0 0 10px;
+  padding:0; }
+  .bp3-dark .bp3-heading{
+    color:#f5f8fa; }
+
+h1.bp3-heading, .bp3-running-text h1{
+  font-size:36px;
+  line-height:40px; }
+
+h2.bp3-heading, .bp3-running-text h2{
+  font-size:28px;
+  line-height:32px; }
+
+h3.bp3-heading, .bp3-running-text h3{
+  font-size:22px;
+  line-height:25px; }
+
+h4.bp3-heading, .bp3-running-text h4{
+  font-size:18px;
+  line-height:21px; }
+
+h5.bp3-heading, .bp3-running-text h5{
+  font-size:16px;
+  line-height:19px; }
+
+h6.bp3-heading, .bp3-running-text h6{
+  font-size:14px;
+  line-height:16px; }
+.bp3-ui-text{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none; }
+
+.bp3-monospace-text{
+  font-family:monospace;
+  text-transform:none; }
+
+.bp3-text-muted{
+  color:#5c7080; }
+  .bp3-dark .bp3-text-muted{
+    color:#a7b6c2; }
+
+.bp3-text-disabled{
+  color:rgba(92, 112, 128, 0.6); }
+  .bp3-dark .bp3-text-disabled{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-text-overflow-ellipsis{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal; }
+.bp3-running-text{
+  font-size:14px;
+  line-height:1.5; }
+  .bp3-running-text h1{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h1{
+      color:#f5f8fa; }
+  .bp3-running-text h2{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h2{
+      color:#f5f8fa; }
+  .bp3-running-text h3{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h3{
+      color:#f5f8fa; }
+  .bp3-running-text h4{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h4{
+      color:#f5f8fa; }
+  .bp3-running-text h5{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h5{
+      color:#f5f8fa; }
+  .bp3-running-text h6{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h6{
+      color:#f5f8fa; }
+  .bp3-running-text hr{
+    border:none;
+    border-bottom:1px solid rgba(16, 22, 26, 0.15);
+    margin:20px 0; }
+    .bp3-dark .bp3-running-text hr{
+      border-color:rgba(255, 255, 255, 0.15); }
+  .bp3-running-text p{
+    margin:0 0 10px;
+    padding:0; }
+
+.bp3-text-large{
+  font-size:16px; }
+
+.bp3-text-small{
+  font-size:12px; }
+a{
+  color:#106ba3;
+  text-decoration:none; }
+  a:hover{
+    color:#106ba3;
+    cursor:pointer;
+    text-decoration:underline; }
+  a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{
+    color:inherit; }
+  a code,
+  .bp3-dark a code{
+    color:inherit; }
+  .bp3-dark a,
+  .bp3-dark a:hover{
+    color:#48aff0; }
+    .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,
+    .bp3-dark a:hover .bp3-icon,
+    .bp3-dark a:hover .bp3-icon-standard,
+    .bp3-dark a:hover .bp3-icon-large{
+      color:inherit; }
+.bp3-running-text code, .bp3-code{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  font-size:smaller;
+  padding:2px 5px; }
+  .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+  .bp3-running-text a > code, a > .bp3-code{
+    color:#137cbd; }
+    .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{
+      color:inherit; }
+
+.bp3-running-text pre, .bp3-code-block{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+  color:#182026;
+  display:block;
+  font-size:13px;
+  line-height:1.4;
+  margin:10px 0;
+  padding:13px 15px 12px;
+  word-break:break-all;
+  word-wrap:break-word; }
+  .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+  .bp3-running-text pre > code, .bp3-code-block > code{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit;
+    font-size:inherit;
+    padding:0; }
+
+.bp3-running-text kbd, .bp3-key{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:3px;
+  -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);
+          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);
+  color:#5c7080;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-family:inherit;
+  font-size:12px;
+  height:24px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  line-height:24px;
+  min-width:24px;
+  padding:3px 6px;
+  vertical-align:middle; }
+  .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{
+    margin-right:5px; }
+  .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{
+    background:#394b59;
+    -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);
+            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);
+    color:#a7b6c2; }
+.bp3-running-text blockquote, .bp3-blockquote{
+  border-left:solid 4px rgba(167, 182, 194, 0.5);
+  margin:0 0 10px;
+  padding:0 20px; }
+  .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{
+    border-color:rgba(115, 134, 148, 0.5); }
+.bp3-running-text ul,
+.bp3-running-text ol, .bp3-list{
+  margin:10px 0;
+  padding-left:30px; }
+  .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){
+    margin-bottom:5px; }
+  .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,
+  .bp3-running-text ul ul,
+  .bp3-running-text ol ul,
+  .bp3-list ul{
+    margin-top:5px; }
+
+.bp3-list-unstyled{
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-list-unstyled li{
+    padding:0; }
+.bp3-rtl{
+  text-align:right; }
+
+.bp3-dark{
+  color:#f5f8fa; }
+
+:focus{
+  outline:rgba(19, 124, 189, 0.6) auto 2px;
+  outline-offset:2px;
+  -moz-outline-radius:6px; }
+
+.bp3-focus-disabled :focus{
+  outline:none !important; }
+  .bp3-focus-disabled :focus ~ .bp3-control-indicator{
+    outline:none !important; }
+
+.bp3-alert{
+  max-width:400px;
+  padding:20px; }
+
+.bp3-alert-body{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-alert-body .bp3-icon{
+    font-size:40px;
+    margin-right:20px;
+    margin-top:0; }
+
+.bp3-alert-contents{
+  word-break:break-word; }
+
+.bp3-alert-footer{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:reverse;
+      -ms-flex-direction:row-reverse;
+          flex-direction:row-reverse;
+  margin-top:10px; }
+  .bp3-alert-footer .bp3-button{
+    margin-left:10px; }
+.bp3-breadcrumbs{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  cursor:default;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:wrap;
+      flex-wrap:wrap;
+  height:30px;
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-breadcrumbs > li{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+    .bp3-breadcrumbs > li::after{
+      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");
+      content:"";
+      display:block;
+      height:16px;
+      margin:0 5px;
+      width:16px; }
+    .bp3-breadcrumbs > li:last-of-type::after{
+      display:none; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumb-current,
+.bp3-breadcrumbs-collapsed{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-size:16px; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumbs-collapsed{
+  color:#5c7080; }
+
+.bp3-breadcrumb:hover{
+  text-decoration:none; }
+
+.bp3-breadcrumb.bp3-disabled{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-breadcrumb .bp3-icon{
+  margin-right:5px; }
+
+.bp3-breadcrumb-current{
+  color:inherit;
+  font-weight:600; }
+  .bp3-breadcrumb-current .bp3-input{
+    font-size:inherit;
+    font-weight:inherit;
+    vertical-align:baseline; }
+
+.bp3-breadcrumbs-collapsed{
+  background:#ced9e0;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  margin-right:2px;
+  padding:1px 5px;
+  vertical-align:text-bottom; }
+  .bp3-breadcrumbs-collapsed::before{
+    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;
+    content:"";
+    display:block;
+    height:16px;
+    width:16px; }
+  .bp3-breadcrumbs-collapsed:hover{
+    background:#bfccd6;
+    color:#182026;
+    text-decoration:none; }
+
+.bp3-dark .bp3-breadcrumb,
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumbs > li::after{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumb.bp3-disabled{
+  color:rgba(167, 182, 194, 0.6); }
+
+.bp3-dark .bp3-breadcrumb-current{
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-breadcrumbs-collapsed:hover{
+    background:rgba(16, 22, 26, 0.6);
+    color:#f5f8fa; }
+.bp3-button{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  min-height:30px;
+  min-width:30px; }
+  .bp3-button > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-button > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-button::before,
+  .bp3-button > *{
+    margin-right:7px; }
+  .bp3-button:empty::before,
+  .bp3-button > :last-child{
+    margin-right:0; }
+  .bp3-button:empty{
+    padding:0 !important; }
+  .bp3-button:disabled, .bp3-button.bp3-disabled{
+    cursor:not-allowed; }
+  .bp3-button.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button.bp3-align-right,
+  .bp3-align-right .bp3-button{
+    text-align:right; }
+  .bp3-button.bp3-align-left,
+  .bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026; }
+    .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-button:not([class*="bp3-intent-"]):active, .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .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{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-button.bp3-intent-primary{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover{
+      background-color:#106ba3;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      background-color:#0e5a8a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
+      background-color:rgba(19, 124, 189, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-success{
+    background-color:#0f9960;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover{
+      background-color:#0d8050;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      background-color:#0a6640;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
+      background-color:rgba(15, 153, 96, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-warning{
+    background-color:#d9822b;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover{
+      background-color:#bf7326;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      background-color:#a66321;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
+      background-color:rgba(217, 130, 43, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-danger{
+    background-color:#db3737;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover{
+      background-color:#c23030;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      background-color:#a82a2a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
+      background-color:rgba(219, 55, 55, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+    stroke:#ffffff; }
+  .bp3-button.bp3-large,
+  .bp3-large .bp3-button{
+    min-height:40px;
+    min-width:40px;
+    font-size:16px;
+    padding:5px 15px; }
+    .bp3-button.bp3-large::before,
+    .bp3-button.bp3-large > *,
+    .bp3-large .bp3-button::before,
+    .bp3-large .bp3-button > *{
+      margin-right:10px; }
+    .bp3-button.bp3-large:empty::before,
+    .bp3-button.bp3-large > :last-child,
+    .bp3-large .bp3-button:empty::before,
+    .bp3-large .bp3-button > :last-child{
+      margin-right:0; }
+  .bp3-button.bp3-small,
+  .bp3-small .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-button.bp3-loading{
+    position:relative; }
+    .bp3-button.bp3-loading[class*="bp3-icon-"]::before{
+      visibility:hidden; }
+    .bp3-button.bp3-loading .bp3-button-spinner{
+      margin:0;
+      position:absolute; }
+    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
+      visibility:hidden; }
+  .bp3-button[class*="bp3-icon-"]::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    color:#5c7080; }
+  .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{
+    color:#5c7080; }
+    .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{
+      margin-left:7px; }
+  .bp3-button .bp3-icon:first-child:last-child,
+  .bp3-button .bp3-spinner + .bp3-icon:last-child{
+    margin:0 -7px; }
+  .bp3-dark .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .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{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"])[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+    .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{
+      color:#a7b6c2; }
+  .bp3-dark .bp3-button[class*="bp3-intent-"]{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:hover{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:active, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-active{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:disabled, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-disabled{
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.3); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+      stroke:#8a9ba8; }
+  .bp3-button:disabled::before,
+  .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,
+  .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,
+  .bp3-button[class*="bp3-intent-"] .bp3-icon, .bp3-button[class*="bp3-intent-"] .bp3-icon-standard, .bp3-button[class*="bp3-intent-"] .bp3-icon-large{
+    color:inherit !important; }
+  .bp3-button.bp3-minimal{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button.bp3-minimal:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .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{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-minimal{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-minimal:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .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{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .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{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-primary{
+      color:#106ba3; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .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{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-success{
+      color:#0d8050; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .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{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-warning{
+      color:#bf7326; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .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{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-danger{
+      color:#c23030; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .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{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button.bp3-outlined{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    border:1px solid rgba(24, 32, 38, 0.2);
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box; }
+    .bp3-button.bp3-outlined:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .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{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-outlined:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .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{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .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{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      color:#106ba3; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .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{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      color:#0d8050; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .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{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      color:#bf7326; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .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{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      color:#c23030; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .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{
+            background:rgba(219, 55, 55, 0.3); }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      border-color:rgba(92, 112, 128, 0.1); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      border-color:rgba(255, 255, 255, 0.4); }
+      .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{
+        border-color:rgba(255, 255, 255, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      border-color:rgba(16, 107, 163, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        border-color:rgba(16, 107, 163, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        border-color:rgba(72, 175, 240, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          border-color:rgba(72, 175, 240, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      border-color:rgba(13, 128, 80, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        border-color:rgba(13, 128, 80, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        border-color:rgba(61, 204, 145, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          border-color:rgba(61, 204, 145, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      border-color:rgba(191, 115, 38, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        border-color:rgba(191, 115, 38, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        border-color:rgba(255, 179, 102, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          border-color:rgba(255, 179, 102, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      border-color:rgba(194, 48, 48, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        border-color:rgba(194, 48, 48, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        border-color:rgba(255, 115, 115, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          border-color:rgba(255, 115, 115, 0.2); }
+
+a.bp3-button{
+  text-align:center;
+  text-decoration:none;
+  -webkit-transition:none;
+  transition:none; }
+  a.bp3-button, a.bp3-button:hover, a.bp3-button:active{
+    color:#182026; }
+  a.bp3-button.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6); }
+
+.bp3-button-text{
+  -webkit-box-flex:0;
+      -ms-flex:0 1 auto;
+          flex:0 1 auto; }
+
+.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,
+.bp3-button-group.bp3-align-left .bp3-button-text,
+.bp3-button-group.bp3-align-right .bp3-button-text{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto; }
+.bp3-button-group{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex; }
+  .bp3-button-group .bp3-button{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    position:relative;
+    z-index:4; }
+    .bp3-button-group .bp3-button:focus{
+      z-index:5; }
+    .bp3-button-group .bp3-button:hover{
+      z-index:6; }
+    .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{
+      z-index:7; }
+    .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{
+      z-index:3; }
+    .bp3-button-group .bp3-button[class*="bp3-intent-"]{
+      z-index:9; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:focus{
+        z-index:10; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:hover{
+        z-index:11; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:active, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-active{
+        z-index:12; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:disabled, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-disabled{
+        z-index:8; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    border-bottom-right-radius:0;
+    border-top-right-radius:0;
+    margin-right:-1px; }
+  .bp3-button-group.bp3-minimal .bp3-button{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .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{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .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{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .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{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .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{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+      color:#106ba3; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .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{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .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{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .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{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .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{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+      color:#0d8050; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .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{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .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{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .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{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .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{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+      color:#bf7326; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .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{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .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{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .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{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .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{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+      color:#c23030; }
+      .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{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .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{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .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{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .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{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .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{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button-group .bp3-popover-wrapper,
+  .bp3-button-group .bp3-popover-target{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button-group .bp3-button.bp3-fill,
+  .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-vertical{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    vertical-align:top; }
+    .bp3-button-group.bp3-vertical.bp3-fill{
+      height:100%;
+      width:unset; }
+    .bp3-button-group.bp3-vertical .bp3-button{
+      margin-right:0 !important;
+      width:100%; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{
+      border-radius:3px 3px 0 0; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{
+      border-radius:0 0 3px 3px; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){
+      margin-bottom:-1px; }
+  .bp3-button-group.bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    margin-right:1px; }
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){
+    margin-bottom:1px; }
+.bp3-callout{
+  font-size:14px;
+  line-height:1.5;
+  background-color:rgba(138, 155, 168, 0.15);
+  border-radius:3px;
+  padding:10px 12px 9px;
+  position:relative;
+  width:100%; }
+  .bp3-callout[class*="bp3-icon-"]{
+    padding-left:40px; }
+    .bp3-callout[class*="bp3-icon-"]::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout.bp3-callout-icon{
+    padding-left:40px; }
+    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout .bp3-heading{
+    line-height:20px;
+    margin-bottom:5px;
+    margin-top:0; }
+    .bp3-callout .bp3-heading:last-child{
+      margin-bottom:0; }
+  .bp3-dark .bp3-callout{
+    background-color:rgba(138, 155, 168, 0.2); }
+    .bp3-dark .bp3-callout[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+  .bp3-callout.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15); }
+    .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-primary .bp3-heading{
+      color:#106ba3; }
+    .bp3-dark .bp3-callout.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{
+        color:#48aff0; }
+  .bp3-callout.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15); }
+    .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-success .bp3-heading{
+      color:#0d8050; }
+    .bp3-dark .bp3-callout.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{
+        color:#3dcc91; }
+  .bp3-callout.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15); }
+    .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-warning .bp3-heading{
+      color:#bf7326; }
+    .bp3-dark .bp3-callout.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{
+        color:#ffb366; }
+  .bp3-callout.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15); }
+    .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-danger .bp3-heading{
+      color:#c23030; }
+    .bp3-dark .bp3-callout.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{
+        color:#ff7373; }
+  .bp3-running-text .bp3-callout{
+    margin:20px 0; }
+.bp3-card{
+  background-color:#ffffff;
+  border-radius:3px;
+  -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);
+          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);
+  padding:20px;
+  -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);
+  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);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  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); }
+  .bp3-card.bp3-dark,
+  .bp3-dark .bp3-card{
+    background-color:#30404d;
+    -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);
+            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); }
+
+.bp3-elevation-0{
+  -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);
+          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); }
+  .bp3-elevation-0.bp3-dark,
+  .bp3-dark .bp3-elevation-0{
+    -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);
+            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); }
+
+.bp3-elevation-1{
+  -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);
+          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); }
+  .bp3-elevation-1.bp3-dark,
+  .bp3-dark .bp3-elevation-1{
+    -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);
+            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); }
+
+.bp3-elevation-2{
+  -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);
+          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); }
+  .bp3-elevation-2.bp3-dark,
+  .bp3-dark .bp3-elevation-2{
+    -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);
+            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); }
+
+.bp3-elevation-3{
+  -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);
+          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); }
+  .bp3-elevation-3.bp3-dark,
+  .bp3-dark .bp3-elevation-3{
+    -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);
+            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); }
+
+.bp3-elevation-4{
+  -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);
+          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); }
+  .bp3-elevation-4.bp3-dark,
+  .bp3-dark .bp3-elevation-4{
+    -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);
+            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); }
+
+.bp3-card.bp3-interactive:hover{
+  -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);
+          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);
+  cursor:pointer; }
+  .bp3-card.bp3-interactive:hover.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:hover{
+    -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);
+            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); }
+
+.bp3-card.bp3-interactive:active{
+  -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);
+          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);
+  opacity:0.9;
+  -webkit-transition-duration:0;
+          transition-duration:0; }
+  .bp3-card.bp3-interactive:active.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:active{
+    -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);
+            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); }
+
+.bp3-collapse{
+  height:0;
+  overflow-y:hidden;
+  -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-collapse .bp3-collapse-body{
+    -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-collapse .bp3-collapse-body[aria-hidden="true"]{
+      display:none; }
+
+.bp3-context-menu .bp3-popover-target{
+  display:block; }
+
+.bp3-context-menu-popover-target{
+  position:fixed; }
+
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-dialog-container{
+  opacity:1;
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  min-height:100%;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  width:100%; }
+  .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5); }
+  .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+
+.bp3-dialog{
+  background:#ebf1f5;
+  border-radius:6px;
+  -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);
+          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);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:30px 0;
+  padding-bottom:20px;
+  pointer-events:all;
+  -webkit-user-select:text;
+     -moz-user-select:text;
+      -ms-user-select:text;
+          user-select:text;
+  width:500px; }
+  .bp3-dialog:focus{
+    outline:0; }
+  .bp3-dialog.bp3-dark,
+  .bp3-dark .bp3-dialog{
+    background:#293742;
+    -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);
+            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);
+    color:#f5f8fa; }
+
+.bp3-dialog-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:6px 6px 0 0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding-left:20px;
+  padding-right:5px;
+  z-index:30; }
+  .bp3-dialog-header .bp3-icon-large,
+  .bp3-dialog-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-dialog-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-dialog-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-dialog-header{
+    background:#30404d;
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-dialog-header .bp3-icon-large,
+    .bp3-dark .bp3-dialog-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-dialog-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  margin:20px; }
+
+.bp3-dialog-footer{
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  margin:0 20px; }
+
+.bp3-dialog-footer-actions{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:end;
+      -ms-flex-pack:end;
+          justify-content:flex-end; }
+  .bp3-dialog-footer-actions .bp3-button{
+    margin-left:10px; }
+.bp3-multistep-dialog-panels{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+
+.bp3-multistep-dialog-left-panel{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:1;
+      -ms-flex:1;
+          flex:1;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column; }
+  .bp3-dark .bp3-multistep-dialog-left-panel{
+    background:#202b33; }
+
+.bp3-multistep-dialog-right-panel{
+  background-color:#f5f8fa;
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  border-radius:0 0 6px 0;
+  -webkit-box-flex:3;
+      -ms-flex:3;
+          flex:3;
+  min-width:0; }
+  .bp3-dark .bp3-multistep-dialog-right-panel{
+    background-color:#293742;
+    border-left:1px solid rgba(16, 22, 26, 0.4); }
+
+.bp3-multistep-dialog-footer{
+  background-color:#ffffff;
+  border-radius:0 0 6px 0;
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  padding:10px; }
+  .bp3-dark .bp3-multistep-dialog-footer{
+    background:#30404d;
+    border-top:1px solid rgba(16, 22, 26, 0.4); }
+
+.bp3-dialog-step-container{
+  background-color:#f5f8fa;
+  border-bottom:1px solid rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-dialog-step-container{
+    background:#293742;
+    border-bottom:1px solid rgba(16, 22, 26, 0.4); }
+  .bp3-dialog-step-container.bp3-dialog-step-viewed{
+    background-color:#ffffff; }
+    .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{
+      background:#30404d; }
+
+.bp3-dialog-step{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#f5f8fa;
+  border-radius:6px;
+  cursor:not-allowed;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:4px;
+  padding:6px 14px; }
+  .bp3-dark .bp3-dialog-step{
+    background:#293742; }
+  .bp3-dialog-step-viewed .bp3-dialog-step{
+    background-color:#ffffff;
+    cursor:pointer; }
+    .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{
+      background:#30404d; }
+  .bp3-dialog-step:hover{
+    background-color:#f5f8fa; }
+    .bp3-dark .bp3-dialog-step:hover{
+      background:#293742; }
+
+.bp3-dialog-step-icon{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:rgba(92, 112, 128, 0.6);
+  border-radius:50%;
+  color:#ffffff;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:25px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  width:25px; }
+  .bp3-dark .bp3-dialog-step-icon{
+    background-color:rgba(167, 182, 194, 0.6); }
+  .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{
+    background-color:#2b95d6; }
+  .bp3-dialog-step-viewed .bp3-dialog-step-icon{
+    background-color:#8a9ba8; }
+
+.bp3-dialog-step-title{
+  color:rgba(92, 112, 128, 0.6);
+  -webkit-box-flex:1;
+      -ms-flex:1;
+          flex:1;
+  padding-left:10px; }
+  .bp3-dark .bp3-dialog-step-title{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{
+    color:#2b95d6; }
+  .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{
+    color:#182026; }
+    .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{
+      color:#f5f8fa; }
+.bp3-drawer{
+  background:#ffffff;
+  -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);
+          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);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0;
+  padding:0; }
+  .bp3-drawer:focus{
+    outline:0; }
+  .bp3-drawer.bp3-position-top{
+    height:50%;
+    left:0;
+    right:0;
+    top:0; }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-bottom{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-left{
+    bottom:0;
+    left:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-right{
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right):not(.bp3-vertical){
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .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(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right).bp3-vertical{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-dark,
+  .bp3-dark .bp3-drawer{
+    background:#30404d;
+    -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);
+            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);
+    color:#f5f8fa; }
+
+.bp3-drawer-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border-radius:0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding:5px;
+  padding-left:20px;
+  position:relative; }
+  .bp3-drawer-header .bp3-icon-large,
+  .bp3-drawer-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-drawer-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-drawer-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-drawer-header{
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-drawer-header .bp3-icon-large,
+    .bp3-dark .bp3-drawer-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-drawer-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  overflow:auto; }
+
+.bp3-drawer-footer{
+  -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  padding:10px 20px;
+  position:relative; }
+  .bp3-dark .bp3-drawer-footer{
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }
+.bp3-editable-text{
+  cursor:text;
+  display:inline-block;
+  max-width:100%;
+  position:relative;
+  vertical-align:top;
+  white-space:nowrap; }
+  .bp3-editable-text::before{
+    bottom:-3px;
+    left:-3px;
+    position:absolute;
+    right:-3px;
+    top:-3px;
+    border-radius:3px;
+    content:"";
+    -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);
+    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);
+    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);
+    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); }
+  .bp3-editable-text:hover::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:#ffffff;
+    -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);
+            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); }
+  .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#137cbd; }
+  .bp3-editable-text.bp3-intent-primary:hover::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#0f9960; }
+  .bp3-editable-text.bp3-intent-success:hover::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#d9822b; }
+  .bp3-editable-text.bp3-intent-warning:hover::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#db3737; }
+  .bp3-editable-text.bp3-intent-danger:hover::before{
+    -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);
+            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); }
+  .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text:hover::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:rgba(16, 22, 26, 0.3);
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#48aff0; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#3dcc91; }
+  .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#ffb366; }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#ff7373; }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{
+    -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);
+            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); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -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);
+            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); }
+
+.bp3-editable-text-input,
+.bp3-editable-text-content{
+  color:inherit;
+  display:inherit;
+  font:inherit;
+  letter-spacing:inherit;
+  max-width:inherit;
+  min-width:inherit;
+  position:relative;
+  resize:none;
+  text-transform:inherit;
+  vertical-align:top; }
+
+.bp3-editable-text-input{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0;
+  white-space:pre-wrap;
+  width:100%; }
+  .bp3-editable-text-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:focus{
+    outline:none; }
+  .bp3-editable-text-input::-ms-clear{
+    display:none; }
+
+.bp3-editable-text-content{
+  overflow:hidden;
+  padding-right:2px;
+  text-overflow:ellipsis;
+  white-space:pre; }
+  .bp3-editable-text-editing > .bp3-editable-text-content{
+    left:0;
+    position:absolute;
+    visibility:hidden; }
+  .bp3-editable-text-placeholder > .bp3-editable-text-content{
+    color:rgba(92, 112, 128, 0.6); }
+    .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{
+      color:rgba(167, 182, 194, 0.6); }
+
+.bp3-editable-text.bp3-multiline{
+  display:block; }
+  .bp3-editable-text.bp3-multiline .bp3-editable-text-content{
+    overflow:auto;
+    white-space:pre-wrap;
+    word-wrap:break-word; }
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-control-group{
+  -webkit-transform:translateZ(0);
+          transform:translateZ(0);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:stretch;
+      -ms-flex-align:stretch;
+          align-items:stretch; }
+  .bp3-control-group > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select,
+  .bp3-control-group .bp3-input,
+  .bp3-control-group .bp3-select{
+    position:relative; }
+  .bp3-control-group .bp3-input{
+    border-radius:inherit;
+    z-index:2; }
+    .bp3-control-group .bp3-input:focus{
+      border-radius:3px;
+      z-index:14; }
+    .bp3-control-group .bp3-input[class*="bp3-intent"]{
+      z-index:13; }
+      .bp3-control-group .bp3-input[class*="bp3-intent"]:focus{
+        z-index:15; }
+    .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{
+      z-index:1; }
+  .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input{
+    z-index:13; }
+    .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input:focus{
+      z-index:15; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select select,
+  .bp3-control-group .bp3-select select{
+    -webkit-transform:translateZ(0);
+            transform:translateZ(0);
+    border-radius:inherit;
+    z-index:4; }
+    .bp3-control-group .bp3-button:focus,
+    .bp3-control-group .bp3-html-select select:focus,
+    .bp3-control-group .bp3-select select:focus{
+      z-index:5; }
+    .bp3-control-group .bp3-button:hover,
+    .bp3-control-group .bp3-html-select select:hover,
+    .bp3-control-group .bp3-select select:hover{
+      z-index:6; }
+    .bp3-control-group .bp3-button:active,
+    .bp3-control-group .bp3-html-select select:active,
+    .bp3-control-group .bp3-select select:active{
+      z-index:7; }
+    .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,
+    .bp3-control-group .bp3-html-select select[readonly],
+    .bp3-control-group .bp3-html-select select:disabled,
+    .bp3-control-group .bp3-html-select select.bp3-disabled,
+    .bp3-control-group .bp3-select select[readonly],
+    .bp3-control-group .bp3-select select:disabled,
+    .bp3-control-group .bp3-select select.bp3-disabled{
+      z-index:3; }
+    .bp3-control-group .bp3-button[class*="bp3-intent"],
+    .bp3-control-group .bp3-html-select select[class*="bp3-intent"],
+    .bp3-control-group .bp3-select select[class*="bp3-intent"]{
+      z-index:9; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:focus{
+        z-index:10; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:hover{
+        z-index:11; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:active{
+        z-index:12; }
+      .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,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"].bp3-disabled{
+        z-index:8; }
+  .bp3-control-group .bp3-input-group > .bp3-icon,
+  .bp3-control-group .bp3-input-group > .bp3-button,
+  .bp3-control-group .bp3-input-group > .bp3-input-left-container,
+  .bp3-control-group .bp3-input-group > .bp3-input-action{
+    z-index:16; }
+  .bp3-control-group .bp3-select::after,
+  .bp3-control-group .bp3-html-select::after,
+  .bp3-control-group .bp3-select > .bp3-icon,
+  .bp3-control-group .bp3-html-select > .bp3-icon{
+    z-index:17; }
+  .bp3-control-group .bp3-select:focus-within{
+    z-index:5; }
+  .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:-1px; }
+  .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){
+    margin-left:6px; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:0; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{
+    margin-left:1px; }
+  .bp3-control-group .bp3-popover-wrapper,
+  .bp3-control-group .bp3-popover-target{
+    border-radius:inherit; }
+  .bp3-control-group > :first-child{
+    border-radius:3px 0 0 3px; }
+  .bp3-control-group > :last-child{
+    border-radius:0 3px 3px 0;
+    margin-right:0; }
+  .bp3-control-group > :only-child{
+    border-radius:3px;
+    margin-right:0; }
+  .bp3-control-group .bp3-input-group .bp3-button{
+    border-radius:3px; }
+  .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-control-group.bp3-fill{
+    width:100%; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-fill > *:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-vertical{
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-control-group.bp3-vertical > *{
+      margin-top:-1px; }
+    .bp3-control-group.bp3-vertical > :first-child{
+      border-radius:3px 3px 0 0;
+      margin-top:0; }
+    .bp3-control-group.bp3-vertical > :last-child{
+      border-radius:0 0 3px 3px; }
+.bp3-control{
+  cursor:pointer;
+  display:block;
+  margin-bottom:10px;
+  position:relative;
+  text-transform:none; }
+  .bp3-control input:checked ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control:not(.bp3-align-right){
+    padding-left:26px; }
+    .bp3-control:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-26px; }
+  .bp3-control.bp3-align-right{
+    padding-right:26px; }
+    .bp3-control.bp3-align-right .bp3-control-indicator{
+      margin-right:-26px; }
+  .bp3-control.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-control.bp3-inline{
+    display:inline-block;
+    margin-right:20px; }
+  .bp3-control input{
+    left:0;
+    opacity:0;
+    position:absolute;
+    top:0;
+    z-index:-1; }
+  .bp3-control .bp3-control-indicator{
+    background-clip:padding-box;
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    border:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    cursor:pointer;
+    display:inline-block;
+    font-size:16px;
+    height:1em;
+    margin-right:10px;
+    margin-top:-3px;
+    position:relative;
+    -webkit-user-select:none;
+       -moz-user-select:none;
+        -ms-user-select:none;
+            user-select:none;
+    vertical-align:middle;
+    width:1em; }
+    .bp3-control .bp3-control-indicator::before{
+      content:"";
+      display:block;
+      height:1em;
+      width:1em; }
+  .bp3-control:hover .bp3-control-indicator{
+    background-color:#ebf1f5; }
+  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+    background:#d8e1e8;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    cursor:not-allowed; }
+  .bp3-control input:focus ~ .bp3-control-indicator{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:2px;
+    -moz-outline-radius:6px; }
+  .bp3-control.bp3-align-right .bp3-control-indicator{
+    float:right;
+    margin-left:10px;
+    margin-top:1px; }
+  .bp3-control.bp3-large{
+    font-size:16px; }
+    .bp3-control.bp3-large:not(.bp3-align-right){
+      padding-left:30px; }
+      .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+        margin-left:-30px; }
+    .bp3-control.bp3-large.bp3-align-right{
+      padding-right:30px; }
+      .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+        margin-right:-30px; }
+    .bp3-control.bp3-large .bp3-control-indicator{
+      font-size:20px; }
+    .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-top:0; }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control.bp3-checkbox .bp3-control-indicator{
+    border-radius:3px; }
+  .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{
+    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"); }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{
+    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"); }
+  .bp3-control.bp3-radio .bp3-control-indicator{
+    border-radius:50%; }
+  .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{
+    background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }
+  .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{
+    opacity:0.5; }
+  .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{
+    -moz-outline-radius:16px; }
+  .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(167, 182, 194, 0.5); }
+  .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(115, 134, 148, 0.5); }
+  .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(92, 112, 128, 0.5); }
+  .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5); }
+    .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5); }
+    .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch:not(.bp3-align-right){
+    padding-left:38px; }
+    .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-38px; }
+  .bp3-control.bp3-switch.bp3-align-right{
+    padding-right:38px; }
+    .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{
+      margin-right:-38px; }
+  .bp3-control.bp3-switch .bp3-control-indicator{
+    border:none;
+    border-radius:1.75em;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important;
+    min-width:1.75em;
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:auto; }
+    .bp3-control.bp3-switch .bp3-control-indicator::before{
+      background:#ffffff;
+      border-radius:50%;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+      height:calc(1em - 4px);
+      left:0;
+      margin:2px;
+      position:absolute;
+      -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      width:calc(1em - 4px); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    left:calc(100% - 1em); }
+  .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){
+    padding-left:45px; }
+    .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-45px; }
+  .bp3-control.bp3-switch.bp3-large.bp3-align-right{
+    padding-right:45px; }
+    .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-right:-45px; }
+  .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.7); }
+  .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.9); }
+  .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(57, 75, 89, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-control.bp3-switch .bp3-switch-inner-text{
+    font-size:0.7em;
+    text-align:center; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
+    line-height:0;
+    margin-left:0.5em;
+    margin-right:1.2em;
+    visibility:hidden; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
+    line-height:1em;
+    margin-left:1.2em;
+    margin-right:0.5em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
+    line-height:1em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
+    line-height:0;
+    visibility:hidden; }
+  .bp3-dark .bp3-control{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-control.bp3-disabled{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-control .bp3-control-indicator{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-control:hover .bp3-control-indicator{
+      background-color:#30404d; }
+    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+      background:#202b33;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      cursor:not-allowed; }
+    .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-file-input{
+  cursor:pointer;
+  display:inline-block;
+  height:30px;
+  position:relative; }
+  .bp3-file-input input{
+    margin:0;
+    min-width:200px;
+    opacity:0; }
+    .bp3-file-input input:disabled + .bp3-file-upload-input,
+    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+      background:rgba(206, 217, 224, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      resize:none; }
+      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+        background-color:rgba(206, 217, 224, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(92, 112, 128, 0.6);
+        cursor:not-allowed;
+        outline:none; }
+        .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,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{
+          background:rgba(206, 217, 224, 0.7); }
+      .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+        background:rgba(57, 75, 89, 0.5);
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+          background-color:rgba(57, 75, 89, 0.5);
+          background-image:none;
+          -webkit-box-shadow:none;
+                  box-shadow:none;
+          color:rgba(167, 182, 194, 0.6); }
+          .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark
+          .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{
+            background:rgba(57, 75, 89, 0.7); }
+  .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#182026; }
+  .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#f5f8fa; }
+  .bp3-file-input.bp3-fill{
+    width:100%; }
+  .bp3-file-input.bp3-large,
+  .bp3-large .bp3-file-input{
+    height:40px; }
+  .bp3-file-input .bp3-file-upload-input-custom-text::after{
+    content:attr(bp3-button-text); }
+
+.bp3-file-upload-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -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);
+          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);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  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);
+  vertical-align:middle;
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:rgba(92, 112, 128, 0.6);
+  left:0;
+  padding-right:80px;
+  position:absolute;
+  right:0;
+  top:0;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-file-upload-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{
+    -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);
+            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); }
+  .bp3-file-upload-input[type="search"], .bp3-file-upload-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-file-upload-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-file-upload-input::after{
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026;
+    min-height:24px;
+    min-width:24px;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    border-radius:3px;
+    content:"Browse";
+    line-height:24px;
+    margin:3px;
+    position:absolute;
+    right:0;
+    text-align:center;
+    top:0;
+    width:70px; }
+    .bp3-file-upload-input::after:hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .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{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-file-upload-input:hover::after{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-file-upload-input:active::after{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-large .bp3-file-upload-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px;
+    padding-right:95px; }
+    .bp3-large .bp3-file-upload-input[type="search"], .bp3-large .bp3-file-upload-input.bp3-round{
+      padding:0 15px; }
+    .bp3-large .bp3-file-upload-input::after{
+      min-height:30px;
+      min-width:30px;
+      line-height:30px;
+      margin:5px;
+      width:85px; }
+  .bp3-dark .bp3-file-upload-input{
+    background:rgba(16, 22, 26, 0.3);
+    -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);
+            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);
+    color:#f5f8fa;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:focus{
+      -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);
+              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); }
+    .bp3-dark .bp3-file-upload-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::after{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+      color:#f5f8fa; }
+      .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{
+        color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover{
+        background-color:#30404d;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        background-color:#202b33;
+        background-image:none;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
+        background-color:rgba(57, 75, 89, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{
+          background:rgba(57, 75, 89, 0.7); }
+      .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{
+        background:rgba(16, 22, 26, 0.5);
+        stroke:#8a9ba8; }
+    .bp3-dark .bp3-file-upload-input:hover::after{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:active::after{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+.bp3-file-upload-input::after{
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+.bp3-form-group{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0 0 15px; }
+  .bp3-form-group label.bp3-label{
+    margin-bottom:5px; }
+  .bp3-form-group .bp3-control{
+    margin-top:7px; }
+  .bp3-form-group .bp3-form-helper-text{
+    color:#5c7080;
+    font-size:12px;
+    margin-top:5px; }
+  .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#106ba3; }
+  .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#0d8050; }
+  .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#bf7326; }
+  .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#c23030; }
+  .bp3-form-group.bp3-inline{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row; }
+    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
+      line-height:40px;
+      margin:0 10px 0 0; }
+    .bp3-form-group.bp3-inline label.bp3-label{
+      line-height:30px;
+      margin:0 10px 0 0; }
+  .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#48aff0; }
+  .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#3dcc91; }
+  .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#ffb366; }
+  .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#ff7373; }
+  .bp3-dark .bp3-form-group .bp3-form-helper-text{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(167, 182, 194, 0.6) !important; }
+.bp3-input-group{
+  display:block;
+  position:relative; }
+  .bp3-input-group .bp3-input{
+    position:relative;
+    width:100%; }
+    .bp3-input-group .bp3-input:not(:first-child){
+      padding-left:30px; }
+    .bp3-input-group .bp3-input:not(:last-child){
+      padding-right:30px; }
+  .bp3-input-group .bp3-input-action,
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-button,
+  .bp3-input-group > .bp3-icon{
+    position:absolute;
+    top:0; }
+    .bp3-input-group .bp3-input-action:first-child,
+    .bp3-input-group > .bp3-input-left-container:first-child,
+    .bp3-input-group > .bp3-button:first-child,
+    .bp3-input-group > .bp3-icon:first-child{
+      left:0; }
+    .bp3-input-group .bp3-input-action:last-child,
+    .bp3-input-group > .bp3-input-left-container:last-child,
+    .bp3-input-group > .bp3-button:last-child,
+    .bp3-input-group > .bp3-icon:last-child{
+      right:0; }
+  .bp3-input-group .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    margin:3px;
+    padding:0 7px; }
+    .bp3-input-group .bp3-button:empty{
+      padding:0; }
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-icon{
+    z-index:1; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon{
+    color:#5c7080; }
+    .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,
+    .bp3-input-group > .bp3-icon:empty{
+      font-family:"Icons16", sans-serif;
+      font-size:16px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon,
+  .bp3-input-group .bp3-input-action > .bp3-spinner{
+    margin:7px; }
+  .bp3-input-group .bp3-tag{
+    margin:5px; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+    color:#5c7080; }
+    .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+      color:#a7b6c2; }
+    .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,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{
+      color:#5c7080; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{
+    color:rgba(92, 112, 128, 0.6) !important; }
+    .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,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-input-group.bp3-disabled{
+    cursor:not-allowed; }
+    .bp3-input-group.bp3-disabled .bp3-icon{
+      color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-group.bp3-large .bp3-button{
+    min-height:30px;
+    min-width:30px;
+    margin:5px; }
+  .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-large > .bp3-icon,
+  .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{
+    margin:12px; }
+  .bp3-input-group.bp3-large .bp3-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input-group.bp3-large .bp3-input[type="search"], .bp3-input-group.bp3-large .bp3-input.bp3-round{
+      padding:0 15px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:first-child){
+      padding-left:40px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:last-child){
+      padding-right:40px; }
+  .bp3-input-group.bp3-small .bp3-button{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small .bp3-tag{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-small > .bp3-icon,
+  .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{
+    margin:4px; }
+  .bp3-input-group.bp3-small .bp3-input{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input-group.bp3-small .bp3-input[type="search"], .bp3-input-group.bp3-small .bp3-input.bp3-round{
+      padding:0 12px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:first-child){
+      padding-left:24px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:last-child){
+      padding-right:24px; }
+  .bp3-input-group.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-input-group.bp3-round .bp3-button,
+  .bp3-input-group.bp3-round .bp3-input,
+  .bp3-input-group.bp3-round .bp3-tag{
+    border-radius:30px; }
+  .bp3-dark .bp3-input-group .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-input-group.bp3-intent-primary .bp3-input{
+    -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);
+            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); }
+    .bp3-input-group.bp3-intent-primary .bp3-input:focus{
+      -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);
+              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); }
+    .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-primary > .bp3-icon{
+    color:#106ba3; }
+    .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{
+      color:#48aff0; }
+  .bp3-input-group.bp3-intent-success .bp3-input{
+    -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);
+            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); }
+    .bp3-input-group.bp3-intent-success .bp3-input:focus{
+      -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);
+              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); }
+    .bp3-input-group.bp3-intent-success .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-success > .bp3-icon{
+    color:#0d8050; }
+    .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{
+      color:#3dcc91; }
+  .bp3-input-group.bp3-intent-warning .bp3-input{
+    -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);
+            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); }
+    .bp3-input-group.bp3-intent-warning .bp3-input:focus{
+      -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);
+              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); }
+    .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-warning > .bp3-icon{
+    color:#bf7326; }
+    .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{
+      color:#ffb366; }
+  .bp3-input-group.bp3-intent-danger .bp3-input{
+    -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);
+            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); }
+    .bp3-input-group.bp3-intent-danger .bp3-input:focus{
+      -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);
+              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); }
+    .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-danger > .bp3-icon{
+    color:#c23030; }
+    .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{
+      color:#ff7373; }
+.bp3-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -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);
+          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);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  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);
+  vertical-align:middle; }
+  .bp3-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:focus, .bp3-input.bp3-active{
+    -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);
+            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); }
+  .bp3-input[type="search"], .bp3-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-input:disabled, .bp3-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-input.bp3-large{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
+      padding:0 15px; }
+  .bp3-input.bp3-small{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input.bp3-small[type="search"], .bp3-input.bp3-small.bp3-round{
+      padding:0 12px; }
+  .bp3-input.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-dark .bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -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);
+            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);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:focus{
+      -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);
+              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); }
+    .bp3-dark .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-input.bp3-intent-primary{
+    -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);
+            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); }
+    .bp3-input.bp3-intent-primary:focus{
+      -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);
+              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); }
+    .bp3-input.bp3-intent-primary[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-primary{
+      -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);
+              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); }
+      .bp3-dark .bp3-input.bp3-intent-primary:focus{
+        -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);
+                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); }
+      .bp3-dark .bp3-input.bp3-intent-primary[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+                box-shadow:inset 0 0 0 1px #137cbd; }
+      .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-success{
+    -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);
+            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); }
+    .bp3-input.bp3-intent-success:focus{
+      -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);
+              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); }
+    .bp3-input.bp3-intent-success[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-success{
+      -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);
+              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); }
+      .bp3-dark .bp3-input.bp3-intent-success:focus{
+        -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);
+                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); }
+      .bp3-dark .bp3-input.bp3-intent-success[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+                box-shadow:inset 0 0 0 1px #0f9960; }
+      .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-warning{
+    -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);
+            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); }
+    .bp3-input.bp3-intent-warning:focus{
+      -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);
+              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); }
+    .bp3-input.bp3-intent-warning[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-warning{
+      -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);
+              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); }
+      .bp3-dark .bp3-input.bp3-intent-warning:focus{
+        -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);
+                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); }
+      .bp3-dark .bp3-input.bp3-intent-warning[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+                box-shadow:inset 0 0 0 1px #d9822b; }
+      .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-danger{
+    -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);
+            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); }
+    .bp3-input.bp3-intent-danger:focus{
+      -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);
+              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); }
+    .bp3-input.bp3-intent-danger[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-danger{
+      -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);
+              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); }
+      .bp3-dark .bp3-input.bp3-intent-danger:focus{
+        -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);
+                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); }
+      .bp3-dark .bp3-input.bp3-intent-danger[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #db3737;
+                box-shadow:inset 0 0 0 1px #db3737; }
+      .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input::-ms-clear{
+    display:none; }
+textarea.bp3-input{
+  max-width:100%;
+  padding:10px; }
+  textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{
+    height:auto;
+    line-height:inherit; }
+  textarea.bp3-input.bp3-small{
+    padding:8px; }
+  .bp3-dark textarea.bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -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);
+            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);
+    color:#f5f8fa; }
+    .bp3-dark textarea.bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:focus{
+      -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);
+              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); }
+    .bp3-dark textarea.bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+label.bp3-label{
+  display:block;
+  margin-bottom:15px;
+  margin-top:0; }
+  label.bp3-label .bp3-html-select,
+  label.bp3-label .bp3-input,
+  label.bp3-label .bp3-select,
+  label.bp3-label .bp3-slider,
+  label.bp3-label .bp3-popover-wrapper{
+    display:block;
+    margin-top:5px;
+    text-transform:none; }
+  label.bp3-label .bp3-button-group{
+    margin-top:5px; }
+  label.bp3-label .bp3-select select,
+  label.bp3-label .bp3-html-select select{
+    font-weight:400;
+    vertical-align:top;
+    width:100%; }
+  label.bp3-label.bp3-disabled,
+  label.bp3-label.bp3-disabled .bp3-text-muted{
+    color:rgba(92, 112, 128, 0.6); }
+  label.bp3-label.bp3-inline{
+    line-height:30px; }
+    label.bp3-label.bp3-inline .bp3-html-select,
+    label.bp3-label.bp3-inline .bp3-input,
+    label.bp3-label.bp3-inline .bp3-input-group,
+    label.bp3-label.bp3-inline .bp3-select,
+    label.bp3-label.bp3-inline .bp3-popover-wrapper{
+      display:inline-block;
+      margin:0 0 0 5px;
+      vertical-align:top; }
+    label.bp3-label.bp3-inline .bp3-button-group{
+      margin:0 0 0 5px; }
+    label.bp3-label.bp3-inline .bp3-input-group .bp3-input{
+      margin-left:0; }
+    label.bp3-label.bp3-inline.bp3-large{
+      line-height:40px; }
+  label.bp3-label:not(.bp3-inline) .bp3-popover-target{
+    display:block; }
+  .bp3-dark label.bp3-label{
+    color:#f5f8fa; }
+    .bp3-dark label.bp3-label.bp3-disabled,
+    .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 14px;
+          flex:1 1 14px;
+  min-height:0;
+  padding:0;
+  width:30px; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{
+    border-radius:0 3px 0 0; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{
+    border-radius:0 0 3px 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{
+  border-radius:3px 0 0 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{
+  border-radius:0 0 0 3px; }
+
+.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{
+  width:40px; }
+
+form{
+  display:block; }
+.bp3-html-select select,
+.bp3-select select{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  -moz-appearance:none;
+  -webkit-appearance:none;
+  border-radius:3px;
+  height:30px;
+  padding:0 25px 0 10px;
+  width:100%; }
+  .bp3-html-select select > *, .bp3-select select > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-html-select select::before,
+  .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{
+    margin-right:7px; }
+  .bp3-html-select select:empty::before,
+  .bp3-select select:empty::before,
+  .bp3-html-select select > :last-child,
+  .bp3-select select > :last-child{
+    margin-right:0; }
+  .bp3-html-select select:hover,
+  .bp3-select select:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-html-select select:active,
+  .bp3-select select:active, .bp3-html-select select.bp3-active,
+  .bp3-select select.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-html-select select:disabled,
+  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
+  .bp3-select select.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-html-select select:disabled.bp3-active,
+    .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,
+    .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,
+    .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,
+    .bp3-select select.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+
+.bp3-html-select.bp3-minimal select,
+.bp3-select.bp3-minimal select{
+  background:none;
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  .bp3-html-select.bp3-minimal select:hover,
+  .bp3-select.bp3-minimal select:hover{
+    background:rgba(167, 182, 194, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026;
+    text-decoration:none; }
+  .bp3-html-select.bp3-minimal select:active,
+  .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,
+  .bp3-select.bp3-minimal select.bp3-active{
+    background:rgba(115, 134, 148, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026; }
+  .bp3-html-select.bp3-minimal select:disabled,
+  .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,
+  .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,
+  .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,
+  .bp3-select.bp3-minimal select.bp3-disabled:hover{
+    background:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+    .bp3-html-select.bp3-minimal select:disabled.bp3-active,
+    .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{
+      background:rgba(115, 134, 148, 0.3); }
+  .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,
+  .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .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,
+    .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,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{
+      background:rgba(138, 155, 168, 0.15); }
+    .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .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,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:rgba(138, 155, 168, 0.3);
+      color:#f5f8fa; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,
+    .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,
+    .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,
+    .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,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{
+      background:none;
+      color:rgba(167, 182, 194, 0.6);
+      cursor:not-allowed; }
+      .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,
+      .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,
+      .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,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{
+        background:rgba(138, 155, 168, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-primary,
+  .bp3-select.bp3-minimal select.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover{
+      background:rgba(19, 124, 189, 0.15);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:rgba(19, 124, 189, 0.3);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{
+      background:none;
+      color:rgba(16, 107, 163, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{
+        background:rgba(19, 124, 189, 0.3); }
+    .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{
+      stroke:#106ba3; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{
+      color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.2);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(72, 175, 240, 0.5); }
+        .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,
+        .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,
+        .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{
+          background:rgba(19, 124, 189, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-success,
+  .bp3-select.bp3-minimal select.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover{
+      background:rgba(15, 153, 96, 0.15);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:rgba(15, 153, 96, 0.3);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{
+      background:none;
+      color:rgba(13, 128, 80, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{
+        background:rgba(15, 153, 96, 0.3); }
+    .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{
+      stroke:#0d8050; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{
+      color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.2);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(61, 204, 145, 0.5); }
+        .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,
+        .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,
+        .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{
+          background:rgba(15, 153, 96, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-warning,
+  .bp3-select.bp3-minimal select.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover{
+      background:rgba(217, 130, 43, 0.15);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:rgba(217, 130, 43, 0.3);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{
+      background:none;
+      color:rgba(191, 115, 38, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{
+        background:rgba(217, 130, 43, 0.3); }
+    .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{
+      stroke:#bf7326; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{
+      color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.2);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(255, 179, 102, 0.5); }
+        .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,
+        .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,
+        .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{
+          background:rgba(217, 130, 43, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-danger,
+  .bp3-select.bp3-minimal select.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover{
+      background:rgba(219, 55, 55, 0.15);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:rgba(219, 55, 55, 0.3);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{
+      background:none;
+      color:rgba(194, 48, 48, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{
+        background:rgba(219, 55, 55, 0.3); }
+    .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{
+      stroke:#c23030; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{
+      color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.2);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,
+      .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,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(255, 115, 115, 0.5); }
+        .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,
+        .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,
+        .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{
+          background:rgba(219, 55, 55, 0.3); }
+
+.bp3-html-select.bp3-large select,
+.bp3-select.bp3-large select{
+  font-size:16px;
+  height:40px;
+  padding-right:35px; }
+
+.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
+  background-color:#394b59;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+  color:#f5f8fa; }
+  .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{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .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{
+    background-color:#202b33;
+    background-image:none;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .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{
+    background-color:rgba(57, 75, 89, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(167, 182, 194, 0.6); }
+    .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{
+      background:rgba(57, 75, 89, 0.7); }
+  .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{
+    background:rgba(16, 22, 26, 0.5);
+    stroke:#8a9ba8; }
+
+.bp3-html-select select:disabled,
+.bp3-select select:disabled{
+  background-color:rgba(206, 217, 224, 0.5);
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-html-select .bp3-icon,
+.bp3-select .bp3-icon, .bp3-select::after{
+  color:#5c7080;
+  pointer-events:none;
+  position:absolute;
+  right:7px;
+  top:7px; }
+  .bp3-html-select .bp3-disabled.bp3-icon,
+  .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{
+    color:rgba(92, 112, 128, 0.6); }
+.bp3-html-select,
+.bp3-select{
+  display:inline-block;
+  letter-spacing:normal;
+  position:relative;
+  vertical-align:middle; }
+  .bp3-html-select select::-ms-expand,
+  .bp3-select select::-ms-expand{
+    display:none; }
+  .bp3-html-select .bp3-icon,
+  .bp3-select .bp3-icon{
+    color:#5c7080; }
+    .bp3-html-select .bp3-icon:hover,
+    .bp3-select .bp3-icon:hover{
+      color:#182026; }
+    .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark
+    .bp3-select .bp3-icon{
+      color:#a7b6c2; }
+      .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark
+      .bp3-select .bp3-icon:hover{
+        color:#f5f8fa; }
+  .bp3-html-select.bp3-large::after,
+  .bp3-html-select.bp3-large .bp3-icon,
+  .bp3-select.bp3-large::after,
+  .bp3-select.bp3-large .bp3-icon{
+    right:12px;
+    top:12px; }
+  .bp3-html-select.bp3-fill,
+  .bp3-html-select.bp3-fill select,
+  .bp3-select.bp3-fill,
+  .bp3-select.bp3-fill select{
+    width:100%; }
+  .bp3-dark .bp3-html-select option, .bp3-dark
+  .bp3-select option{
+    background-color:#30404d;
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select option:disabled, .bp3-dark
+  .bp3-select option:disabled{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-html-select::after, .bp3-dark
+  .bp3-select::after{
+    color:#a7b6c2; }
+
+.bp3-select::after{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  content:""; }
+.bp3-running-text table, table.bp3-html-table{
+  border-spacing:0;
+  font-size:14px; }
+  .bp3-running-text table th, table.bp3-html-table th,
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    padding:11px;
+    text-align:left;
+    vertical-align:top; }
+  .bp3-running-text table th, table.bp3-html-table th{
+    color:#182026;
+    font-weight:600; }
+  
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    color:#182026; }
+  .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,
+  .bp3-running-text table tbody tr:first-child td,
+  table.bp3-html-table tbody tr:first-child td,
+  .bp3-running-text table tfoot tr:first-child th,
+  table.bp3-html-table tfoot tr:first-child th,
+  .bp3-running-text table tfoot tr:first-child td,
+  table.bp3-html-table tfoot tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{
+    color:#f5f8fa; }
+  .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,
+  .bp3-dark .bp3-running-text table tbody tr:first-child td,
+  .bp3-running-text .bp3-dark table tbody tr:first-child td,
+  .bp3-dark table.bp3-html-table tbody tr:first-child td,
+  .bp3-dark .bp3-running-text table tfoot tr:first-child th,
+  .bp3-running-text .bp3-dark table tfoot tr:first-child th,
+  .bp3-dark table.bp3-html-table tfoot tr:first-child th,
+  .bp3-dark .bp3-running-text table tfoot tr:first-child td,
+  .bp3-running-text .bp3-dark table tfoot tr:first-child td,
+  .bp3-dark table.bp3-html-table tfoot tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+
+table.bp3-html-table.bp3-html-table-condensed th,
+table.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,
+table.bp3-html-table.bp3-small td{
+  padding-bottom:6px;
+  padding-top:6px; }
+
+table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+  background:rgba(191, 204, 214, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+  -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered tbody tr td,
+table.bp3-html-table.bp3-html-table-bordered tfoot tr td{
+  -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),
+  table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){
+    -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-interactive tbody tr:hover td{
+  background-color:rgba(191, 204, 214, 0.3);
+  cursor:pointer; }
+
+table.bp3-html-table.bp3-interactive tbody tr:active td{
+  background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-dark table.bp3-html-table{ }
+  .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+    background:rgba(92, 112, 128, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){
+      -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);
+              box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{
+    background-color:rgba(92, 112, 128, 0.3);
+    cursor:pointer; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{
+    background-color:rgba(92, 112, 128, 0.4); }
+
+.bp3-key-combo{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center; }
+  .bp3-key-combo > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-key-combo > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-key-combo::before,
+  .bp3-key-combo > *{
+    margin-right:5px; }
+  .bp3-key-combo:empty::before,
+  .bp3-key-combo > :last-child{
+    margin-right:0; }
+
+.bp3-hotkey-dialog{
+  padding-bottom:0;
+  top:40px; }
+  .bp3-hotkey-dialog .bp3-dialog-body{
+    margin:0;
+    padding:0; }
+  .bp3-hotkey-dialog .bp3-hotkey-label{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1; }
+
+.bp3-hotkey-column{
+  margin:auto;
+  max-height:80vh;
+  overflow-y:auto;
+  padding:30px; }
+  .bp3-hotkey-column .bp3-heading{
+    margin-bottom:20px; }
+    .bp3-hotkey-column .bp3-heading:not(:first-child){
+      margin-top:40px; }
+
+.bp3-hotkey{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:justify;
+      -ms-flex-pack:justify;
+          justify-content:space-between;
+  margin-left:0;
+  margin-right:0; }
+  .bp3-hotkey:not(:last-child){
+    margin-bottom:10px; }
+.bp3-icon{
+  display:inline-block;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  vertical-align:text-bottom; }
+  .bp3-icon:not(:empty)::before{
+    content:"" !important;
+    content:unset !important; }
+  .bp3-icon > svg{
+    display:block; }
+    .bp3-icon > svg:not([fill]){
+      fill:currentColor; }
+
+.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{
+  color:#106ba3; }
+  .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{
+    color:#48aff0; }
+
+.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{
+  color:#0d8050; }
+  .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{
+    color:#3dcc91; }
+
+.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{
+  color:#bf7326; }
+  .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{
+    color:#ffb366; }
+
+.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{
+  color:#c23030; }
+  .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{
+    color:#ff7373; }
+
+span.bp3-icon-standard{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon-large{
+  font-family:"Icons20", sans-serif;
+  font-size:20px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon:empty{
+  font-family:"Icons20";
+  font-size:inherit;
+  font-style:normal;
+  font-weight:400;
+  line-height:1; }
+  span.bp3-icon:empty::before{
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased; }
+
+.bp3-icon-add::before{
+  content:""; }
+
+.bp3-icon-add-column-left::before{
+  content:""; }
+
+.bp3-icon-add-column-right::before{
+  content:""; }
+
+.bp3-icon-add-row-bottom::before{
+  content:""; }
+
+.bp3-icon-add-row-top::before{
+  content:""; }
+
+.bp3-icon-add-to-artifact::before{
+  content:""; }
+
+.bp3-icon-add-to-folder::before{
+  content:""; }
+
+.bp3-icon-airplane::before{
+  content:""; }
+
+.bp3-icon-align-center::before{
+  content:""; }
+
+.bp3-icon-align-justify::before{
+  content:""; }
+
+.bp3-icon-align-left::before{
+  content:""; }
+
+.bp3-icon-align-right::before{
+  content:""; }
+
+.bp3-icon-alignment-bottom::before{
+  content:""; }
+
+.bp3-icon-alignment-horizontal-center::before{
+  content:""; }
+
+.bp3-icon-alignment-left::before{
+  content:""; }
+
+.bp3-icon-alignment-right::before{
+  content:""; }
+
+.bp3-icon-alignment-top::before{
+  content:""; }
+
+.bp3-icon-alignment-vertical-center::before{
+  content:""; }
+
+.bp3-icon-annotation::before{
+  content:""; }
+
+.bp3-icon-application::before{
+  content:""; }
+
+.bp3-icon-applications::before{
+  content:""; }
+
+.bp3-icon-archive::before{
+  content:""; }
+
+.bp3-icon-arrow-bottom-left::before{
+  content:"↙"; }
+
+.bp3-icon-arrow-bottom-right::before{
+  content:"↘"; }
+
+.bp3-icon-arrow-down::before{
+  content:"↓"; }
+
+.bp3-icon-arrow-left::before{
+  content:"←"; }
+
+.bp3-icon-arrow-right::before{
+  content:"→"; }
+
+.bp3-icon-arrow-top-left::before{
+  content:"↖"; }
+
+.bp3-icon-arrow-top-right::before{
+  content:"↗"; }
+
+.bp3-icon-arrow-up::before{
+  content:"↑"; }
+
+.bp3-icon-arrows-horizontal::before{
+  content:"↔"; }
+
+.bp3-icon-arrows-vertical::before{
+  content:"↕"; }
+
+.bp3-icon-asterisk::before{
+  content:"*"; }
+
+.bp3-icon-automatic-updates::before{
+  content:""; }
+
+.bp3-icon-badge::before{
+  content:""; }
+
+.bp3-icon-ban-circle::before{
+  content:""; }
+
+.bp3-icon-bank-account::before{
+  content:""; }
+
+.bp3-icon-barcode::before{
+  content:""; }
+
+.bp3-icon-blank::before{
+  content:""; }
+
+.bp3-icon-blocked-person::before{
+  content:""; }
+
+.bp3-icon-bold::before{
+  content:""; }
+
+.bp3-icon-book::before{
+  content:""; }
+
+.bp3-icon-bookmark::before{
+  content:""; }
+
+.bp3-icon-box::before{
+  content:""; }
+
+.bp3-icon-briefcase::before{
+  content:""; }
+
+.bp3-icon-bring-data::before{
+  content:""; }
+
+.bp3-icon-build::before{
+  content:""; }
+
+.bp3-icon-calculator::before{
+  content:""; }
+
+.bp3-icon-calendar::before{
+  content:""; }
+
+.bp3-icon-camera::before{
+  content:""; }
+
+.bp3-icon-caret-down::before{
+  content:"⌄"; }
+
+.bp3-icon-caret-left::before{
+  content:"〈"; }
+
+.bp3-icon-caret-right::before{
+  content:"〉"; }
+
+.bp3-icon-caret-up::before{
+  content:"⌃"; }
+
+.bp3-icon-cell-tower::before{
+  content:""; }
+
+.bp3-icon-changes::before{
+  content:""; }
+
+.bp3-icon-chart::before{
+  content:""; }
+
+.bp3-icon-chat::before{
+  content:""; }
+
+.bp3-icon-chevron-backward::before{
+  content:""; }
+
+.bp3-icon-chevron-down::before{
+  content:""; }
+
+.bp3-icon-chevron-forward::before{
+  content:""; }
+
+.bp3-icon-chevron-left::before{
+  content:""; }
+
+.bp3-icon-chevron-right::before{
+  content:""; }
+
+.bp3-icon-chevron-up::before{
+  content:""; }
+
+.bp3-icon-circle::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-down::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-left::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-right::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-up::before{
+  content:""; }
+
+.bp3-icon-citation::before{
+  content:""; }
+
+.bp3-icon-clean::before{
+  content:""; }
+
+.bp3-icon-clipboard::before{
+  content:""; }
+
+.bp3-icon-cloud::before{
+  content:"☁"; }
+
+.bp3-icon-cloud-download::before{
+  content:""; }
+
+.bp3-icon-cloud-upload::before{
+  content:""; }
+
+.bp3-icon-code::before{
+  content:""; }
+
+.bp3-icon-code-block::before{
+  content:""; }
+
+.bp3-icon-cog::before{
+  content:""; }
+
+.bp3-icon-collapse-all::before{
+  content:""; }
+
+.bp3-icon-column-layout::before{
+  content:""; }
+
+.bp3-icon-comment::before{
+  content:""; }
+
+.bp3-icon-comparison::before{
+  content:""; }
+
+.bp3-icon-compass::before{
+  content:""; }
+
+.bp3-icon-compressed::before{
+  content:""; }
+
+.bp3-icon-confirm::before{
+  content:""; }
+
+.bp3-icon-console::before{
+  content:""; }
+
+.bp3-icon-contrast::before{
+  content:""; }
+
+.bp3-icon-control::before{
+  content:""; }
+
+.bp3-icon-credit-card::before{
+  content:""; }
+
+.bp3-icon-cross::before{
+  content:"✗"; }
+
+.bp3-icon-crown::before{
+  content:""; }
+
+.bp3-icon-cube::before{
+  content:""; }
+
+.bp3-icon-cube-add::before{
+  content:""; }
+
+.bp3-icon-cube-remove::before{
+  content:""; }
+
+.bp3-icon-curved-range-chart::before{
+  content:""; }
+
+.bp3-icon-cut::before{
+  content:""; }
+
+.bp3-icon-dashboard::before{
+  content:""; }
+
+.bp3-icon-data-lineage::before{
+  content:""; }
+
+.bp3-icon-database::before{
+  content:""; }
+
+.bp3-icon-delete::before{
+  content:""; }
+
+.bp3-icon-delta::before{
+  content:"Δ"; }
+
+.bp3-icon-derive-column::before{
+  content:""; }
+
+.bp3-icon-desktop::before{
+  content:""; }
+
+.bp3-icon-diagnosis::before{
+  content:""; }
+
+.bp3-icon-diagram-tree::before{
+  content:""; }
+
+.bp3-icon-direction-left::before{
+  content:""; }
+
+.bp3-icon-direction-right::before{
+  content:""; }
+
+.bp3-icon-disable::before{
+  content:""; }
+
+.bp3-icon-document::before{
+  content:""; }
+
+.bp3-icon-document-open::before{
+  content:""; }
+
+.bp3-icon-document-share::before{
+  content:""; }
+
+.bp3-icon-dollar::before{
+  content:"$"; }
+
+.bp3-icon-dot::before{
+  content:"•"; }
+
+.bp3-icon-double-caret-horizontal::before{
+  content:""; }
+
+.bp3-icon-double-caret-vertical::before{
+  content:""; }
+
+.bp3-icon-double-chevron-down::before{
+  content:""; }
+
+.bp3-icon-double-chevron-left::before{
+  content:""; }
+
+.bp3-icon-double-chevron-right::before{
+  content:""; }
+
+.bp3-icon-double-chevron-up::before{
+  content:""; }
+
+.bp3-icon-doughnut-chart::before{
+  content:""; }
+
+.bp3-icon-download::before{
+  content:""; }
+
+.bp3-icon-drag-handle-horizontal::before{
+  content:""; }
+
+.bp3-icon-drag-handle-vertical::before{
+  content:""; }
+
+.bp3-icon-draw::before{
+  content:""; }
+
+.bp3-icon-drive-time::before{
+  content:""; }
+
+.bp3-icon-duplicate::before{
+  content:""; }
+
+.bp3-icon-edit::before{
+  content:"✎"; }
+
+.bp3-icon-eject::before{
+  content:"⏏"; }
+
+.bp3-icon-endorsed::before{
+  content:""; }
+
+.bp3-icon-envelope::before{
+  content:"✉"; }
+
+.bp3-icon-equals::before{
+  content:""; }
+
+.bp3-icon-eraser::before{
+  content:""; }
+
+.bp3-icon-error::before{
+  content:""; }
+
+.bp3-icon-euro::before{
+  content:"€"; }
+
+.bp3-icon-exchange::before{
+  content:""; }
+
+.bp3-icon-exclude-row::before{
+  content:""; }
+
+.bp3-icon-expand-all::before{
+  content:""; }
+
+.bp3-icon-export::before{
+  content:""; }
+
+.bp3-icon-eye-off::before{
+  content:""; }
+
+.bp3-icon-eye-on::before{
+  content:""; }
+
+.bp3-icon-eye-open::before{
+  content:""; }
+
+.bp3-icon-fast-backward::before{
+  content:""; }
+
+.bp3-icon-fast-forward::before{
+  content:""; }
+
+.bp3-icon-feed::before{
+  content:""; }
+
+.bp3-icon-feed-subscribed::before{
+  content:""; }
+
+.bp3-icon-film::before{
+  content:""; }
+
+.bp3-icon-filter::before{
+  content:""; }
+
+.bp3-icon-filter-keep::before{
+  content:""; }
+
+.bp3-icon-filter-list::before{
+  content:""; }
+
+.bp3-icon-filter-open::before{
+  content:""; }
+
+.bp3-icon-filter-remove::before{
+  content:""; }
+
+.bp3-icon-flag::before{
+  content:"⚑"; }
+
+.bp3-icon-flame::before{
+  content:""; }
+
+.bp3-icon-flash::before{
+  content:""; }
+
+.bp3-icon-floppy-disk::before{
+  content:""; }
+
+.bp3-icon-flow-branch::before{
+  content:""; }
+
+.bp3-icon-flow-end::before{
+  content:""; }
+
+.bp3-icon-flow-linear::before{
+  content:""; }
+
+.bp3-icon-flow-review::before{
+  content:""; }
+
+.bp3-icon-flow-review-branch::before{
+  content:""; }
+
+.bp3-icon-flows::before{
+  content:""; }
+
+.bp3-icon-folder-close::before{
+  content:""; }
+
+.bp3-icon-folder-new::before{
+  content:""; }
+
+.bp3-icon-folder-open::before{
+  content:""; }
+
+.bp3-icon-folder-shared::before{
+  content:""; }
+
+.bp3-icon-folder-shared-open::before{
+  content:""; }
+
+.bp3-icon-follower::before{
+  content:""; }
+
+.bp3-icon-following::before{
+  content:""; }
+
+.bp3-icon-font::before{
+  content:""; }
+
+.bp3-icon-fork::before{
+  content:""; }
+
+.bp3-icon-form::before{
+  content:""; }
+
+.bp3-icon-full-circle::before{
+  content:""; }
+
+.bp3-icon-full-stacked-chart::before{
+  content:""; }
+
+.bp3-icon-fullscreen::before{
+  content:""; }
+
+.bp3-icon-function::before{
+  content:""; }
+
+.bp3-icon-gantt-chart::before{
+  content:""; }
+
+.bp3-icon-geolocation::before{
+  content:""; }
+
+.bp3-icon-geosearch::before{
+  content:""; }
+
+.bp3-icon-git-branch::before{
+  content:""; }
+
+.bp3-icon-git-commit::before{
+  content:""; }
+
+.bp3-icon-git-merge::before{
+  content:""; }
+
+.bp3-icon-git-new-branch::before{
+  content:""; }
+
+.bp3-icon-git-pull::before{
+  content:""; }
+
+.bp3-icon-git-push::before{
+  content:""; }
+
+.bp3-icon-git-repo::before{
+  content:""; }
+
+.bp3-icon-glass::before{
+  content:""; }
+
+.bp3-icon-globe::before{
+  content:""; }
+
+.bp3-icon-globe-network::before{
+  content:""; }
+
+.bp3-icon-graph::before{
+  content:""; }
+
+.bp3-icon-graph-remove::before{
+  content:""; }
+
+.bp3-icon-greater-than::before{
+  content:""; }
+
+.bp3-icon-greater-than-or-equal-to::before{
+  content:""; }
+
+.bp3-icon-grid::before{
+  content:""; }
+
+.bp3-icon-grid-view::before{
+  content:""; }
+
+.bp3-icon-group-objects::before{
+  content:""; }
+
+.bp3-icon-grouped-bar-chart::before{
+  content:""; }
+
+.bp3-icon-hand::before{
+  content:""; }
+
+.bp3-icon-hand-down::before{
+  content:""; }
+
+.bp3-icon-hand-left::before{
+  content:""; }
+
+.bp3-icon-hand-right::before{
+  content:""; }
+
+.bp3-icon-hand-up::before{
+  content:""; }
+
+.bp3-icon-header::before{
+  content:""; }
+
+.bp3-icon-header-one::before{
+  content:""; }
+
+.bp3-icon-header-two::before{
+  content:""; }
+
+.bp3-icon-headset::before{
+  content:""; }
+
+.bp3-icon-heart::before{
+  content:"♥"; }
+
+.bp3-icon-heart-broken::before{
+  content:""; }
+
+.bp3-icon-heat-grid::before{
+  content:""; }
+
+.bp3-icon-heatmap::before{
+  content:""; }
+
+.bp3-icon-help::before{
+  content:"?"; }
+
+.bp3-icon-helper-management::before{
+  content:""; }
+
+.bp3-icon-highlight::before{
+  content:""; }
+
+.bp3-icon-history::before{
+  content:""; }
+
+.bp3-icon-home::before{
+  content:"⌂"; }
+
+.bp3-icon-horizontal-bar-chart::before{
+  content:""; }
+
+.bp3-icon-horizontal-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-horizontal-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-horizontal-distribution::before{
+  content:""; }
+
+.bp3-icon-id-number::before{
+  content:""; }
+
+.bp3-icon-image-rotate-left::before{
+  content:""; }
+
+.bp3-icon-image-rotate-right::before{
+  content:""; }
+
+.bp3-icon-import::before{
+  content:""; }
+
+.bp3-icon-inbox::before{
+  content:""; }
+
+.bp3-icon-inbox-filtered::before{
+  content:""; }
+
+.bp3-icon-inbox-geo::before{
+  content:""; }
+
+.bp3-icon-inbox-search::before{
+  content:""; }
+
+.bp3-icon-inbox-update::before{
+  content:""; }
+
+.bp3-icon-info-sign::before{
+  content:"ℹ"; }
+
+.bp3-icon-inheritance::before{
+  content:""; }
+
+.bp3-icon-inner-join::before{
+  content:""; }
+
+.bp3-icon-insert::before{
+  content:""; }
+
+.bp3-icon-intersection::before{
+  content:""; }
+
+.bp3-icon-ip-address::before{
+  content:""; }
+
+.bp3-icon-issue::before{
+  content:""; }
+
+.bp3-icon-issue-closed::before{
+  content:""; }
+
+.bp3-icon-issue-new::before{
+  content:""; }
+
+.bp3-icon-italic::before{
+  content:""; }
+
+.bp3-icon-join-table::before{
+  content:""; }
+
+.bp3-icon-key::before{
+  content:""; }
+
+.bp3-icon-key-backspace::before{
+  content:""; }
+
+.bp3-icon-key-command::before{
+  content:""; }
+
+.bp3-icon-key-control::before{
+  content:""; }
+
+.bp3-icon-key-delete::before{
+  content:""; }
+
+.bp3-icon-key-enter::before{
+  content:""; }
+
+.bp3-icon-key-escape::before{
+  content:""; }
+
+.bp3-icon-key-option::before{
+  content:""; }
+
+.bp3-icon-key-shift::before{
+  content:""; }
+
+.bp3-icon-key-tab::before{
+  content:""; }
+
+.bp3-icon-known-vehicle::before{
+  content:""; }
+
+.bp3-icon-lab-test::before{
+  content:""; }
+
+.bp3-icon-label::before{
+  content:""; }
+
+.bp3-icon-layer::before{
+  content:""; }
+
+.bp3-icon-layers::before{
+  content:""; }
+
+.bp3-icon-layout::before{
+  content:""; }
+
+.bp3-icon-layout-auto::before{
+  content:""; }
+
+.bp3-icon-layout-balloon::before{
+  content:""; }
+
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+.bp3-icon-layout-skew-grid::before{
+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+.bp3-icon-less-than::before{
+  content:""; }
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+.bp3-icon-less-than-or-equal-to::before{
+  content:""; }
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+.bp3-icon-lifesaver::before{
+  content:""; }
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+.bp3-icon-lightbulb::before{
+  content:""; }
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+.bp3-icon-link::before{
+  content:""; }
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+  content:"☰"; }
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+  content:""; }
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+.bp3-icon-list-detail-view::before{
+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+.bp3-icon-log-out::before{
+  content:""; }
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+.bp3-icon-manual::before{
+  content:""; }
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+.bp3-icon-manually-entered-data::before{
+  content:""; }
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+.bp3-icon-map::before{
+  content:""; }
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+  content:""; }
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+.bp3-icon-map-marker::before{
+  content:""; }
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+.bp3-icon-maximize::before{
+  content:""; }
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+.bp3-icon-media::before{
+  content:""; }
+
+.bp3-icon-menu::before{
+  content:""; }
+
+.bp3-icon-menu-closed::before{
+  content:""; }
+
+.bp3-icon-menu-open::before{
+  content:""; }
+
+.bp3-icon-merge-columns::before{
+  content:""; }
+
+.bp3-icon-merge-links::before{
+  content:""; }
+
+.bp3-icon-minimize::before{
+  content:""; }
+
+.bp3-icon-minus::before{
+  content:"−"; }
+
+.bp3-icon-mobile-phone::before{
+  content:""; }
+
+.bp3-icon-mobile-video::before{
+  content:""; }
+
+.bp3-icon-moon::before{
+  content:""; }
+
+.bp3-icon-more::before{
+  content:""; }
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+.bp3-icon-mountain::before{
+  content:""; }
+
+.bp3-icon-move::before{
+  content:""; }
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+.bp3-icon-mugshot::before{
+  content:""; }
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+.bp3-icon-multi-select::before{
+  content:""; }
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+.bp3-icon-music::before{
+  content:""; }
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+.bp3-icon-new-drawing::before{
+  content:""; }
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+.bp3-icon-new-grid-item::before{
+  content:""; }
+
+.bp3-icon-new-layer::before{
+  content:""; }
+
+.bp3-icon-new-layers::before{
+  content:""; }
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+.bp3-icon-new-link::before{
+  content:""; }
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+.bp3-icon-new-object::before{
+  content:""; }
+
+.bp3-icon-new-person::before{
+  content:""; }
+
+.bp3-icon-new-prescription::before{
+  content:""; }
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+.bp3-icon-new-text-box::before{
+  content:""; }
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+.bp3-icon-ninja::before{
+  content:""; }
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+.bp3-icon-not-equal-to::before{
+  content:""; }
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+  content:""; }
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+.bp3-icon-notifications-updated::before{
+  content:""; }
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+  content:""; }
+
+.bp3-icon-numerical::before{
+  content:""; }
+
+.bp3-icon-office::before{
+  content:""; }
+
+.bp3-icon-offline::before{
+  content:""; }
+
+.bp3-icon-oil-field::before{
+  content:""; }
+
+.bp3-icon-one-column::before{
+  content:""; }
+
+.bp3-icon-outdated::before{
+  content:""; }
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+.bp3-icon-page-layout::before{
+  content:""; }
+
+.bp3-icon-panel-stats::before{
+  content:""; }
+
+.bp3-icon-panel-table::before{
+  content:""; }
+
+.bp3-icon-paperclip::before{
+  content:""; }
+
+.bp3-icon-paragraph::before{
+  content:""; }
+
+.bp3-icon-path::before{
+  content:""; }
+
+.bp3-icon-path-search::before{
+  content:""; }
+
+.bp3-icon-pause::before{
+  content:""; }
+
+.bp3-icon-people::before{
+  content:""; }
+
+.bp3-icon-percentage::before{
+  content:""; }
+
+.bp3-icon-person::before{
+  content:""; }
+
+.bp3-icon-phone::before{
+  content:"☎"; }
+
+.bp3-icon-pie-chart::before{
+  content:""; }
+
+.bp3-icon-pin::before{
+  content:""; }
+
+.bp3-icon-pivot::before{
+  content:""; }
+
+.bp3-icon-pivot-table::before{
+  content:""; }
+
+.bp3-icon-play::before{
+  content:""; }
+
+.bp3-icon-plus::before{
+  content:"+"; }
+
+.bp3-icon-polygon-filter::before{
+  content:""; }
+
+.bp3-icon-power::before{
+  content:""; }
+
+.bp3-icon-predictive-analysis::before{
+  content:""; }
+
+.bp3-icon-prescription::before{
+  content:""; }
+
+.bp3-icon-presentation::before{
+  content:""; }
+
+.bp3-icon-print::before{
+  content:"⎙"; }
+
+.bp3-icon-projects::before{
+  content:""; }
+
+.bp3-icon-properties::before{
+  content:""; }
+
+.bp3-icon-property::before{
+  content:""; }
+
+.bp3-icon-publish-function::before{
+  content:""; }
+
+.bp3-icon-pulse::before{
+  content:""; }
+
+.bp3-icon-random::before{
+  content:""; }
+
+.bp3-icon-record::before{
+  content:""; }
+
+.bp3-icon-redo::before{
+  content:""; }
+
+.bp3-icon-refresh::before{
+  content:""; }
+
+.bp3-icon-regression-chart::before{
+  content:""; }
+
+.bp3-icon-remove::before{
+  content:""; }
+
+.bp3-icon-remove-column::before{
+  content:""; }
+
+.bp3-icon-remove-column-left::before{
+  content:""; }
+
+.bp3-icon-remove-column-right::before{
+  content:""; }
+
+.bp3-icon-remove-row-bottom::before{
+  content:""; }
+
+.bp3-icon-remove-row-top::before{
+  content:""; }
+
+.bp3-icon-repeat::before{
+  content:""; }
+
+.bp3-icon-reset::before{
+  content:""; }
+
+.bp3-icon-resolve::before{
+  content:""; }
+
+.bp3-icon-rig::before{
+  content:""; }
+
+.bp3-icon-right-join::before{
+  content:""; }
+
+.bp3-icon-ring::before{
+  content:""; }
+
+.bp3-icon-rotate-document::before{
+  content:""; }
+
+.bp3-icon-rotate-page::before{
+  content:""; }
+
+.bp3-icon-satellite::before{
+  content:""; }
+
+.bp3-icon-saved::before{
+  content:""; }
+
+.bp3-icon-scatter-plot::before{
+  content:""; }
+
+.bp3-icon-search::before{
+  content:""; }
+
+.bp3-icon-search-around::before{
+  content:""; }
+
+.bp3-icon-search-template::before{
+  content:""; }
+
+.bp3-icon-search-text::before{
+  content:""; }
+
+.bp3-icon-segmented-control::before{
+  content:""; }
+
+.bp3-icon-select::before{
+  content:""; }
+
+.bp3-icon-selection::before{
+  content:"⦿"; }
+
+.bp3-icon-send-to::before{
+  content:""; }
+
+.bp3-icon-send-to-graph::before{
+  content:""; }
+
+.bp3-icon-send-to-map::before{
+  content:""; }
+
+.bp3-icon-series-add::before{
+  content:""; }
+
+.bp3-icon-series-configuration::before{
+  content:""; }
+
+.bp3-icon-series-derived::before{
+  content:""; }
+
+.bp3-icon-series-filtered::before{
+  content:""; }
+
+.bp3-icon-series-search::before{
+  content:""; }
+
+.bp3-icon-settings::before{
+  content:""; }
+
+.bp3-icon-share::before{
+  content:""; }
+
+.bp3-icon-shield::before{
+  content:""; }
+
+.bp3-icon-shop::before{
+  content:""; }
+
+.bp3-icon-shopping-cart::before{
+  content:""; }
+
+.bp3-icon-signal-search::before{
+  content:""; }
+
+.bp3-icon-sim-card::before{
+  content:""; }
+
+.bp3-icon-slash::before{
+  content:""; }
+
+.bp3-icon-small-cross::before{
+  content:""; }
+
+.bp3-icon-small-minus::before{
+  content:""; }
+
+.bp3-icon-small-plus::before{
+  content:""; }
+
+.bp3-icon-small-tick::before{
+  content:""; }
+
+.bp3-icon-snowflake::before{
+  content:""; }
+
+.bp3-icon-social-media::before{
+  content:""; }
+
+.bp3-icon-sort::before{
+  content:""; }
+
+.bp3-icon-sort-alphabetical::before{
+  content:""; }
+
+.bp3-icon-sort-alphabetical-desc::before{
+  content:""; }
+
+.bp3-icon-sort-asc::before{
+  content:""; }
+
+.bp3-icon-sort-desc::before{
+  content:""; }
+
+.bp3-icon-sort-numerical::before{
+  content:""; }
+
+.bp3-icon-sort-numerical-desc::before{
+  content:""; }
+
+.bp3-icon-split-columns::before{
+  content:""; }
+
+.bp3-icon-square::before{
+  content:""; }
+
+.bp3-icon-stacked-chart::before{
+  content:""; }
+
+.bp3-icon-star::before{
+  content:"★"; }
+
+.bp3-icon-star-empty::before{
+  content:"☆"; }
+
+.bp3-icon-step-backward::before{
+  content:""; }
+
+.bp3-icon-step-chart::before{
+  content:""; }
+
+.bp3-icon-step-forward::before{
+  content:""; }
+
+.bp3-icon-stop::before{
+  content:""; }
+
+.bp3-icon-stopwatch::before{
+  content:""; }
+
+.bp3-icon-strikethrough::before{
+  content:""; }
+
+.bp3-icon-style::before{
+  content:""; }
+
+.bp3-icon-swap-horizontal::before{
+  content:""; }
+
+.bp3-icon-swap-vertical::before{
+  content:""; }
+
+.bp3-icon-symbol-circle::before{
+  content:""; }
+
+.bp3-icon-symbol-cross::before{
+  content:""; }
+
+.bp3-icon-symbol-diamond::before{
+  content:""; }
+
+.bp3-icon-symbol-square::before{
+  content:""; }
+
+.bp3-icon-symbol-triangle-down::before{
+  content:""; }
+
+.bp3-icon-symbol-triangle-up::before{
+  content:""; }
+
+.bp3-icon-tag::before{
+  content:""; }
+
+.bp3-icon-take-action::before{
+  content:""; }
+
+.bp3-icon-taxi::before{
+  content:""; }
+
+.bp3-icon-text-highlight::before{
+  content:""; }
+
+.bp3-icon-th::before{
+  content:""; }
+
+.bp3-icon-th-derived::before{
+  content:""; }
+
+.bp3-icon-th-disconnect::before{
+  content:""; }
+
+.bp3-icon-th-filtered::before{
+  content:""; }
+
+.bp3-icon-th-list::before{
+  content:""; }
+
+.bp3-icon-thumbs-down::before{
+  content:""; }
+
+.bp3-icon-thumbs-up::before{
+  content:""; }
+
+.bp3-icon-tick::before{
+  content:"✓"; }
+
+.bp3-icon-tick-circle::before{
+  content:""; }
+
+.bp3-icon-time::before{
+  content:"⏲"; }
+
+.bp3-icon-timeline-area-chart::before{
+  content:""; }
+
+.bp3-icon-timeline-bar-chart::before{
+  content:""; }
+
+.bp3-icon-timeline-events::before{
+  content:""; }
+
+.bp3-icon-timeline-line-chart::before{
+  content:""; }
+
+.bp3-icon-tint::before{
+  content:""; }
+
+.bp3-icon-torch::before{
+  content:""; }
+
+.bp3-icon-tractor::before{
+  content:""; }
+
+.bp3-icon-train::before{
+  content:""; }
+
+.bp3-icon-translate::before{
+  content:""; }
+
+.bp3-icon-trash::before{
+  content:""; }
+
+.bp3-icon-tree::before{
+  content:""; }
+
+.bp3-icon-trending-down::before{
+  content:""; }
+
+.bp3-icon-trending-up::before{
+  content:""; }
+
+.bp3-icon-truck::before{
+  content:""; }
+
+.bp3-icon-two-columns::before{
+  content:""; }
+
+.bp3-icon-unarchive::before{
+  content:""; }
+
+.bp3-icon-underline::before{
+  content:"⎁"; }
+
+.bp3-icon-undo::before{
+  content:"⎌"; }
+
+.bp3-icon-ungroup-objects::before{
+  content:""; }
+
+.bp3-icon-unknown-vehicle::before{
+  content:""; }
+
+.bp3-icon-unlock::before{
+  content:""; }
+
+.bp3-icon-unpin::before{
+  content:""; }
+
+.bp3-icon-unresolve::before{
+  content:""; }
+
+.bp3-icon-updated::before{
+  content:""; }
+
+.bp3-icon-upload::before{
+  content:""; }
+
+.bp3-icon-user::before{
+  content:""; }
+
+.bp3-icon-variable::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-vertical-distribution::before{
+  content:""; }
+
+.bp3-icon-video::before{
+  content:""; }
+
+.bp3-icon-volume-down::before{
+  content:""; }
+
+.bp3-icon-volume-off::before{
+  content:""; }
+
+.bp3-icon-volume-up::before{
+  content:""; }
+
+.bp3-icon-walk::before{
+  content:""; }
+
+.bp3-icon-warning-sign::before{
+  content:""; }
+
+.bp3-icon-waterfall-chart::before{
+  content:""; }
+
+.bp3-icon-widget::before{
+  content:""; }
+
+.bp3-icon-widget-button::before{
+  content:""; }
+
+.bp3-icon-widget-footer::before{
+  content:""; }
+
+.bp3-icon-widget-header::before{
+  content:""; }
+
+.bp3-icon-wrench::before{
+  content:""; }
+
+.bp3-icon-zoom-in::before{
+  content:""; }
+
+.bp3-icon-zoom-out::before{
+  content:""; }
+
+.bp3-icon-zoom-to-fit::before{
+  content:""; }
+.bp3-submenu > .bp3-popover-wrapper{
+  display:block; }
+
+.bp3-submenu .bp3-popover-target{
+  display:block; }
+  .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }
+
+.bp3-submenu.bp3-popover{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0 5px; }
+  .bp3-submenu.bp3-popover > .bp3-popover-content{
+    -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);
+            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); }
+  .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{
+      -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);
+              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); }
+.bp3-menu{
+  background:#ffffff;
+  border-radius:3px;
+  color:#182026;
+  list-style:none;
+  margin:0;
+  min-width:180px;
+  padding:5px;
+  text-align:left; }
+
+.bp3-menu-divider{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px; }
+  .bp3-dark .bp3-menu-divider{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-menu-item{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  border-radius:2px;
+  color:inherit;
+  line-height:20px;
+  padding:5px 7px;
+  text-decoration:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-menu-item > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-menu-item > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > *{
+    margin-right:7px; }
+  .bp3-menu-item:empty::before,
+  .bp3-menu-item > :last-child{
+    margin-right:0; }
+  .bp3-menu-item > .bp3-fill{
+    word-break:break-word; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    background-color:rgba(167, 182, 194, 0.3);
+    cursor:pointer;
+    text-decoration:none; }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-dark .bp3-menu-item{
+    color:inherit; }
+    .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{
+      background-color:rgba(138, 155, 168, 0.15);
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-disabled{
+      background-color:inherit;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-menu-item.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#106ba3; }
+    .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{
+      background-color:#137cbd; }
+    .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .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,
+    .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,
+    .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#0d8050; }
+    .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{
+      background-color:#0f9960; }
+    .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .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,
+    .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#bf7326; }
+    .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{
+      background-color:#d9822b; }
+    .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .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,
+    .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#c23030; }
+    .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{
+      background-color:#db3737; }
+    .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .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,
+    .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    margin-right:7px; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > .bp3-icon{
+    color:#5c7080;
+    margin-top:2px; }
+  .bp3-menu-item .bp3-menu-item-label{
+    color:#5c7080; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    color:inherit; }
+  .bp3-menu-item.bp3-active, .bp3-menu-item:active{
+    background-color:rgba(115, 134, 148, 0.3); }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit !important;
+    color:rgba(92, 112, 128, 0.6) !important;
+    cursor:not-allowed !important;
+    outline:none !important; }
+    .bp3-menu-item.bp3-disabled::before,
+    .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-large .bp3-menu-item{
+    font-size:16px;
+    line-height:22px;
+    padding:9px 7px; }
+    .bp3-large .bp3-menu-item .bp3-icon{
+      margin-top:3px; }
+    .bp3-large .bp3-menu-item::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      margin-right:10px;
+      margin-top:1px; }
+
+button.bp3-menu-item{
+  background:none;
+  border:none;
+  text-align:left;
+  width:100%; }
+.bp3-menu-header{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px;
+  cursor:default;
+  padding-left:2px; }
+  .bp3-dark .bp3-menu-header{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+  .bp3-menu-header:first-of-type{
+    border-top:none; }
+  .bp3-menu-header > h6{
+    color:#182026;
+    font-weight:600;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    line-height:17px;
+    margin:0;
+    padding:10px 7px 0 1px; }
+    .bp3-dark .bp3-menu-header > h6{
+      color:#f5f8fa; }
+  .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+  .bp3-large .bp3-menu-header > h6{
+    font-size:18px;
+    padding-bottom:5px;
+    padding-top:15px; }
+  .bp3-large .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+
+.bp3-dark .bp3-menu{
+  background:#30404d;
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-menu-item{ }
+  .bp3-dark .bp3-menu-item.bp3-intent-primary{
+    color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#48aff0; }
+    .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{
+      background-color:#137cbd; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-success{
+    color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#3dcc91; }
+    .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{
+      background-color:#0f9960; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-warning{
+    color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#ffb366; }
+    .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{
+      background-color:#d9822b; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-danger{
+    color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#ff7373; }
+    .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{
+      background-color:#db3737; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,
+    .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,
+    .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,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item::before,
+  .bp3-dark .bp3-menu-item > .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item .bp3-menu-item-label{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{
+    background-color:rgba(138, 155, 168, 0.3); }
+  .bp3-dark .bp3-menu-item.bp3-disabled{
+    color:rgba(167, 182, 194, 0.6) !important; }
+    .bp3-dark .bp3-menu-item.bp3-disabled::before,
+    .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(167, 182, 194, 0.6) !important; }
+
+.bp3-dark .bp3-menu-divider,
+.bp3-dark .bp3-menu-header{
+  border-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-dark .bp3-menu-header > h6{
+  color:#f5f8fa; }
+
+.bp3-label .bp3-menu{
+  margin-top:5px; }
+.bp3-navbar{
+  background-color:#ffffff;
+  -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);
+          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);
+  height:50px;
+  padding:0 15px;
+  position:relative;
+  width:100%;
+  z-index:10; }
+  .bp3-navbar.bp3-dark,
+  .bp3-dark .bp3-navbar{
+    background-color:#394b59; }
+  .bp3-navbar.bp3-dark{
+    -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);
+            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); }
+  .bp3-dark .bp3-navbar{
+    -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);
+            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); }
+  .bp3-navbar.bp3-fixed-top{
+    left:0;
+    position:fixed;
+    right:0;
+    top:0; }
+
+.bp3-navbar-heading{
+  font-size:16px;
+  margin-right:15px; }
+
+.bp3-navbar-group{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:50px; }
+  .bp3-navbar-group.bp3-align-left{
+    float:left; }
+  .bp3-navbar-group.bp3-align-right{
+    float:right; }
+
+.bp3-navbar-divider{
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  height:20px;
+  margin:0 10px; }
+  .bp3-dark .bp3-navbar-divider{
+    border-left-color:rgba(255, 255, 255, 0.15); }
+.bp3-non-ideal-state{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  height:100%;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  text-align:center;
+  width:100%; }
+  .bp3-non-ideal-state > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-non-ideal-state > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-non-ideal-state::before,
+  .bp3-non-ideal-state > *{
+    margin-bottom:20px; }
+  .bp3-non-ideal-state:empty::before,
+  .bp3-non-ideal-state > :last-child{
+    margin-bottom:0; }
+  .bp3-non-ideal-state > *{
+    max-width:400px; }
+
+.bp3-non-ideal-state-visual{
+  color:rgba(92, 112, 128, 0.6);
+  font-size:60px; }
+  .bp3-dark .bp3-non-ideal-state-visual{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-overflow-list{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:nowrap;
+      flex-wrap:nowrap;
+  min-width:0; }
+
+.bp3-overflow-list-spacer{
+  -ms-flex-negative:1;
+      flex-shrink:1;
+  width:1px; }
+
+body.bp3-overlay-open{
+  overflow:hidden; }
+
+.bp3-overlay{
+  bottom:0;
+  left:0;
+  position:static;
+  right:0;
+  top:0;
+  z-index:20; }
+  .bp3-overlay:not(.bp3-overlay-open){
+    pointer-events:none; }
+  .bp3-overlay.bp3-overlay-container{
+    overflow:hidden;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-scroll-container{
+    overflow:auto;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-inline{
+    display:inline;
+    overflow:visible; }
+
+.bp3-overlay-content{
+  position:fixed;
+  z-index:20; }
+  .bp3-overlay-inline .bp3-overlay-content,
+  .bp3-overlay-scroll-container .bp3-overlay-content{
+    position:absolute; }
+
+.bp3-overlay-backdrop{
+  bottom:0;
+  left:0;
+  position:fixed;
+  right:0;
+  top:0;
+  opacity:1;
+  background-color:rgba(16, 22, 26, 0.7);
+  overflow:auto;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  z-index:20; }
+  .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{
+    opacity:0; }
+  .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop.bp3-overlay-exit{
+    opacity:1; }
+  .bp3-overlay-backdrop.bp3-overlay-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop:focus{
+    outline:none; }
+  .bp3-overlay-inline .bp3-overlay-backdrop{
+    position:absolute; }
+.bp3-panel-stack{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-view{
+    background-color:#30404d; }
+  .bp3-panel-stack-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-panel-stack2{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack2-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack2-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack2-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack2-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack2-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack2-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack2-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack2-view{
+    background-color:#30404d; }
+  .bp3-panel-stack2-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-popover{
+  -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);
+          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);
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  border-radius:3px;
+  display:inline-block;
+  z-index:20; }
+  .bp3-popover .bp3-popover-arrow{
+    height:30px;
+    position:absolute;
+    width:30px; }
+    .bp3-popover .bp3-popover-arrow::before{
+      height:20px;
+      margin:5px;
+      width:20px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{
+    margin-bottom:17px;
+    margin-top:-17px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+      bottom:-11px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{
+    margin-left:17px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+      left:-11px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{
+    margin-top:17px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+      top:-11px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{
+    margin-left:-17px;
+    margin-right:17px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+      right:-11px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+    top:-0.3934px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+    right:-0.3934px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+    left:-0.3934px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+    bottom:-0.3934px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-popover .bp3-popover-content{
+    background:#ffffff;
+    color:inherit; }
+  .bp3-popover .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-popover .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-popover .bp3-popover-arrow-fill{
+    fill:#ffffff; }
+  .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3); }
+  .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover-exit > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover .bp3-popover-content{
+    border-radius:3px;
+    position:relative; }
+  .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{
+    max-width:350px;
+    padding:20px; }
+  .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{
+    width:350px; }
+  .bp3-popover.bp3-minimal{
+    margin:0 !important; }
+    .bp3-popover.bp3-minimal .bp3-popover-arrow{
+      display:none; }
+    .bp3-popover.bp3-minimal.bp3-popover{
+      -webkit-transform:scale(1);
+              transform:scale(1); }
+      .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+      .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover.bp3-dark,
+  .bp3-dark .bp3-popover{
+    -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);
+            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); }
+    .bp3-popover.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-popover .bp3-popover-content{
+      background:#30404d;
+      color:inherit; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-popover .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-fill{
+      fill:#30404d; }
+
+.bp3-popover-arrow::before{
+  border-radius:2px;
+  content:"";
+  display:block;
+  position:absolute;
+  -webkit-transform:rotate(45deg);
+          transform:rotate(45deg); }
+
+.bp3-tether-pinned .bp3-popover-arrow{
+  display:none; }
+
+.bp3-popover-backdrop{
+  background:rgba(255, 255, 255, 0); }
+
+.bp3-transition-container{
+  opacity:1;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  z-index:20; }
+  .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{
+    opacity:0; }
+  .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container.bp3-popover-exit{
+    opacity:1; }
+  .bp3-transition-container.bp3-popover-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container:focus{
+    outline:none; }
+  .bp3-transition-container.bp3-popover-leave .bp3-popover-content{
+    pointer-events:none; }
+  .bp3-transition-container[data-x-out-of-boundaries]{
+    display:none; }
+
+span.bp3-popover-target{
+  display:inline-block; }
+
+.bp3-popover-wrapper.bp3-fill{
+  width:100%; }
+
+.bp3-portal{
+  left:0;
+  position:absolute;
+  right:0;
+  top:0; }
+@-webkit-keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+@keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+
+.bp3-progress-bar{
+  background:rgba(92, 112, 128, 0.2);
+  border-radius:40px;
+  display:block;
+  height:8px;
+  overflow:hidden;
+  position:relative;
+  width:100%; }
+  .bp3-progress-bar .bp3-progress-meter{
+    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%);
+    background-color:rgba(92, 112, 128, 0.8);
+    background-size:30px 30px;
+    border-radius:40px;
+    height:100%;
+    position:absolute;
+    -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:100%; }
+  .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{
+    animation:linear-progress-bar-stripes 300ms linear infinite reverse; }
+  .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{
+    background-image:none; }
+
+.bp3-dark .bp3-progress-bar{
+  background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-progress-bar .bp3-progress-meter{
+    background-color:#8a9ba8; }
+
+.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{
+  background-color:#137cbd; }
+
+.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{
+  background-color:#0f9960; }
+
+.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{
+  background-color:#d9822b; }
+
+.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{
+  background-color:#db3737; }
+@-webkit-keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+@keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+.bp3-skeleton{
+  -webkit-animation:1000ms linear infinite alternate skeleton-glow;
+          animation:1000ms linear infinite alternate skeleton-glow;
+  background:rgba(206, 217, 224, 0.2);
+  background-clip:padding-box !important;
+  border-color:rgba(206, 217, 224, 0.2) !important;
+  border-radius:2px;
+  -webkit-box-shadow:none !important;
+          box-shadow:none !important;
+  color:transparent !important;
+  cursor:default;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-skeleton::before, .bp3-skeleton::after,
+  .bp3-skeleton *{
+    visibility:hidden !important; }
+.bp3-slider{
+  height:40px;
+  min-width:150px;
+  width:100%;
+  cursor:default;
+  outline:none;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-slider:hover{
+    cursor:pointer; }
+  .bp3-slider:active{
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-slider.bp3-disabled{
+    cursor:not-allowed;
+    opacity:0.5; }
+  .bp3-slider.bp3-slider-unlabeled{
+    height:16px; }
+
+.bp3-slider-track,
+.bp3-slider-progress{
+  height:6px;
+  left:0;
+  right:0;
+  top:5px;
+  position:absolute; }
+
+.bp3-slider-track{
+  border-radius:3px;
+  overflow:hidden; }
+
+.bp3-slider-progress{
+  background:rgba(92, 112, 128, 0.2); }
+  .bp3-dark .bp3-slider-progress{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-slider-progress.bp3-intent-primary{
+    background-color:#137cbd; }
+  .bp3-slider-progress.bp3-intent-success{
+    background-color:#0f9960; }
+  .bp3-slider-progress.bp3-intent-warning{
+    background-color:#d9822b; }
+  .bp3-slider-progress.bp3-intent-danger{
+    background-color:#db3737; }
+
+.bp3-slider-handle{
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+  cursor:pointer;
+  height:16px;
+  left:0;
+  position:absolute;
+  top:0;
+  width:16px; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .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{
+      background:rgba(206, 217, 224, 0.7); }
+  .bp3-slider-handle:focus{
+    z-index:1; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+    cursor:-webkit-grab;
+    cursor:grab;
+    z-index:2; }
+  .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-disabled .bp3-slider-handle{
+    background:#bfccd6;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    pointer-events:none; }
+  .bp3-dark .bp3-slider-handle{
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{
+      background-color:#394b59; }
+    .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#293742; }
+  .bp3-dark .bp3-disabled .bp3-slider-handle{
+    background:#5c7080;
+    border-color:#5c7080;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-slider-handle .bp3-slider-label{
+    background:#394b59;
+    border-radius:3px;
+    -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);
+            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);
+    color:#f5f8fa;
+    margin-left:8px; }
+    .bp3-dark .bp3-slider-handle .bp3-slider-label{
+      background:#e1e8ed;
+      -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);
+              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);
+      color:#394b59; }
+    .bp3-disabled .bp3-slider-handle .bp3-slider-label{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{
+    width:8px; }
+  .bp3-slider-handle.bp3-start{
+    border-bottom-right-radius:0;
+    border-top-right-radius:0; }
+  .bp3-slider-handle.bp3-end{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0;
+    margin-left:8px; }
+    .bp3-slider-handle.bp3-end .bp3-slider-label{
+      margin-left:0; }
+
+.bp3-slider-label{
+  -webkit-transform:translate(-50%, 20px);
+          transform:translate(-50%, 20px);
+  display:inline-block;
+  font-size:12px;
+  line-height:1;
+  padding:2px 5px;
+  position:absolute;
+  vertical-align:top; }
+
+.bp3-slider.bp3-vertical{
+  height:150px;
+  min-width:40px;
+  width:40px; }
+  .bp3-slider.bp3-vertical .bp3-slider-track,
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    bottom:0;
+    height:auto;
+    left:5px;
+    top:0;
+    width:6px; }
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    top:auto; }
+  .bp3-slider.bp3-vertical .bp3-slider-label{
+    -webkit-transform:translate(20px, 50%);
+            transform:translate(20px, 50%); }
+  .bp3-slider.bp3-vertical .bp3-slider-handle{
+    top:auto; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{
+      margin-left:0;
+      margin-top:-8px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      height:8px;
+      margin-left:0;
+      width:16px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      border-bottom-right-radius:3px;
+      border-top-left-radius:0; }
+      .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{
+        -webkit-transform:translate(20px);
+                transform:translate(20px); }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{
+      border-bottom-left-radius:0;
+      border-bottom-right-radius:0;
+      border-top-left-radius:3px;
+      margin-bottom:8px; }
+
+@-webkit-keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+@keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+.bp3-spinner{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  overflow:visible;
+  vertical-align:middle; }
+  .bp3-spinner svg{
+    display:block; }
+  .bp3-spinner path{
+    fill-opacity:0; }
+  .bp3-spinner .bp3-spinner-head{
+    stroke:rgba(92, 112, 128, 0.8);
+    stroke-linecap:round;
+    -webkit-transform-origin:center;
+            transform-origin:center;
+    -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-spinner .bp3-spinner-track{
+    stroke:rgba(92, 112, 128, 0.2); }
+
+.bp3-spinner-animation{
+  -webkit-animation:pt-spinner-animation 500ms linear infinite;
+          animation:pt-spinner-animation 500ms linear infinite; }
+  .bp3-no-spin > .bp3-spinner-animation{
+    -webkit-animation:none;
+            animation:none; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-head{
+  stroke:#8a9ba8; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-track{
+  stroke:rgba(16, 22, 26, 0.5); }
+
+.bp3-spinner.bp3-intent-primary .bp3-spinner-head{
+  stroke:#137cbd; }
+
+.bp3-spinner.bp3-intent-success .bp3-spinner-head{
+  stroke:#0f9960; }
+
+.bp3-spinner.bp3-intent-warning .bp3-spinner-head{
+  stroke:#d9822b; }
+
+.bp3-spinner.bp3-intent-danger .bp3-spinner-head{
+  stroke:#db3737; }
+.bp3-tabs.bp3-vertical{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-list{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{
+      border-radius:3px;
+      padding:0 10px;
+      width:100%; }
+      .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected="true"]{
+        background-color:rgba(19, 124, 189, 0.2);
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+      background-color:rgba(19, 124, 189, 0.2);
+      border-radius:3px;
+      bottom:0;
+      height:auto;
+      left:0;
+      right:0;
+      top:0; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-panel{
+    margin-top:0;
+    padding-left:20px; }
+
+.bp3-tab-list{
+  -webkit-box-align:end;
+      -ms-flex-align:end;
+          align-items:flex-end;
+  border:none;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  list-style:none;
+  margin:0;
+  padding:0;
+  position:relative; }
+  .bp3-tab-list > *:not(:last-child){
+    margin-right:20px; }
+
+.bp3-tab{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:#182026;
+  cursor:pointer;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  font-size:14px;
+  line-height:30px;
+  max-width:100%;
+  position:relative;
+  vertical-align:top; }
+  .bp3-tab a{
+    color:inherit;
+    display:block;
+    text-decoration:none; }
+  .bp3-tab-indicator-wrapper ~ .bp3-tab{
+    background-color:transparent !important;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important; }
+  .bp3-tab[aria-disabled="true"]{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-tab[aria-selected="true"]{
+    border-radius:0;
+    -webkit-box-shadow:inset 0 -3px 0 #106ba3;
+            box-shadow:inset 0 -3px 0 #106ba3; }
+  .bp3-tab[aria-selected="true"], .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#106ba3; }
+  .bp3-tab:focus{
+    -moz-outline-radius:0; }
+  .bp3-large > .bp3-tab{
+    font-size:16px;
+    line-height:40px; }
+
+.bp3-tab-panel{
+  margin-top:20px; }
+  .bp3-tab-panel[aria-hidden="true"]{
+    display:none; }
+
+.bp3-tab-indicator-wrapper{
+  left:0;
+  pointer-events:none;
+  position:absolute;
+  top:0;
+  -webkit-transform:translateX(0), translateY(0);
+          transform:translateX(0), translateY(0);
+  -webkit-transition:height, width, -webkit-transform;
+  transition:height, width, -webkit-transform;
+  transition:height, transform, width;
+  transition:height, transform, width, -webkit-transform;
+  -webkit-transition-duration:200ms;
+          transition-duration:200ms;
+  -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+          transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+    background-color:#106ba3;
+    bottom:0;
+    height:3px;
+    left:0;
+    position:absolute;
+    right:0; }
+  .bp3-tab-indicator-wrapper.bp3-no-animation{
+    -webkit-transition:none;
+    transition:none; }
+
+.bp3-dark .bp3-tab{
+  color:#f5f8fa; }
+  .bp3-dark .bp3-tab[aria-disabled="true"]{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tab[aria-selected="true"]{
+    -webkit-box-shadow:inset 0 -3px 0 #48aff0;
+            box-shadow:inset 0 -3px 0 #48aff0; }
+  .bp3-dark .bp3-tab[aria-selected="true"], .bp3-dark .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#48aff0; }
+
+.bp3-dark .bp3-tab-indicator{
+  background-color:#48aff0; }
+
+.bp3-flex-expander{
+  -webkit-box-flex:1;
+      -ms-flex:1 1;
+          flex:1 1; }
+.bp3-tag{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#5c7080;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:#f5f8fa;
+  font-size:12px;
+  line-height:16px;
+  max-width:100%;
+  min-height:20px;
+  min-width:20px;
+  padding:2px 6px;
+  position:relative; }
+  .bp3-tag.bp3-interactive{
+    cursor:pointer; }
+    .bp3-tag.bp3-interactive:hover{
+      background-color:rgba(92, 112, 128, 0.85); }
+    .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{
+      background-color:rgba(92, 112, 128, 0.7); }
+  .bp3-tag > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag::before,
+  .bp3-tag > *{
+    margin-right:4px; }
+  .bp3-tag:empty::before,
+  .bp3-tag > :last-child{
+    margin-right:0; }
+  .bp3-tag:focus{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:0;
+    -moz-outline-radius:6px; }
+  .bp3-tag.bp3-round{
+    border-radius:30px;
+    padding-left:8px;
+    padding-right:8px; }
+  .bp3-dark .bp3-tag{
+    background-color:#bfccd6;
+    color:#182026; }
+    .bp3-dark .bp3-tag.bp3-interactive{
+      cursor:pointer; }
+      .bp3-dark .bp3-tag.bp3-interactive:hover{
+        background-color:rgba(191, 204, 214, 0.85); }
+      .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{
+        background-color:rgba(191, 204, 214, 0.7); }
+    .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{
+      fill:currentColor; }
+  .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{
+    fill:#ffffff; }
+  .bp3-tag.bp3-large,
+  .bp3-large .bp3-tag{
+    font-size:14px;
+    line-height:20px;
+    min-height:30px;
+    min-width:30px;
+    padding:5px 10px; }
+    .bp3-tag.bp3-large::before,
+    .bp3-tag.bp3-large > *,
+    .bp3-large .bp3-tag::before,
+    .bp3-large .bp3-tag > *{
+      margin-right:7px; }
+    .bp3-tag.bp3-large:empty::before,
+    .bp3-tag.bp3-large > :last-child,
+    .bp3-large .bp3-tag:empty::before,
+    .bp3-large .bp3-tag > :last-child{
+      margin-right:0; }
+    .bp3-tag.bp3-large.bp3-round,
+    .bp3-large .bp3-tag.bp3-round{
+      padding-left:12px;
+      padding-right:12px; }
+  .bp3-tag.bp3-intent-primary{
+    background:#137cbd;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.85); }
+      .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.7); }
+  .bp3-tag.bp3-intent-success{
+    background:#0f9960;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.85); }
+      .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.7); }
+  .bp3-tag.bp3-intent-warning{
+    background:#d9822b;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.85); }
+      .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.7); }
+  .bp3-tag.bp3-intent-danger{
+    background:#db3737;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.85); }
+      .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.7); }
+  .bp3-tag.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{
+    fill:#5c7080; }
+  .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+    background-color:rgba(138, 155, 168, 0.2);
+    color:#182026; }
+    .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+        background-color:rgba(92, 112, 128, 0.3); }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+        background-color:rgba(92, 112, 128, 0.4); }
+    .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+      color:#f5f8fa; }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+          background-color:rgba(191, 204, 214, 0.3); }
+        .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{
+          background-color:rgba(191, 204, 214, 0.4); }
+      .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{
+        fill:#a7b6c2; }
+  .bp3-tag.bp3-minimal.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15);
+    color:#106ba3; }
+    .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.35); }
+    .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{
+      fill:#137cbd; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25);
+      color:#48aff0; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+          background-color:rgba(19, 124, 189, 0.35); }
+        .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{
+          background-color:rgba(19, 124, 189, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15);
+    color:#0d8050; }
+    .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.35); }
+    .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{
+      fill:#0f9960; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25);
+      color:#3dcc91; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+          background-color:rgba(15, 153, 96, 0.35); }
+        .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{
+          background-color:rgba(15, 153, 96, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15);
+    color:#bf7326; }
+    .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.35); }
+    .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{
+      fill:#d9822b; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25);
+      color:#ffb366; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+          background-color:rgba(217, 130, 43, 0.35); }
+        .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{
+          background-color:rgba(217, 130, 43, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15);
+    color:#c23030; }
+    .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.35); }
+    .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{
+      fill:#db3737; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25);
+      color:#ff7373; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+          background-color:rgba(219, 55, 55, 0.35); }
+        .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{
+          background-color:rgba(219, 55, 55, 0.45); }
+
+.bp3-tag-remove{
+  background:none;
+  border:none;
+  color:inherit;
+  cursor:pointer;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin-bottom:-2px;
+  margin-right:-6px !important;
+  margin-top:-2px;
+  opacity:0.5;
+  padding:2px;
+  padding-left:0; }
+  .bp3-tag-remove:hover{
+    background:none;
+    opacity:0.8;
+    text-decoration:none; }
+  .bp3-tag-remove:active{
+    opacity:1; }
+  .bp3-tag-remove:empty::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    content:""; }
+  .bp3-large .bp3-tag-remove{
+    margin-right:-10px !important;
+    padding:0 5px 0 0; }
+    .bp3-large .bp3-tag-remove:empty::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1; }
+.bp3-tag-input{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  cursor:text;
+  height:auto;
+  line-height:inherit;
+  min-height:30px;
+  padding-left:5px;
+  padding-right:0; }
+  .bp3-tag-input > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag-input > .bp3-tag-input-values{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag-input .bp3-tag-input-icon{
+    color:#5c7080;
+    margin-left:2px;
+    margin-right:7px;
+    margin-top:7px; }
+  .bp3-tag-input .bp3-tag-input-values{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    -ms-flex-item-align:stretch;
+        align-self:stretch;
+    -ms-flex-wrap:wrap;
+        flex-wrap:wrap;
+    margin-right:7px;
+    margin-top:5px;
+    min-width:0; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      -webkit-box-flex:0;
+          -ms-flex-positive:0;
+              flex-grow:0;
+      -ms-flex-negative:0;
+          flex-shrink:0; }
+    .bp3-tag-input .bp3-tag-input-values > .bp3-fill{
+      -webkit-box-flex:1;
+          -ms-flex-positive:1;
+              flex-grow:1;
+      -ms-flex-negative:1;
+          flex-shrink:1; }
+    .bp3-tag-input .bp3-tag-input-values::before,
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-right:5px; }
+    .bp3-tag-input .bp3-tag-input-values:empty::before,
+    .bp3-tag-input .bp3-tag-input-values > :last-child{
+      margin-right:0; }
+    .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{
+      padding-left:5px; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-bottom:5px; }
+  .bp3-tag-input .bp3-tag{
+    overflow-wrap:break-word; }
+    .bp3-tag-input .bp3-tag.bp3-active{
+      outline:rgba(19, 124, 189, 0.6) auto 2px;
+      outline-offset:0;
+      -moz-outline-radius:6px; }
+  .bp3-tag-input .bp3-input-ghost{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:20px;
+    width:80px; }
+    .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{
+      cursor:not-allowed; }
+  .bp3-tag-input .bp3-button,
+  .bp3-tag-input .bp3-spinner{
+    margin:3px;
+    margin-left:0; }
+  .bp3-tag-input .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-tag-input.bp3-large{
+    height:auto;
+    min-height:40px; }
+    .bp3-tag-input.bp3-large::before,
+    .bp3-tag-input.bp3-large > *{
+      margin-right:10px; }
+    .bp3-tag-input.bp3-large:empty::before,
+    .bp3-tag-input.bp3-large > :last-child{
+      margin-right:0; }
+    .bp3-tag-input.bp3-large .bp3-tag-input-icon{
+      margin-left:5px;
+      margin-top:10px; }
+    .bp3-tag-input.bp3-large .bp3-input-ghost{
+      line-height:30px; }
+    .bp3-tag-input.bp3-large .bp3-button{
+      min-height:30px;
+      min-width:30px;
+      padding:5px 10px;
+      margin:5px;
+      margin-left:0; }
+    .bp3-tag-input.bp3-large .bp3-spinner{
+      margin:8px;
+      margin-left:0; }
+  .bp3-tag-input.bp3-active{
+    background-color:#ffffff;
+    -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);
+            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); }
+    .bp3-tag-input.bp3-active.bp3-intent-primary{
+      -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);
+              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); }
+    .bp3-tag-input.bp3-active.bp3-intent-success{
+      -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);
+              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); }
+    .bp3-tag-input.bp3-active.bp3-intent-warning{
+      -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);
+              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); }
+    .bp3-tag-input.bp3-active.bp3-intent-danger{
+      -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);
+              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); }
+  .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{
+    background-color:rgba(16, 22, 26, 0.3);
+    -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);
+            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); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{
+      -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);
+              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); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{
+      -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);
+              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); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{
+      -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);
+              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); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{
+      -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);
+              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); }
+
+.bp3-input-ghost{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0; }
+  .bp3-input-ghost::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:focus{
+    outline:none !important; }
+.bp3-toast{
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  background-color:#ffffff;
+  border-radius:3px;
+  -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);
+          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);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:20px 0 0;
+  max-width:500px;
+  min-width:300px;
+  pointer-events:all;
+  position:relative !important; }
+  .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-exit{
+    opacity:1;
+    -webkit-filter:blur(0);
+            filter:blur(0); }
+  .bp3-toast.bp3-toast-exit-active{
+    opacity:0;
+    -webkit-filter:blur(10px);
+            filter:blur(10px);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:opacity, filter;
+    transition-property:opacity, filter, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast.bp3-toast-exit ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0); }
+  .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px);
+    -webkit-transition-delay:50ms;
+            transition-delay:50ms;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast .bp3-button-group{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    padding:5px;
+    padding-left:0; }
+  .bp3-toast > .bp3-icon{
+    color:#5c7080;
+    margin:12px;
+    margin-right:0; }
+  .bp3-toast.bp3-dark,
+  .bp3-dark .bp3-toast{
+    background-color:#394b59;
+    -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);
+            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); }
+    .bp3-toast.bp3-dark > .bp3-icon,
+    .bp3-dark .bp3-toast > .bp3-icon{
+      color:#a7b6c2; }
+  .bp3-toast[class*="bp3-intent-"] a{
+    color:rgba(255, 255, 255, 0.7); }
+    .bp3-toast[class*="bp3-intent-"] a:hover{
+      color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] > .bp3-icon{
+    color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button, .bp3-toast[class*="bp3-intent-"] .bp3-button::before,
+  .bp3-toast[class*="bp3-intent-"] .bp3-button .bp3-icon, .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    color:rgba(255, 255, 255, 0.7) !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:focus{
+    outline-color:rgba(255, 255, 255, 0.5); }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:hover{
+    background-color:rgba(255, 255, 255, 0.15) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    background-color:rgba(255, 255, 255, 0.3) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button::after{
+    background:rgba(255, 255, 255, 0.3) !important; }
+  .bp3-toast.bp3-intent-primary{
+    background-color:#137cbd;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-success{
+    background-color:#0f9960;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-warning{
+    background-color:#d9822b;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-danger{
+    background-color:#db3737;
+    color:#ffffff; }
+
+.bp3-toast-message{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  padding:11px;
+  word-break:break-word; }
+
+.bp3-toast-container{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box !important;
+  display:-ms-flexbox !important;
+  display:flex !important;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  left:0;
+  overflow:hidden;
+  padding:0 20px 20px;
+  pointer-events:none;
+  right:0;
+  z-index:40; }
+  .bp3-toast-container.bp3-toast-container-in-portal{
+    position:fixed; }
+  .bp3-toast-container.bp3-toast-container-inline{
+    position:absolute; }
+  .bp3-toast-container.bp3-toast-container-top{
+    top:0; }
+  .bp3-toast-container.bp3-toast-container-bottom{
+    bottom:0;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:reverse;
+        -ms-flex-direction:column-reverse;
+            flex-direction:column-reverse;
+    top:auto; }
+  .bp3-toast-container.bp3-toast-container-left{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start; }
+  .bp3-toast-container.bp3-toast-container-right{
+    -webkit-box-align:end;
+        -ms-flex-align:end;
+            align-items:flex-end; }
+
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),
+.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),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{
+  -webkit-transform:translateY(60px);
+          transform:translateY(60px); }
+.bp3-tooltip{
+  -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);
+          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);
+  -webkit-transform:scale(1);
+          transform:scale(1); }
+  .bp3-tooltip .bp3-popover-arrow{
+    height:22px;
+    position:absolute;
+    width:22px; }
+    .bp3-tooltip .bp3-popover-arrow::before{
+      height:14px;
+      margin:4px;
+      width:14px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{
+    margin-bottom:11px;
+    margin-top:-11px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+      bottom:-8px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{
+    margin-left:11px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+      left:-8px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{
+    margin-top:11px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+      top:-8px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{
+    margin-left:-11px;
+    margin-right:11px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+      right:-8px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+    top:-0.22183px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+    right:-0.22183px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+    left:-0.22183px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+    bottom:-0.22183px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-tooltip .bp3-popover-content{
+    background:#394b59;
+    color:#f5f8fa; }
+  .bp3-tooltip .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-tooltip .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-tooltip .bp3-popover-arrow-fill{
+    fill:#394b59; }
+  .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8); }
+  .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover-exit > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tooltip .bp3-popover-content{
+    padding:10px 12px; }
+  .bp3-tooltip.bp3-dark,
+  .bp3-dark .bp3-tooltip{
+    -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);
+            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); }
+    .bp3-tooltip.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-tooltip .bp3-popover-content{
+      background:#e1e8ed;
+      color:#394b59; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{
+      fill:#e1e8ed; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-content{
+    background:#137cbd;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{
+    fill:#137cbd; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-content{
+    background:#0f9960;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{
+    fill:#0f9960; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-content{
+    background:#d9822b;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{
+    fill:#d9822b; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-content{
+    background:#db3737;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{
+    fill:#db3737; }
+
+.bp3-tooltip-indicator{
+  border-bottom:dotted 1px;
+  cursor:help; }
+.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{
+  color:#5c7080; }
+  .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-tree-node-list{
+  list-style:none;
+  margin:0;
+  padding-left:0; }
+
+.bp3-tree-root{
+  background-color:transparent;
+  cursor:default;
+  padding-left:0;
+  position:relative; }
+
+.bp3-tree-node-content-0{
+  padding-left:0px; }
+
+.bp3-tree-node-content-1{
+  padding-left:23px; }
+
+.bp3-tree-node-content-2{
+  padding-left:46px; }
+
+.bp3-tree-node-content-3{
+  padding-left:69px; }
+
+.bp3-tree-node-content-4{
+  padding-left:92px; }
+
+.bp3-tree-node-content-5{
+  padding-left:115px; }
+
+.bp3-tree-node-content-6{
+  padding-left:138px; }
+
+.bp3-tree-node-content-7{
+  padding-left:161px; }
+
+.bp3-tree-node-content-8{
+  padding-left:184px; }
+
+.bp3-tree-node-content-9{
+  padding-left:207px; }
+
+.bp3-tree-node-content-10{
+  padding-left:230px; }
+
+.bp3-tree-node-content-11{
+  padding-left:253px; }
+
+.bp3-tree-node-content-12{
+  padding-left:276px; }
+
+.bp3-tree-node-content-13{
+  padding-left:299px; }
+
+.bp3-tree-node-content-14{
+  padding-left:322px; }
+
+.bp3-tree-node-content-15{
+  padding-left:345px; }
+
+.bp3-tree-node-content-16{
+  padding-left:368px; }
+
+.bp3-tree-node-content-17{
+  padding-left:391px; }
+
+.bp3-tree-node-content-18{
+  padding-left:414px; }
+
+.bp3-tree-node-content-19{
+  padding-left:437px; }
+
+.bp3-tree-node-content-20{
+  padding-left:460px; }
+
+.bp3-tree-node-content{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:30px;
+  padding-right:5px;
+  width:100%; }
+  .bp3-tree-node-content:hover{
+    background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-tree-node-caret,
+.bp3-tree-node-caret-none{
+  min-width:30px; }
+
+.bp3-tree-node-caret{
+  color:#5c7080;
+  cursor:pointer;
+  padding:7px;
+  -webkit-transform:rotate(0deg);
+          transform:rotate(0deg);
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tree-node-caret:hover{
+    color:#182026; }
+  .bp3-dark .bp3-tree-node-caret{
+    color:#a7b6c2; }
+    .bp3-dark .bp3-tree-node-caret:hover{
+      color:#f5f8fa; }
+  .bp3-tree-node-caret.bp3-tree-node-caret-open{
+    -webkit-transform:rotate(90deg);
+            transform:rotate(90deg); }
+  .bp3-tree-node-caret.bp3-icon-standard::before{
+    content:""; }
+
+.bp3-tree-node-icon{
+  margin-right:7px;
+  position:relative; }
+
+.bp3-tree-node-label{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-label span{
+    display:inline; }
+
+.bp3-tree-node-secondary-label{
+  padding:0 5px;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-secondary-label .bp3-popover-wrapper,
+  .bp3-tree-node-secondary-label .bp3-popover-target{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-content{
+  background-color:inherit;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,
+.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,
+  .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{
+    color:#ffffff; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{
+    color:rgba(255, 255, 255, 0.7); }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{
+    color:#ffffff; }
+
+.bp3-dark .bp3-tree-node-content:hover{
+  background-color:rgba(92, 112, 128, 0.3); }
+
+.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{
+  color:#a7b6c2; }
+  .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{
+    color:#137cbd; }
+  .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{
+    color:#0f9960; }
+  .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{
+    color:#d9822b; }
+  .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{
+    color:#db3737; }
+
+.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+.bp3-omnibar{
+  -webkit-filter:blur(0);
+          filter:blur(0);
+  opacity:1;
+  background-color:#ffffff;
+  border-radius:3px;
+  -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);
+          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);
+  left:calc(50% - 250px);
+  top:20vh;
+  width:500px;
+  z-index:21; }
+  .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2; }
+  .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar.bp3-overlay-exit{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1; }
+  .bp3-omnibar.bp3-overlay-exit-active{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar .bp3-input{
+    background-color:transparent;
+    border-radius:0; }
+    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-omnibar .bp3-menu{
+    background-color:transparent;
+    border-radius:0;
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+    max-height:calc(60vh - 40px);
+    overflow:auto; }
+    .bp3-omnibar .bp3-menu:empty{
+      display:none; }
+  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
+    background-color:#30404d;
+    -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);
+            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); }
+
+.bp3-omnibar-overlay .bp3-overlay-backdrop{
+  background-color:rgba(16, 22, 26, 0.2); }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+
+.bp3-multi-select{
+  min-width:150px; }
+
+.bp3-multi-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto; }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-console: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwMCAyMDAiPgogIDxnIGNsYXNzPSJqcC1pY29uLWJyYW5kMSBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiMwMjg4RDEiPgogICAgPHBhdGggZD0iTTIwIDE5LjhoMTYwdjE1OS45SDIweiIvPgogIDwvZz4KICA8ZyBjbGFzcz0ianAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNmZmYiPgogICAgPHBhdGggZD0iTTEwNSAxMjcuM2g0MHYxMi44aC00MHpNNTEuMSA3N0w3NCA5OS45bC0yMy4zIDIzLjMgMTAuNSAxMC41IDIzLjMtMjMuM0w5NSA5OS45IDg0LjUgODkuNCA2MS42IDY2LjV6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-copy: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTExLjksMUgzLjJDMi40LDEsMS43LDEuNywxLjcsMi41djEwLjJoMS41VjIuNWg4LjdWMXogTTE0LjEsMy45aC04Yy0wLjgsMC0xLjUsMC43LTEuNSwxLjV2MTAuMmMwLDAuOCwwLjcsMS41LDEuNSwxLjVoOCBjMC44LDAsMS41LTAuNywxLjUtMS41VjUuNEMxNS41LDQuNiwxNC45LDMuOSwxNC4xLDMuOXogTTE0LjEsMTUuNWgtOFY1LjRoOFYxNS41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-copyright: url(data:image/svg+xml;base64,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);
+  --jp-icon-cut: url(data:image/svg+xml;base64,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);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-edit: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMgMTcuMjVWMjFoMy43NUwxNy44MSA5Ljk0bC0zLjc1LTMuNzVMMyAxNy4yNXpNMjAuNzEgNy4wNGMuMzktLjM5LjM5LTEuMDIgMC0xLjQxbC0yLjM0LTIuMzRjLS4zOS0uMzktMS4wMi0uMzktMS40MSAwbC0xLjgzIDEuODMgMy43NSAzLjc1IDEuODMtMS44M3oiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-extension: url(data:image/svg+xml;base64,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);
+  --jp-icon-fast-forward: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTQgMThsOC41LTZMNCA2djEyem05LTEydjEybDguNS02TDEzIDZ6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-file: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-html5: url(data:image/svg+xml;base64,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);
+  --jp-icon-image: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
+  --jp-icon-julia: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyterlab-wordmark: url(data:image/svg+xml;base64,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+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4=);
+  --jp-icon-listings-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbi13YXJuMCBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,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);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,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);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,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);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,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);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+.jp-CopyrightIcon {
+  background-image: var(--jp-icon-copyright);
+}
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+.jp-JuliaIcon {
+  background-image: var(--jp-icon-julia);
+}
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+.jp-ListingsInfoIcon {
+  background-image: var(--jp-icon-listings-info);
+}
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+/* CSS for icons in selected items in the settings editor */
+#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+#setting-editor
+  .jp-PluginList
+  .jp-mod-selected
+  .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected tabs in the sidebar tab manager */
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable-inverse[fill] {
+  fill: #fff;
+}
+
+/**
+ * TODO: come up with non css-hack solution for showing the busy icon on top
+ *  of the close icon
+ * CSS for complex behavior of close icon of tabs in the sidebar tab manager
+ */
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty.jp-mod-active
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: #fff;
+}
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) svg {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-border-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0px;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-warn-color0);
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+/* Override Blueprint's _reset.scss styles */
+html {
+  box-sizing: unset;
+}
+
+*,
+*::before,
+*::after {
+  box-sizing: unset;
+}
+
+body {
+  color: unset;
+  font-family: var(--jp-ui-font-family);
+}
+
+p {
+  margin-top: unset;
+  margin-bottom: unset;
+}
+
+small {
+  font-size: unset;
+}
+
+strong {
+  font-weight: unset;
+}
+
+/* Override Blueprint's _typography.scss styles */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Override Blueprint's _accessibility.scss styles */
+:focus {
+  outline: unset;
+  outline-offset: unset;
+  -moz-outline-radius: unset;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  border-radius: var(--jp-border-radius);
+  padding: 0px 12px;
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Use our own theme for hover styles */
+button.jp-Button.bp3-button.bp3-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+.jp-Button.minimal {
+  color: unset !important;
+}
+
+.jp-Button.jp-ToolbarButtonComponent {
+  text-transform: none;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color3);
+}
+
+.jp-BPIcon {
+  display: inline-block;
+  vertical-align: middle;
+  margin: auto;
+}
+
+/* Stop blueprint futzing with our icon fills */
+.bp3-icon.jp-BPIcon > svg:not([fill]) {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-InputGroupAction {
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+/* Use our own theme for hover and option styles */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-top: 1px solid var(--jp-border-color2);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size2);
+}
+
+.jp-Collapse-header:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Collapse-contents {
+  padding: 0px 12px 0px 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0px;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0px 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-SearchIconGroup {
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  padding: 5px 5px 1px 5px;
+}
+
+.jp-SearchIconGroup svg {
+  height: 20px;
+  width: 20px;
+}
+
+.jp-SearchIconGroup .jp-icon3[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color2);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0px;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.6;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty:after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0px 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0px;
+  left: 0px;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px;
+  padding-bottom: 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0px 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+.jp-HoverBox.jp-mod-outofview {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+.jp-Input-Boolean-Dialog {
+  flex-direction: row-reverse;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-Input-Boolean-Dialog > label {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #aa00ff;
+
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ffff00;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eeeeee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent:before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent:after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0px 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input[type='checkbox'].jp-mod-styled {
+  appearance: checkbox;
+  -webkit-appearance: checkbox;
+  -moz-appearance: checkbox;
+  height: auto;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FileDialog-Checkbox {
+  margin-top: 35px;
+  display: flex;
+  flex-direction: row;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-FileDialog-Checkbox > label {
+  flex: 1 1 auto;
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  height: 28px;
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  background-color: var(--jp-layout-color1);
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  height: 32px;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 1;
+  overflow-x: auto;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px;
+  margin: 0px;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px 6px;
+  margin: 0px;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent span {
+  padding: 0px;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ body.p-mod-override-cursor *, /* </DEPRECATED> */
+body.lm-mod-override-cursor * {
+  cursor: inherit !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/* BASICS */
+
+.CodeMirror {
+  /* Set height, width, borders, and global font properties here */
+  font-family: monospace;
+  height: 300px;
+  color: black;
+  direction: ltr;
+}
+
+/* PADDING */
+
+.CodeMirror-lines {
+  padding: 4px 0; /* Vertical padding around content */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  padding: 0 4px; /* Horizontal padding of content */
+}
+
+.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  background-color: white; /* The little square between H and V scrollbars */
+}
+
+/* GUTTER */
+
+.CodeMirror-gutters {
+  border-right: 1px solid #ddd;
+  background-color: #f7f7f7;
+  white-space: nowrap;
+}
+.CodeMirror-linenumbers {}
+.CodeMirror-linenumber {
+  padding: 0 3px 0 5px;
+  min-width: 20px;
+  text-align: right;
+  color: #999;
+  white-space: nowrap;
+}
+
+.CodeMirror-guttermarker { color: black; }
+.CodeMirror-guttermarker-subtle { color: #999; }
+
+/* CURSOR */
+
+.CodeMirror-cursor {
+  border-left: 1px solid black;
+  border-right: none;
+  width: 0;
+}
+/* Shown when moving in bi-directional text */
+.CodeMirror div.CodeMirror-secondarycursor {
+  border-left: 1px solid silver;
+}
+.cm-fat-cursor .CodeMirror-cursor {
+  width: auto;
+  border: 0 !important;
+  background: #7e7;
+}
+.cm-fat-cursor div.CodeMirror-cursors {
+  z-index: 1;
+}
+.cm-fat-cursor-mark {
+  background-color: rgba(20, 255, 20, 0.5);
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+}
+.cm-animate-fat-cursor {
+  width: auto;
+  border: 0;
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+  background-color: #7e7;
+}
+@-moz-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@-webkit-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+
+/* Can style cursor different in overwrite (non-insert) mode */
+.CodeMirror-overwrite .CodeMirror-cursor {}
+
+.cm-tab { display: inline-block; text-decoration: inherit; }
+
+.CodeMirror-rulers {
+  position: absolute;
+  left: 0; right: 0; top: -50px; bottom: 0;
+  overflow: hidden;
+}
+.CodeMirror-ruler {
+  border-left: 1px solid #ccc;
+  top: 0; bottom: 0;
+  position: absolute;
+}
+
+/* DEFAULT THEME */
+
+.cm-s-default .cm-header {color: blue;}
+.cm-s-default .cm-quote {color: #090;}
+.cm-negative {color: #d44;}
+.cm-positive {color: #292;}
+.cm-header, .cm-strong {font-weight: bold;}
+.cm-em {font-style: italic;}
+.cm-link {text-decoration: underline;}
+.cm-strikethrough {text-decoration: line-through;}
+
+.cm-s-default .cm-keyword {color: #708;}
+.cm-s-default .cm-atom {color: #219;}
+.cm-s-default .cm-number {color: #164;}
+.cm-s-default .cm-def {color: #00f;}
+.cm-s-default .cm-variable,
+.cm-s-default .cm-punctuation,
+.cm-s-default .cm-property,
+.cm-s-default .cm-operator {}
+.cm-s-default .cm-variable-2 {color: #05a;}
+.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}
+.cm-s-default .cm-comment {color: #a50;}
+.cm-s-default .cm-string {color: #a11;}
+.cm-s-default .cm-string-2 {color: #f50;}
+.cm-s-default .cm-meta {color: #555;}
+.cm-s-default .cm-qualifier {color: #555;}
+.cm-s-default .cm-builtin {color: #30a;}
+.cm-s-default .cm-bracket {color: #997;}
+.cm-s-default .cm-tag {color: #170;}
+.cm-s-default .cm-attribute {color: #00c;}
+.cm-s-default .cm-hr {color: #999;}
+.cm-s-default .cm-link {color: #00c;}
+
+.cm-s-default .cm-error {color: #f00;}
+.cm-invalidchar {color: #f00;}
+
+.CodeMirror-composing { border-bottom: 2px solid; }
+
+/* Default styles for common addons */
+
+div.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}
+div.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}
+.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }
+.CodeMirror-activeline-background {background: #e8f2ff;}
+
+/* STOP */
+
+/* The rest of this file contains styles related to the mechanics of
+   the editor. You probably shouldn't touch them. */
+
+.CodeMirror {
+  position: relative;
+  overflow: hidden;
+  background: white;
+}
+
+.CodeMirror-scroll {
+  overflow: scroll !important; /* Things will break if this is overridden */
+  /* 50px is the magic margin used to hide the element's real scrollbars */
+  /* See overflow: hidden in .CodeMirror */
+  margin-bottom: -50px; margin-right: -50px;
+  padding-bottom: 50px;
+  height: 100%;
+  outline: none; /* Prevent dragging from highlighting the element */
+  position: relative;
+}
+.CodeMirror-sizer {
+  position: relative;
+  border-right: 50px solid transparent;
+}
+
+/* The fake, visible scrollbars. Used to force redraw during scrolling
+   before actual scrolling happens, thus preventing shaking and
+   flickering artifacts. */
+.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  position: absolute;
+  z-index: 6;
+  display: none;
+  outline: none;
+}
+.CodeMirror-vscrollbar {
+  right: 0; top: 0;
+  overflow-x: hidden;
+  overflow-y: scroll;
+}
+.CodeMirror-hscrollbar {
+  bottom: 0; left: 0;
+  overflow-y: hidden;
+  overflow-x: scroll;
+}
+.CodeMirror-scrollbar-filler {
+  right: 0; bottom: 0;
+}
+.CodeMirror-gutter-filler {
+  left: 0; bottom: 0;
+}
+
+.CodeMirror-gutters {
+  position: absolute; left: 0; top: 0;
+  min-height: 100%;
+  z-index: 3;
+}
+.CodeMirror-gutter {
+  white-space: normal;
+  height: 100%;
+  display: inline-block;
+  vertical-align: top;
+  margin-bottom: -50px;
+}
+.CodeMirror-gutter-wrapper {
+  position: absolute;
+  z-index: 4;
+  background: none !important;
+  border: none !important;
+}
+.CodeMirror-gutter-background {
+  position: absolute;
+  top: 0; bottom: 0;
+  z-index: 4;
+}
+.CodeMirror-gutter-elt {
+  position: absolute;
+  cursor: default;
+  z-index: 4;
+}
+.CodeMirror-gutter-wrapper ::selection { background-color: transparent }
+.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }
+
+.CodeMirror-lines {
+  cursor: text;
+  min-height: 1px; /* prevents collapsing before first draw */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  /* Reset some styles that the rest of the page might have set */
+  -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;
+  border-width: 0;
+  background: transparent;
+  font-family: inherit;
+  font-size: inherit;
+  margin: 0;
+  white-space: pre;
+  word-wrap: normal;
+  line-height: inherit;
+  color: inherit;
+  z-index: 2;
+  position: relative;
+  overflow: visible;
+  -webkit-tap-highlight-color: transparent;
+  -webkit-font-variant-ligatures: contextual;
+  font-variant-ligatures: contextual;
+}
+.CodeMirror-wrap pre.CodeMirror-line,
+.CodeMirror-wrap pre.CodeMirror-line-like {
+  word-wrap: break-word;
+  white-space: pre-wrap;
+  word-break: normal;
+}
+
+.CodeMirror-linebackground {
+  position: absolute;
+  left: 0; right: 0; top: 0; bottom: 0;
+  z-index: 0;
+}
+
+.CodeMirror-linewidget {
+  position: relative;
+  z-index: 2;
+  padding: 0.1px; /* Force widget margins to stay inside of the container */
+}
+
+.CodeMirror-widget {}
+
+.CodeMirror-rtl pre { direction: rtl; }
+
+.CodeMirror-code {
+  outline: none;
+}
+
+/* Force content-box sizing for the elements where we expect it */
+.CodeMirror-scroll,
+.CodeMirror-sizer,
+.CodeMirror-gutter,
+.CodeMirror-gutters,
+.CodeMirror-linenumber {
+  -moz-box-sizing: content-box;
+  box-sizing: content-box;
+}
+
+.CodeMirror-measure {
+  position: absolute;
+  width: 100%;
+  height: 0;
+  overflow: hidden;
+  visibility: hidden;
+}
+
+.CodeMirror-cursor {
+  position: absolute;
+  pointer-events: none;
+}
+.CodeMirror-measure pre { position: static; }
+
+div.CodeMirror-cursors {
+  visibility: hidden;
+  position: relative;
+  z-index: 3;
+}
+div.CodeMirror-dragcursors {
+  visibility: visible;
+}
+
+.CodeMirror-focused div.CodeMirror-cursors {
+  visibility: visible;
+}
+
+.CodeMirror-selected { background: #d9d9d9; }
+.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }
+.CodeMirror-crosshair { cursor: crosshair; }
+.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }
+.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }
+
+.cm-searching {
+  background-color: #ffa;
+  background-color: rgba(255, 255, 0, .4);
+}
+
+/* Used to force a border model for a node */
+.cm-force-border { padding-right: .1px; }
+
+@media print {
+  /* Hide the cursor when printing */
+  .CodeMirror div.CodeMirror-cursors {
+    visibility: hidden;
+  }
+}
+
+/* See issue #2901 */
+.cm-tab-wrap-hack:after { content: ''; }
+
+/* Help users use markselection to safely style text background */
+span.CodeMirror-selectedtext { background: none; }
+
+.CodeMirror-dialog {
+  position: absolute;
+  left: 0; right: 0;
+  background: inherit;
+  z-index: 15;
+  padding: .1em .8em;
+  overflow: hidden;
+  color: inherit;
+}
+
+.CodeMirror-dialog-top {
+  border-bottom: 1px solid #eee;
+  top: 0;
+}
+
+.CodeMirror-dialog-bottom {
+  border-top: 1px solid #eee;
+  bottom: 0;
+}
+
+.CodeMirror-dialog input {
+  border: none;
+  outline: none;
+  background: transparent;
+  width: 20em;
+  color: inherit;
+  font-family: monospace;
+}
+
+.CodeMirror-dialog button {
+  font-size: 70%;
+}
+
+.CodeMirror-foldmarker {
+  color: blue;
+  text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;
+  font-family: arial;
+  line-height: .3;
+  cursor: pointer;
+}
+.CodeMirror-foldgutter {
+  width: .7em;
+}
+.CodeMirror-foldgutter-open,
+.CodeMirror-foldgutter-folded {
+  cursor: pointer;
+}
+.CodeMirror-foldgutter-open:after {
+  content: "\25BE";
+}
+.CodeMirror-foldgutter-folded:after {
+  content: "\25B8";
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.CodeMirror {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+  /* Changed to auto to autogrow */
+}
+
+.CodeMirror pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* This causes https://github.com/jupyter/jupyterlab/issues/522 */
+/* May not cause it not because we changed it! */
+.CodeMirror-lines {
+  padding: var(--jp-code-padding) 0;
+}
+
+.CodeMirror-linenumber {
+  padding: 0 8px;
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {
+  display: none;
+}
+
+.CodeMirror-gutters {
+  border-right: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.CodeMirror-selectedtext.cm-searching {
+  background-color: var(--jp-search-selected-match-background-color) !important;
+  color: var(--jp-search-selected-match-color) !important;
+}
+
+.cm-searching {
+  background-color: var(
+    --jp-search-unselected-match-background-color
+  ) !important;
+  color: var(--jp-search-unselected-match-color) !important;
+}
+
+.CodeMirror-focused .CodeMirror-selected {
+  background-color: var(--jp-editor-selected-focused-background);
+}
+
+.CodeMirror-selected {
+  background-color: var(--jp-editor-selected-background);
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/**
+ * Here is our jupyter theme for CodeMirror syntax highlighting
+ * This is used in our marked.js syntax highlighting and CodeMirror itself
+ * The string "jupyter" is set in ../codemirror/widget.DEFAULT_CODEMIRROR_THEME
+ * This came from the classic notebook, which came form highlight.js/GitHub
+ */
+
+/**
+ * CodeMirror themes are handling the background/color in this way. This works
+ * fine for CodeMirror editors outside the notebook, but the notebook styles
+ * these things differently.
+ */
+.CodeMirror.cm-s-jupyter {
+  background: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* In the notebook, we want this styling to be handled by its container */
+.jp-CodeConsole .CodeMirror.cm-s-jupyter,
+.jp-Notebook .CodeMirror.cm-s-jupyter {
+  background: transparent;
+}
+
+.cm-s-jupyter .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+.cm-s-jupyter span.cm-keyword {
+  color: var(--jp-mirror-editor-keyword-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-atom {
+  color: var(--jp-mirror-editor-atom-color);
+}
+.cm-s-jupyter span.cm-number {
+  color: var(--jp-mirror-editor-number-color);
+}
+.cm-s-jupyter span.cm-def {
+  color: var(--jp-mirror-editor-def-color);
+}
+.cm-s-jupyter span.cm-variable {
+  color: var(--jp-mirror-editor-variable-color);
+}
+.cm-s-jupyter span.cm-variable-2 {
+  color: var(--jp-mirror-editor-variable-2-color);
+}
+.cm-s-jupyter span.cm-variable-3 {
+  color: var(--jp-mirror-editor-variable-3-color);
+}
+.cm-s-jupyter span.cm-punctuation {
+  color: var(--jp-mirror-editor-punctuation-color);
+}
+.cm-s-jupyter span.cm-property {
+  color: var(--jp-mirror-editor-property-color);
+}
+.cm-s-jupyter span.cm-operator {
+  color: var(--jp-mirror-editor-operator-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-comment {
+  color: var(--jp-mirror-editor-comment-color);
+  font-style: italic;
+}
+.cm-s-jupyter span.cm-string {
+  color: var(--jp-mirror-editor-string-color);
+}
+.cm-s-jupyter span.cm-string-2 {
+  color: var(--jp-mirror-editor-string-2-color);
+}
+.cm-s-jupyter span.cm-meta {
+  color: var(--jp-mirror-editor-meta-color);
+}
+.cm-s-jupyter span.cm-qualifier {
+  color: var(--jp-mirror-editor-qualifier-color);
+}
+.cm-s-jupyter span.cm-builtin {
+  color: var(--jp-mirror-editor-builtin-color);
+}
+.cm-s-jupyter span.cm-bracket {
+  color: var(--jp-mirror-editor-bracket-color);
+}
+.cm-s-jupyter span.cm-tag {
+  color: var(--jp-mirror-editor-tag-color);
+}
+.cm-s-jupyter span.cm-attribute {
+  color: var(--jp-mirror-editor-attribute-color);
+}
+.cm-s-jupyter span.cm-header {
+  color: var(--jp-mirror-editor-header-color);
+}
+.cm-s-jupyter span.cm-quote {
+  color: var(--jp-mirror-editor-quote-color);
+}
+.cm-s-jupyter span.cm-link {
+  color: var(--jp-mirror-editor-link-color);
+}
+.cm-s-jupyter span.cm-error {
+  color: var(--jp-mirror-editor-error-color);
+}
+.cm-s-jupyter span.cm-hr {
+  color: #999;
+}
+
+.cm-s-jupyter span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+
+.cm-s-jupyter .CodeMirror-activeline-background,
+.cm-s-jupyter .CodeMirror-gutter {
+  background-color: var(--jp-layout-color2);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .remote-caret {
+  position: relative;
+  border-left: 2px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .remote-caret > div {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -2px;
+  font-size: 0.95em;
+  background-color: rgb(250, 129, 0);
+  font-family: var(--jp-ui-font-family);
+  font-weight: bold;
+  line-height: normal;
+  user-select: none;
+  color: white;
+  padding-left: 2px;
+  padding-right: 2px;
+  z-index: 3;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .remote-caret.hide-name > div {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .remote-caret:hover > div {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0px;
+  padding: 0px;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0em;
+}
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: 12px;
+  table-layout: fixed;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon table {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0px;
+}
+
+.jp-RenderedHTMLCommon p {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+/* ...or leave it untouched if they don't */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: 0.8em;
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser {
+  display: flex;
+  flex-direction: column;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  border-bottom: none;
+  height: auto;
+  margin: var(--jp-toolbar-header-margin);
+  box-shadow: none;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0px 2px;
+  padding: 0px 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0px;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  padding: 0px;
+  margin: 8px 12px 0px 12px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent:focus-visible {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent
+  .jp-icon3 {
+  fill: white;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: var(--jp-error-color1);
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileBrowser-filterBox {
+  padding: 0px;
+  flex: 0 0 auto;
+  margin: 8px 12px 0px 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing:focus-visible {
+  border: 1px solid var(--jp-brand-color1);
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px 12px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {
+  color: var(--jp-success-color1);
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.jp-mod-running.jp-mod-selected
+  .jp-DirListing-itemIcon:before {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0px;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-DirListing-deadSpace {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+}
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: flex;
+  flex-direction: row;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child {
+  flex-direction: column;
+}
+
+.jp-OutputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+body[data-format='mobile'] .jp-OutputPrompt {
+  flex: 0 0 auto;
+  text-align: left;
+}
+
+.jp-OutputArea-output {
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea-child .jp-OutputArea-output {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {
+  margin-left: var(--jp-notebook-padding);
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0px;
+  padding: 0px;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0px;
+  flex: 1 1 auto;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-stdin {
+  line-height: var(--jp-code-line-height);
+  padding-top: var(--jp-code-padding);
+  display: flex;
+}
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0px;
+  bottom: 0px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0px;
+  width: 100%;
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+}
+
+body[data-format='mobile'] .jp-InputArea {
+  flex-direction: column;
+}
+
+.jp-InputArea-editor {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0px;
+  background: var(--jp-cell-editor-background);
+}
+
+body[data-format='mobile'] .jp-InputArea-editor {
+  margin-left: var(--jp-notebook-padding);
+}
+
+.jp-InputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+body[data-format='mobile'] .jp-InputPrompt {
+  flex: 0 0 auto;
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: flex;
+  flex-direction: row;
+  flex: 1 1 auto;
+}
+
+.jp-Placeholder-prompt {
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  flex: 1 1 auto;
+  border: none;
+  background: transparent;
+  height: 20px;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0px;
+  margin: 0px;
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 200px;
+  box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  flex: 0 0
+    calc(
+      var(--jp-cell-prompt-width) -
+        var(--jp-private-cell-scrolling-output-offset)
+    );
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  flex: 1 1 auto;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+.jp-showHiddenCellsButton {
+  margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));
+  margin-top: var(--jp-code-padding);
+  border: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-border-color3) !important;
+  color: var(--jp-content-font-color0) !important;
+}
+
+.jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-MarkdownCell:hover .jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  position: absolute;
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: 2px;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-MainAreaWidget-ContainStrict .jp-Notebook * {
+  contain: strict;
+}
+
+.jp-Notebook-render * {
+  contain: none !important;
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+  float: left;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* cell is dirty */
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {
+  color: var(--jp-warn-color1);
+}
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {
+  color: var(--jp-warn-color1);
+  content: '•';
+}
+
+.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {
+  background: var(--jp-warn-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: block;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0px;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-NotebookTools-tool {
+  padding: 0px 12px 0 12px;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px;
+  background-color: var(--jp-layout-color1);
+  border-top: none !important;
+}
+
+.jp-ActiveCellTool .jp-InputArea-prompt {
+  flex: 0 0 auto;
+  padding-left: 0px;
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor {
+  flex: 1 1 auto;
+  background: var(--jp-cell-editor-background);
+  border-color: var(--jp-cell-editor-border-color);
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {
+  background: transparent;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0px 12px 0px;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-Placeholder {
+  padding-left: 55px;
+}
+
+.jp-Cell-Placeholder-wrapper {
+  background: #fff;
+  border: 1px solid;
+  border-color: #e5e6e9 #dfe0e4 #d0d1d5;
+  border-radius: 4px;
+  -webkit-border-radius: 4px;
+  margin: 10px 15px;
+}
+
+.jp-Cell-Placeholder-wrapper-inner {
+  padding: 15px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body {
+  background-repeat: repeat;
+  background-size: 50% auto;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  background: #f6f7f8;
+  background-image: -webkit-linear-gradient(
+    left,
+    #f6f7f8 0%,
+    #edeef1 20%,
+    #f6f7f8 40%,
+    #f6f7f8 100%
+  );
+  background-repeat: no-repeat;
+  background-size: 800px 104px;
+  height: 104px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  position: absolute;
+  right: 15px;
+  left: 15px;
+  top: 15px;
+}
+
+div.jp-Cell-Placeholder-h1 {
+  top: 20px;
+  height: 20px;
+  left: 15px;
+  width: 150px;
+}
+
+div.jp-Cell-Placeholder-h2 {
+  left: 15px;
+  top: 50px;
+  height: 10px;
+  width: 100px;
+}
+
+div.jp-Cell-Placeholder-content-1,
+div.jp-Cell-Placeholder-content-2,
+div.jp-Cell-Placeholder-content-3 {
+  left: 15px;
+  right: 15px;
+  height: 10px;
+}
+
+div.jp-Cell-Placeholder-content-1 {
+  top: 100px;
+}
+
+div.jp-Cell-Placeholder-content-2 {
+  top: 120px;
+}
+
+div.jp-Cell-Placeholder-content-3 {
+  top: 140px;
+}
+
+</style>
+
+    <style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
+    0px 1px 1px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 3px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
+    0px 2px 2px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 5px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
+    0px 4px 5px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 10px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
+    0px 6px 10px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 18px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
+    0px 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0px 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
+    0px 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0px 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
+    0px 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0px 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
+    0px 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0px 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
+    0px 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0px 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
+  --jp-ui-font-size0: 0.83333em;
+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+
+  --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,
+    Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
+  --jp-ui-font-color0: rgba(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
+  --jp-content-font-color0: rgba(0, 0, 0, 1);
+  --jp-content-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+
+  --jp-content-link-color: var(--md-blue-700);
+
+  --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',
+    Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
+    'Segoe UI Symbol';
+
+  /*
+   * Code Fonts
+   *
+   * Code font variables are used for typography of code and other monospaces content.
+   */
+
+  --jp-code-font-size: 13px;
+  --jp-code-line-height: 1.3077; /* 17px for 13px base */
+  --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
+  --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
+
+  /* may need to tweak cursor width if you change font size */
+  --jp-code-cursor-width0: 1.4px;
+  --jp-code-cursor-width1: 2px;
+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
+   *
+   * The following are the main layout colors use in JupyterLab. In a light
+   * theme these would go from light to dark.
+   */
+
+  --jp-layout-color0: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-900);
+  --jp-brand-color1: var(--md-blue-700);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-900);
+  --jp-accent-color1: var(--md-green-700);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-900);
+  --jp-warn-color1: var(--md-orange-700);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-900);
+  --jp-error-color1: var(--md-red-700);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-900);
+  --jp-success-color1: var(--md-green-700);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-900);
+  --jp-info-color1: var(--md-cyan-700);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0px;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Statusbar specific styles */
+
+  --jp-statusbar-height: 24px;
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-border-color1);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: #05a;
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+}
+</style>
+
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.CodeMirror.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.CodeMirror-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Using table instead of flexbox so that we can use break-inside property */
+/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS */
+
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  min-width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-OutputArea-child {
+  display: table;
+  width: 100%;
+}
+
+.jp-OutputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  min-width: var(--jp-cell-prompt-width);
+}
+
+body[data-format='mobile'] .jp-OutputPrompt {
+  display: table-row;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {
+  display: table-row;
+}
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  width: 100%;
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+</style>
+
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-AMS_CHTML-full,Safe"> </script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    init_mathjax = function() {
+        if (window.MathJax) {
+        // MathJax loaded
+            MathJax.Hub.Config({
+                TeX: {
+                    equationNumbers: {
+                    autoNumber: "AMS",
+                    useLabelIds: true
+                    }
+                },
+                tex2jax: {
+                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+                    processEscapes: true,
+                    processEnvironments: true
+                },
+                displayAlign: 'center',
+                CommonHTML: {
+                    linebreaks: {
+                    automatic: true
+                    }
+                }
+            });
+
+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
+        }
+    }
+    init_mathjax();
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Predicting-Depression-in-Florida">Predicting Depression in Florida<a class="anchor-link" href="#Predicting-Depression-in-Florida">&#182;</a></h1><h3 id="Made-by-William-de-Melo">Made by William de Melo<a class="anchor-link" href="#Made-by-William-de-Melo">&#182;</a></h3><h2 id="Using-Machine-Learning-to-Fill-in-Missing-Data">Using Machine Learning to Fill in Missing Data<a class="anchor-link" href="#Using-Machine-Learning-to-Fill-in-Missing-Data">&#182;</a></h2><p>SimplyAnalytics is a web-based data mapping application that incorporates information from several nationally representative data sources on a variety of subjects. One such source is the CDC PLACES project, primarily concerned with health outcomes (<a href="https://www.cdc.gov/places/index.html">https://www.cdc.gov/places/index.html</a>). Unfortunately, the CDC's data on rates of depression is missing for all counties in Florida. In this notebook, I attempt to predict what those depression rates are using machine learning.</p>
+<p>I use various machine learning models to generate predictions of what this missing data is likely to be, based on the abundance of recorded data on other measures I deemed relevant to rates of depression in the US. The important thing to note is that data for depression is missing in Florida, but is recorded for every other state's counties. Additionally, both Florida and the other states' counties share the explanatory variables I have selected for this series of analyses. Because of this commonality, I can train the models using data from counties that have both the explanatory variables <em>and</em> data on depressive rates, so that I can apply it later to counties that have just the explanatory variables, and <em>not</em> data on depressive rates.</p>
+<p>Please look below for my code.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">warnings</span>
+<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span> <span class="n">message</span><span class="o">=</span><span class="s2">&quot;X does not have valid feature names&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[81]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Backbone of data organization</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="c1">#Machine learning tools from SciKit-Learn</span>
+<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span><span class="p">,</span> <span class="n">LinearRegression</span>
+<span class="kn">from</span> <span class="nn">sklearn.discriminant_analysis</span> <span class="kn">import</span> <span class="n">LinearDiscriminantAnalysis</span>
+<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">metrics</span>
+<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="kn">import</span> <span class="n">GaussianNB</span>
+<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span><span class="p">,</span> <span class="n">classification_report</span><span class="p">,</span> <span class="n">precision_score</span><span class="p">,</span> <span class="n">get_scorer_names</span><span class="p">,</span> <span class="n">mean_squared_error</span><span class="p">,</span> <span class="n">r2_score</span><span class="p">,</span> <span class="n">mean_squared_error</span><span class="p">,</span> <span class="n">roc_auc_score</span><span class="p">,</span> <span class="n">ConfusionMatrixDisplay</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">f1_score</span><span class="p">,</span> <span class="n">recall_score</span>
+<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span><span class="p">,</span> <span class="n">LeaveOneOut</span><span class="p">,</span> <span class="n">cross_val_score</span><span class="p">,</span> <span class="n">KFold</span><span class="p">,</span> <span class="n">GridSearchCV</span><span class="p">,</span> <span class="n">RandomizedSearchCV</span>
+<span class="kn">from</span> <span class="nn">sklearn.inspection</span> <span class="kn">import</span> <span class="n">DecisionBoundaryDisplay</span>
+<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="kn">import</span> <span class="n">KNeighborsClassifier</span>
+<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeRegressor</span><span class="p">,</span> <span class="n">DecisionTreeClassifier</span><span class="p">,</span> <span class="n">plot_tree</span><span class="p">,</span> <span class="n">export_text</span>
+<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span><span class="p">,</span> <span class="n">PolynomialFeatures</span><span class="p">,</span> <span class="n">SplineTransformer</span>
+<span class="kn">from</span> <span class="nn">sklearn.feature_selection</span> <span class="kn">import</span> <span class="n">SequentialFeatureSelector</span>
+<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">VotingClassifier</span><span class="p">,</span> <span class="n">BaggingRegressor</span><span class="p">,</span> <span class="n">BaggingClassifier</span><span class="p">,</span> <span class="n">RandomForestRegressor</span><span class="p">,</span> <span class="n">RandomForestClassifier</span><span class="p">,</span> <span class="n">AdaBoostClassifier</span><span class="p">,</span> <span class="n">AdaBoostRegressor</span><span class="p">,</span> <span class="n">GradientBoostingRegressor</span><span class="p">,</span> <span class="n">GradientBoostingClassifier</span>
+<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">LinearSVC</span><span class="p">,</span> <span class="n">SVC</span>
+<span class="c1">#Statistical Testing</span>
+<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">stats</span>
+<span class="c1">#Visualization tools</span>
+<span class="kn">import</span> <span class="nn">ipywidgets</span> <span class="k">as</span> <span class="nn">widgets</span>
+<span class="kn">from</span> <span class="nn">ipywidgets</span> <span class="kn">import</span> <span class="n">interact</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">plotly.graph_objects</span> <span class="k">as</span> <span class="nn">go</span>
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
+<span class="kn">from</span> <span class="nn">plotly.subplots</span> <span class="kn">import</span> <span class="n">make_subplots</span>
+<span class="kn">import</span> <span class="nn">plotly.io</span> <span class="k">as</span> <span class="nn">pio</span>
+<span class="n">pio</span><span class="o">.</span><span class="n">renderers</span><span class="o">.</span><span class="n">default</span> <span class="o">=</span> <span class="s1">&#39;iframe&#39;</span>
+<span class="c1">#Helps keep track of training times</span>
+<span class="kn">import</span> <span class="nn">time</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Preparing-the-data-for-classification">Preparing the data for classification<a class="anchor-link" href="#Preparing-the-data-for-classification">&#182;</a></h2><p>From SimplyAnalytics, I downloaded data on various explanatory variables in Shapefile format, before putting them through ArcGIS online to export them as .csv files. These were then joined together to create my datasets. As to not risk infringing on SimplyAnalytics' policies, I do not include the data I used with this repository, but one can find the data that I used with their own SimplyAnalytics account and the codebook I have included. To do this, export each of the variables I have specified in the codebook at the US county level, rename them to the variable names I used for my analysis, and join them together on the counties' spatial IDs.</p>
+<p>Analyzedata.csv contains all of the data I utilized in my analysis. Depression itself is recorded via the &quot;% population, with depression&quot; column. The CDC PLACES website lists a more detailed explanation of this value (<a href="https://www.cdc.gov/places/measure-definitions/health-outcomes/index.html#depression">https://www.cdc.gov/places/measure-definitions/health-outcomes/index.html#depression</a>). They record depression as the percentage of adults aged 18 or more years in the county who had ever reported a kind of depressive disorder to a healthcare provider.</p>
+<p>There are some limitations to this variable; this data does not, for instance, discriminate between major and minor depression. This means that regardless of the intensity, peoples' depressive symptoms are counted equally. Additionally, even if one is not depresssed <em>now</em>, if they told a healthcare provider they were depressed at any point in their life, they are treated as part of this statistic. This means that some of the data may not reflect current trends in nation-wide depressive rates. Still, this variable should capture a suitable estimate of the scope of depression in the US.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[3]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">analyzedata</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;analyzedata.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[4]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">analyzedata</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[4]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Unnamed: 0</th>
+      <th>spatial_id</th>
+      <th>name</th>
+      <th>perc_population_lacking_health_insurance</th>
+      <th>perc_population_noncitizens</th>
+      <th>perc_population_without_internet_access</th>
+      <th>perc_population_without_highschool_education</th>
+      <th>perc_population_whose_commute_is_90_minutes</th>
+      <th>Median_income</th>
+      <th>perc_population_male</th>
+      <th>...</th>
+      <th>perc_population_cognitive_disability</th>
+      <th>perc_population_individual_living_disability</th>
+      <th>average_selfreported_mental_health</th>
+      <th>average_selfreported_physical_health</th>
+      <th>perc_population_binge_drinking</th>
+      <th>perc_population_smoking</th>
+      <th>perc_population_without_physical_activity</th>
+      <th>perc_population_less_than_7_hours_of_sleep</th>
+      <th>perc_population_in_poverty</th>
+      <th>perc_population_with_depression</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>0</td>
+      <td>51610</td>
+      <td>Falls Church city, VA</td>
+      <td>3.8285</td>
+      <td>4.2811</td>
+      <td>1.6937</td>
+      <td>3.6473</td>
+      <td>1.3051</td>
+      <td>158005.583721</td>
+      <td>49.0126</td>
+      <td>...</td>
+      <td>7.1765</td>
+      <td>3.7250</td>
+      <td>11.5805</td>
+      <td>6.9313</td>
+      <td>18.4176</td>
+      <td>7.9498</td>
+      <td>13.5138</td>
+      <td>30.2433</td>
+      <td>2.0871</td>
+      <td>19.8510</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1</td>
+      <td>51678</td>
+      <td>Lexington city, VA</td>
+      <td>7.6005</td>
+      <td>3.3659</td>
+      <td>6.0019</td>
+      <td>4.5010</td>
+      <td>0.7884</td>
+      <td>63925.395035</td>
+      <td>60.4235</td>
+      <td>...</td>
+      <td>15.8981</td>
+      <td>8.1917</td>
+      <td>19.5995</td>
+      <td>9.9059</td>
+      <td>19.0079</td>
+      <td>12.5000</td>
+      <td>21.1924</td>
+      <td>30.8101</td>
+      <td>26.2336</td>
+      <td>24.5904</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>2</td>
+      <td>72033</td>
+      <td>Cataño Municipio, PR</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>52.0332</td>
+      <td>24.0707</td>
+      <td>5.0907</td>
+      <td>19630.975519</td>
+      <td>46.9006</td>
+      <td>...</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>45.0673</td>
+      <td>0.0000</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>3</td>
+      <td>51685</td>
+      <td>Manassas Park city, VA</td>
+      <td>12.1139</td>
+      <td>15.3833</td>
+      <td>4.0519</td>
+      <td>24.1794</td>
+      <td>10.5785</td>
+      <td>90256.312061</td>
+      <td>51.6286</td>
+      <td>...</td>
+      <td>13.2299</td>
+      <td>6.5991</td>
+      <td>16.4425</td>
+      <td>9.7563</td>
+      <td>18.7213</td>
+      <td>15.1132</td>
+      <td>23.1366</td>
+      <td>35.5040</td>
+      <td>2.8343</td>
+      <td>20.9052</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>4</td>
+      <td>51580</td>
+      <td>Covington city, VA</td>
+      <td>8.4537</td>
+      <td>0.0351</td>
+      <td>3.2832</td>
+      <td>11.8706</td>
+      <td>1.4455</td>
+      <td>42783.823622</td>
+      <td>45.1805</td>
+      <td>...</td>
+      <td>14.7383</td>
+      <td>9.3237</td>
+      <td>17.0748</td>
+      <td>13.5251</td>
+      <td>15.2101</td>
+      <td>19.3440</td>
+      <td>27.4994</td>
+      <td>35.5650</td>
+      <td>12.9587</td>
+      <td>23.4779</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 37 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>The analyzedata dataset is split into two kinds - miss_data, which records information for the counties in FL (and Puerto Rico, which also has no information on depressive rates but does not have recorded values for most other explanatory variables), and precomp_data, which records information for all the other counties, and which will be used for training and testing the models.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[5]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">miss_data</span> <span class="o">=</span> <span class="n">analyzedata</span><span class="p">[</span><span class="n">analyzedata</span><span class="p">[</span><span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[6]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">precomp_data</span> <span class="o">=</span> <span class="n">analyzedata</span><span class="p">[</span><span class="n">analyzedata</span><span class="p">[</span><span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">]</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>With precomp_data I can do some basic exploration of depression in the US before I start the analysis. Sorting the data by depressive rates, Honolulu County, Hawaii is the single least depressed county in the US (12.03%), followed by several Hawaiian counties and Prince George's County in Maryland. Additionally, Magoffin County, Kentucky is the single most depressed county in the US (33.20%), followed by several other Kentucky counties.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">precomp_data</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">,</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">True</span><span class="p">))</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Unnamed: 0</th>
+      <th>spatial_id</th>
+      <th>name</th>
+      <th>perc_population_lacking_health_insurance</th>
+      <th>perc_population_noncitizens</th>
+      <th>perc_population_without_internet_access</th>
+      <th>perc_population_without_highschool_education</th>
+      <th>perc_population_whose_commute_is_90_minutes</th>
+      <th>Median_income</th>
+      <th>perc_population_male</th>
+      <th>...</th>
+      <th>perc_population_cognitive_disability</th>
+      <th>perc_population_individual_living_disability</th>
+      <th>average_selfreported_mental_health</th>
+      <th>average_selfreported_physical_health</th>
+      <th>perc_population_binge_drinking</th>
+      <th>perc_population_smoking</th>
+      <th>perc_population_without_physical_activity</th>
+      <th>perc_population_less_than_7_hours_of_sleep</th>
+      <th>perc_population_in_poverty</th>
+      <th>perc_population_with_depression</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>3148</th>
+      <td>3148</td>
+      <td>15003</td>
+      <td>Honolulu County, HI</td>
+      <td>5.2956</td>
+      <td>7.2010</td>
+      <td>5.6249</td>
+      <td>8.1999</td>
+      <td>2.6695</td>
+      <td>92824.581663</td>
+      <td>50.5588</td>
+      <td>...</td>
+      <td>9.3545</td>
+      <td>5.2851</td>
+      <td>12.8306</td>
+      <td>8.1250</td>
+      <td>17.2830</td>
+      <td>11.0493</td>
+      <td>20.6669</td>
+      <td>41.6486</td>
+      <td>8.6468</td>
+      <td>12.0295</td>
+    </tr>
+    <tr>
+      <th>70</th>
+      <td>70</td>
+      <td>15005</td>
+      <td>Kalawao County, HI</td>
+      <td>5.5556</td>
+      <td>0.3906</td>
+      <td>0.0000</td>
+      <td>0.7752</td>
+      <td>0.0000</td>
+      <td>81665.653931</td>
+      <td>59.3750</td>
+      <td>...</td>
+      <td>10.7692</td>
+      <td>7.6923</td>
+      <td>12.3077</td>
+      <td>9.2308</td>
+      <td>16.9231</td>
+      <td>13.8462</td>
+      <td>21.5385</td>
+      <td>36.9231</td>
+      <td>1.9841</td>
+      <td>12.3077</td>
+    </tr>
+    <tr>
+      <th>3086</th>
+      <td>3086</td>
+      <td>15009</td>
+      <td>Maui County, HI</td>
+      <td>6.2804</td>
+      <td>8.1524</td>
+      <td>7.3821</td>
+      <td>9.0461</td>
+      <td>1.4498</td>
+      <td>89603.826535</td>
+      <td>49.8382</td>
+      <td>...</td>
+      <td>10.4216</td>
+      <td>5.8887</td>
+      <td>13.1815</td>
+      <td>8.2612</td>
+      <td>18.3690</td>
+      <td>12.9121</td>
+      <td>18.8404</td>
+      <td>35.7029</td>
+      <td>9.0900</td>
+      <td>13.0596</td>
+    </tr>
+    <tr>
+      <th>2010</th>
+      <td>2010</td>
+      <td>24033</td>
+      <td>Prince George's County, MD</td>
+      <td>11.7676</td>
+      <td>13.2117</td>
+      <td>3.9966</td>
+      <td>13.8406</td>
+      <td>4.1999</td>
+      <td>91744.863839</td>
+      <td>48.2978</td>
+      <td>...</td>
+      <td>11.4939</td>
+      <td>6.8346</td>
+      <td>14.1653</td>
+      <td>9.0093</td>
+      <td>12.5228</td>
+      <td>11.4578</td>
+      <td>23.3100</td>
+      <td>40.3515</td>
+      <td>9.2147</td>
+      <td>13.1289</td>
+    </tr>
+    <tr>
+      <th>2594</th>
+      <td>2594</td>
+      <td>15007</td>
+      <td>Kauai County, HI</td>
+      <td>6.0408</td>
+      <td>7.8048</td>
+      <td>4.7208</td>
+      <td>9.0390</td>
+      <td>0.5492</td>
+      <td>88415.786691</td>
+      <td>49.7258</td>
+      <td>...</td>
+      <td>10.3278</td>
+      <td>6.0378</td>
+      <td>13.2342</td>
+      <td>9.5351</td>
+      <td>17.3332</td>
+      <td>12.8307</td>
+      <td>20.4056</td>
+      <td>38.2744</td>
+      <td>8.5223</td>
+      <td>13.8287</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 37 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[8]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">precomp_data</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">,</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">))</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[8]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Unnamed: 0</th>
+      <th>spatial_id</th>
+      <th>name</th>
+      <th>perc_population_lacking_health_insurance</th>
+      <th>perc_population_noncitizens</th>
+      <th>perc_population_without_internet_access</th>
+      <th>perc_population_without_highschool_education</th>
+      <th>perc_population_whose_commute_is_90_minutes</th>
+      <th>Median_income</th>
+      <th>perc_population_male</th>
+      <th>...</th>
+      <th>perc_population_cognitive_disability</th>
+      <th>perc_population_individual_living_disability</th>
+      <th>average_selfreported_mental_health</th>
+      <th>average_selfreported_physical_health</th>
+      <th>perc_population_binge_drinking</th>
+      <th>perc_population_smoking</th>
+      <th>perc_population_without_physical_activity</th>
+      <th>perc_population_less_than_7_hours_of_sleep</th>
+      <th>perc_population_in_poverty</th>
+      <th>perc_population_with_depression</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1151</th>
+      <td>1151</td>
+      <td>21153</td>
+      <td>Magoffin County, KY</td>
+      <td>10.8973</td>
+      <td>0.6770</td>
+      <td>18.3244</td>
+      <td>29.3527</td>
+      <td>8.6843</td>
+      <td>28278.600000</td>
+      <td>50.0391</td>
+      <td>...</td>
+      <td>24.7120</td>
+      <td>14.5200</td>
+      <td>22.4909</td>
+      <td>19.2631</td>
+      <td>13.1707</td>
+      <td>30.8251</td>
+      <td>38.7234</td>
+      <td>40.0519</td>
+      <td>29.5216</td>
+      <td>33.2019</td>
+    </tr>
+    <tr>
+      <th>190</th>
+      <td>190</td>
+      <td>21129</td>
+      <td>Lee County, KY</td>
+      <td>12.6859</td>
+      <td>0.6922</td>
+      <td>18.3061</td>
+      <td>28.2597</td>
+      <td>18.3665</td>
+      <td>28848.907609</td>
+      <td>58.7194</td>
+      <td>...</td>
+      <td>26.6484</td>
+      <td>16.2740</td>
+      <td>23.1233</td>
+      <td>21.0046</td>
+      <td>13.0594</td>
+      <td>33.4612</td>
+      <td>41.8265</td>
+      <td>41.2237</td>
+      <td>30.0706</td>
+      <td>32.3653</td>
+    </tr>
+    <tr>
+      <th>1917</th>
+      <td>1917</td>
+      <td>21205</td>
+      <td>Rowan County, KY</td>
+      <td>8.2695</td>
+      <td>0.7073</td>
+      <td>5.8783</td>
+      <td>13.5629</td>
+      <td>3.6119</td>
+      <td>45760.072048</td>
+      <td>47.9568</td>
+      <td>...</td>
+      <td>22.4782</td>
+      <td>12.0390</td>
+      <td>22.5940</td>
+      <td>15.0123</td>
+      <td>14.6300</td>
+      <td>22.9914</td>
+      <td>30.4825</td>
+      <td>38.0792</td>
+      <td>26.4521</td>
+      <td>32.2433</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>1226</td>
+      <td>21131</td>
+      <td>Leslie County, KY</td>
+      <td>11.0912</td>
+      <td>0.1171</td>
+      <td>7.5329</td>
+      <td>16.5167</td>
+      <td>7.0366</td>
+      <td>36659.224346</td>
+      <td>50.8883</td>
+      <td>...</td>
+      <td>24.8793</td>
+      <td>15.0836</td>
+      <td>22.8731</td>
+      <td>20.0248</td>
+      <td>13.0526</td>
+      <td>30.9226</td>
+      <td>40.2353</td>
+      <td>41.1022</td>
+      <td>34.0897</td>
+      <td>31.9257</td>
+    </tr>
+    <tr>
+      <th>1632</th>
+      <td>1632</td>
+      <td>21051</td>
+      <td>Clay County, KY</td>
+      <td>13.3266</td>
+      <td>0.4504</td>
+      <td>21.7026</td>
+      <td>32.8616</td>
+      <td>3.2357</td>
+      <td>32320.219341</td>
+      <td>52.6453</td>
+      <td>...</td>
+      <td>26.5801</td>
+      <td>15.8982</td>
+      <td>23.2358</td>
+      <td>20.2658</td>
+      <td>13.2651</td>
+      <td>33.4935</td>
+      <td>39.9763</td>
+      <td>42.5158</td>
+      <td>31.2620</td>
+      <td>31.8525</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 37 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Given the low predictive power of single variables, and challenges of utilizing multiple linear regression with a high number of independent variables, predicting an exact number for depression in Florida presents a challenging task. It would instead be easier to split the depression statistic into multiple percentile ranges, thereby treating depression as a categorical variable, so that tools such as logistic regression and linear discriminant analysis can be used. The goal being to generate a simple estimate of depression in these states, a categorical variable could perform just as well as a numerical variable. At any rate, the prediction is only meaningful when compared against the data for other counties, which this approach will accomplish.</p>
+<p>The <em>quartileranges</em> function assesses what each of the categories I divide the depression data into actually mean. In this case, since I am splitting the data into quartiles, I have four classifications, for which the function shows us the ranges they correspond to. 'Q1' stands for the first quartile, or the category entailing the smallest rates of depression, and 'Q4' stands for the fourth quartile, entailing the highest rates of depression.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">quartileranges</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="n">quartiles</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">quartiles</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;Q&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">))</span>
+    <span class="n">comp_data</span> <span class="o">=</span> <span class="n">precomp_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">comp_data</span><span class="p">[</span><span class="s1">&#39;dep_qt&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">qcut</span><span class="p">(</span><span class="n">precomp_data</span><span class="p">[</span><span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">],</span> <span class="n">q</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">quartiles</span><span class="p">)</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">quartiles</span><span class="p">:</span>
+        <span class="n">comp_databd</span> <span class="o">=</span> <span class="n">comp_data</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;dep_qt == &quot;</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s1">&quot;&#39;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">([</span><span class="n">i</span><span class="p">,</span> <span class="n">comp_databd</span><span class="o">.</span><span class="n">perc_population_with_depression</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">comp_databd</span><span class="o">.</span><span class="n">perc_population_with_depression</span><span class="o">.</span><span class="n">max</span><span class="p">()])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[10]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">quartileranges</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[&#39;Q1&#39;, 12.0295, 20.9249]
+[&#39;Q2&#39;, 20.9275, 22.8042]
+[&#39;Q3&#39;, 22.8045, 24.979]
+[&#39;Q4&#39;, 24.9818, 33.2019]
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>The last step before the analysis is to create a new dataset, &quot;comp_data&quot;, from precomp_data, with which I finalize the quartile split. I then separate the new dependent variable, dep_qt, which becomes &quot;y,&quot; and drop unnecessary columns from comp_data, which becomes &quot;X.&quot; These separate dataframes will be utilized for the train-test split function. Leaving 35% of the counties for testing purposes, I also standardize the independent variables in order to ensure each functions on a scale equivalent to one another in the models.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[11]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comp_data</span> <span class="o">=</span> <span class="n">precomp_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">comp_data</span><span class="p">[</span><span class="s1">&#39;dep_qt&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">qcut</span><span class="p">(</span><span class="n">precomp_data</span><span class="p">[</span><span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">],</span> <span class="n">q</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Q1&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4&#39;</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[12]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="n">comp_data</span><span class="p">[</span><span class="s1">&#39;dep_qt&#39;</span><span class="p">]</span>
+<span class="n">X</span> <span class="o">=</span> <span class="n">comp_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">,</span> <span class="s1">&#39;spatial_id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">,</span> <span class="s1">&#39;dep_qt&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[13]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.35</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[14]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">scaler</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
+<span class="n">X_train_scaled</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
+<span class="n">X_train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">X_train_scaled</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">X_train</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+<span class="n">X_test_scaled</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="n">X_test</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">X_test_scaled</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">X_test</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Logistic-Regression">Logistic Regression<a class="anchor-link" href="#Logistic-Regression">&#182;</a></h2><p>I can optimize the logistic regression in one of three ways based off of the different assignable penalties during hyperparameter tuning, those being l1, l2, and elasticnet, which uses both l1 and l2 penalties. Since these penalties are only compatible with certain solvers, I set each of the penalties as constant and use GridSearchCV to parse through the solvers and C values in three separate functions.</p>
+<p>Comparing each penalty individually, the best performance for logistic regression comes from using an LBFGS solver and l2 penalty, with around 69% accuracy. This model, as does many others, does exceptionally well at predicting the most extreme quartiles, but not as well as predicting those in between, suffering roughly a 20% decrease in accuracy when predicting the second or third quartiles as opposed to predicting the first or fourth.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[15]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># start = time.time()</span>
+<span class="c1"># logreg = LogisticRegression(solver = &#39;liblinear&#39;, penalty = &#39;l1&#39;,  max_iter = 100000)</span>
+<span class="c1"># param_grid = {&#39;C&#39;: [0.01, 0.1, 1, 10, 100, 1000]}</span>
+<span class="c1"># grid_search = GridSearchCV(logreg, param_grid, cv=5, scoring=&#39;accuracy&#39;)</span>
+<span class="c1"># grid_search.fit(X_train, y_train)</span>
+<span class="c1"># best_params = grid_search.best_params_</span>
+<span class="c1"># print(&quot;Best Hyperparameters:&quot;, best_params)</span>
+<span class="c1"># end = time.time()</span>
+<span class="c1"># print(f&quot;Time elapsed: {end-start:.4f}&quot;)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[77]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Starts timer</span>
+<span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="c1"># References specific model, establishes set hyperparameters</span>
+<span class="n">logreg</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">(</span><span class="n">solver</span> <span class="o">=</span> <span class="s1">&#39;newton-cg&#39;</span><span class="p">,</span> <span class="n">penalty</span> <span class="o">=</span> <span class="s1">&#39;l2&#39;</span><span class="p">,</span>  <span class="n">max_iter</span> <span class="o">=</span> <span class="mi">100000</span><span class="p">)</span>
+<span class="c1"># Outlines hyperparameters for GridSearchCV to find the optimal combination between</span>
+<span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s1">&#39;C&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">1000</span><span class="p">],</span>
+    <span class="s1">&#39;solver&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;lbfgs&#39;</span><span class="p">,</span> <span class="s1">&#39;liblinear&#39;</span><span class="p">,</span> <span class="s1">&#39;newton-cg&#39;</span><span class="p">,</span> <span class="s1">&#39;newton-cholesky&#39;</span><span class="p">,</span> <span class="s1">&#39;sag&#39;</span><span class="p">]}</span>
+<span class="n">grid_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">logreg</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
+<span class="c1"># Finds, prints optimal combination</span>
+<span class="n">grid_search</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
+<span class="n">best_params</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_params_</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Best Hyperparameters:&quot;</span><span class="p">,</span> <span class="n">best_params</span><span class="p">)</span>
+<span class="c1"># Ends timer</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="c1"># Provides total time needed to complete model</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Time elapsed: </span><span class="si">{</span><span class="n">end</span><span class="o">-</span><span class="n">start</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
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+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Best Hyperparameters: {&#39;C&#39;: 1, &#39;solver&#39;: &#39;lbfgs&#39;}
+Time elapsed: 65.0526
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[17]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># start = time.time()</span>
+<span class="c1"># logreg = LogisticRegression(solver = &#39;saga&#39;, penalty = &#39;elasticnet&#39;,  max_iter = 100000)</span>
+<span class="c1"># param_grid = {</span>
+<span class="c1">#             &#39;C&#39;: [0.01, 0.1, 1, 10, 100, 1000],</span>
+<span class="c1">#             &#39;l1_ratio&#39;: [0.1, 0.5, 0.7, 0.9]</span>
+<span class="c1"># }</span>
+<span class="c1"># grid_search = GridSearchCV(logreg, param_grid, cv=5, scoring=&#39;accuracy&#39;)</span>
+<span class="c1"># grid_search.fit(X_train, y_train)</span>
+<span class="c1"># best_params = grid_search.best_params_</span>
+<span class="c1"># print(&quot;Best Hyperparameters:&quot;, best_params)</span>
+<span class="c1"># end = time.time()</span>
+<span class="c1"># print(f&quot;Time elapsed: {end-start:.4f}&quot;)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[82]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># References model found by GridSearchCV</span>
+<span class="n">logregbm</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_estimator_</span>
+<span class="c1"># Loads in testing data</span>
+<span class="n">lr_y_pred</span> <span class="o">=</span> <span class="n">logregbm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="c1"># Assesses, prints accuracy of model&#39;s predictions to actual quartiles</span>
+<span class="n">logregacc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lr_y_pred</span><span class="p">)</span>
+<span class="n">logregpre</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lr_y_pred</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">&#39;weighted&#39;</span><span class="p">)</span>
+<span class="n">logregf1</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lr_y_pred</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">&#39;weighted&#39;</span><span class="p">)</span>
+<span class="n">logregrecall</span> <span class="o">=</span> <span class="n">recall_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lr_y_pred</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">&#39;weighted&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">logregacc</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Precision: </span><span class="si">{</span><span class="n">logregpre</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;F1: </span><span class="si">{</span><span class="n">logregf1</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Recall: </span><span class="si">{</span><span class="n">logregrecall</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="c1"># Creates confusion matrixes and classification report detailing strengths and weaknesses of models&#39; predictions</span>
+<span class="n">ConfusionMatrixDisplay</span><span class="o">.</span><span class="n">from_estimator</span><span class="p">(</span><span class="n">logregbm</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Reds</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lr_y_pred</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lr_y_pred</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Accuracy: 0.6899
+Precision: 0.6907
+F1: 0.6903
+Recall: 0.6899
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[[203  56  10   1]
+ [ 56 154  50   7]
+ [ 12  51 170  39]
+ [  1   9  42 216]]
+              precision    recall  f1-score   support
+
+          Q1       0.75      0.75      0.75       270
+          Q2       0.57      0.58      0.57       267
+          Q3       0.62      0.62      0.62       272
+          Q4       0.82      0.81      0.81       268
+
+    accuracy                           0.69      1077
+   macro avg       0.69      0.69      0.69      1077
+weighted avg       0.69      0.69      0.69      1077
+
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Linear-Discriminant-Analysis">Linear Discriminant Analysis<a class="anchor-link" href="#Linear-Discriminant-Analysis">&#182;</a></h2><p>The Linear Discriminant Analysis (LDA) model does not do as well as the Logistic Regression, but only for predicting extreme quartiles. Performance for predicting the middle quartiles is rarer and more valuable, and in this regard the LDA performs roughly the same if not slightly better.</p>
+<p>The LDA can be optimized by solver and by shrinkage. The SVD solver, which is the most accurate in this case, is not compatible with shrinkage, so a distinction is made in the code. This model has around 67% accuracy overall.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[19]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="n">lda</span> <span class="o">=</span> <span class="n">LinearDiscriminantAnalysis</span><span class="p">()</span>
+<span class="n">param_grid</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="p">{</span><span class="s1">&#39;solver&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;svd&#39;</span><span class="p">],</span> <span class="s1">&#39;shrinkage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="kc">None</span><span class="p">]},</span>
+    <span class="p">{</span><span class="s1">&#39;solver&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;lsqr&#39;</span><span class="p">,</span> <span class="s1">&#39;eigen&#39;</span><span class="p">],</span> <span class="s1">&#39;shrinkage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;auto&#39;</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]}</span>
+<span class="p">]</span>
+<span class="n">grid_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">lda</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
+<span class="n">grid_search</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
+<span class="n">best_params</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_params_</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Best Hyperparameters:&quot;</span><span class="p">,</span> <span class="n">best_params</span><span class="p">)</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Time elapsed: </span><span class="si">{</span><span class="n">end</span><span class="o">-</span><span class="n">start</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Best Hyperparameters: {&#39;shrinkage&#39;: None, &#39;solver&#39;: &#39;svd&#39;}
+Time elapsed: 3.0342
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[20]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ldabm</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_estimator_</span>
+<span class="n">lda_y_pred</span> <span class="o">=</span> <span class="n">ldabm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="n">ldaacc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">lda_y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">ldaacc</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">ConfusionMatrixDisplay</span><span class="o">.</span><span class="n">from_estimator</span><span class="p">(</span><span class="n">ldabm</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Blues</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lda_y_pred</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">lda_y_pred</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Accuracy: 0.6676
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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
+"
+class="
+"
+>
+</div>
+
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[[189  64  17   0]
+ [ 50 161  53   3]
+ [  8  61 167  36]
+ [  1   5  60 202]]
+              precision    recall  f1-score   support
+
+          Q1       0.76      0.70      0.73       270
+          Q2       0.55      0.60      0.58       267
+          Q3       0.56      0.61      0.59       272
+          Q4       0.84      0.75      0.79       268
+
+    accuracy                           0.67      1077
+   macro avg       0.68      0.67      0.67      1077
+weighted avg       0.68      0.67      0.67      1077
+
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Gaussian-Naive-Bayes">Gaussian Naive Bayes<a class="anchor-link" href="#Gaussian-Naive-Bayes">&#182;</a></h2><p>The Gaussian Naive Bayes model performs the worst out of all the models at 41% accuracy and furthermore has limited room for hyperparameter tuning. It is progressively more accurate at predicting values the greater the rate of depression they correspond to, but fails to surpass the prior models' predictions in any quartiles. The reason for the model's lackluster performance may be due to the fact that many of my indpendent variables are not normally distributed, as can be seen in my interactive scatterplot.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[21]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="n">NBayes</span> <span class="o">=</span> <span class="n">GaussianNB</span><span class="p">()</span>
+<span class="n">NBayes</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
+<span class="n">NB_y_pred</span> <span class="o">=</span> <span class="n">NBayes</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="n">NBayesacc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">NB_y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">NBayesacc</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">ConfusionMatrixDisplay</span><span class="o">.</span><span class="n">from_estimator</span><span class="p">(</span><span class="n">NBayes</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Greens</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">NB_y_pred</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">NB_y_pred</span><span class="p">))</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Time elapsed: </span><span class="si">{</span><span class="n">end</span><span class="o">-</span><span class="n">start</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Accuracy: 0.4132
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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
+"
+class="
+"
+>
+</div>
+
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[[ 42 136  81  11]
+ [ 23  75 124  45]
+ [  8  35 152  77]
+ [  8  15  69 176]]
+              precision    recall  f1-score   support
+
+          Q1       0.52      0.16      0.24       270
+          Q2       0.29      0.28      0.28       267
+          Q3       0.36      0.56      0.44       272
+          Q4       0.57      0.66      0.61       268
+
+    accuracy                           0.41      1077
+   macro avg       0.43      0.41      0.39      1077
+weighted avg       0.43      0.41      0.39      1077
+
+Time elapsed: 0.4085
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="K-Nearest-Neighbors-Classifier">K-Nearest Neighbors Classifier<a class="anchor-link" href="#K-Nearest-Neighbors-Classifier">&#182;</a></h2><p>I first define the optimal K to set my K-Nearest Neighbors Classifier to using the below function and graph. For each point, K refers to the number of data points most similar to it that will be used to determine which quartile that point belongs to. In this case, K is 57 - around 5% of the 1,033 points in the testing data.</p>
+<p>Similarly to the Logisstic Regression and LDA models, this model does well at predicting extreme quartiles but suffers in middle quartiles. In this regard, it also has a reduced accuracy of around 60%.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[22]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Finds optimal &quot;K&quot;, or the number of nearby data points needed to classify another data point</span>
+<span class="k">def</span> <span class="nf">optknn</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">k_values</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
+    <span class="n">cv_scores</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="c1"># Finds Cross-Validated Accuracy for models with Ks ranging from 1 to 100 given appropriate data</span>
+    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">k_values</span><span class="p">:</span>
+        <span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
+        <span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">knn</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">cv</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
+        <span class="n">cv_scores</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">scores</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
+    <span class="n">optimal_k</span> <span class="o">=</span> <span class="n">k_values</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">cv_scores</span><span class="p">)]</span>
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The optimal K is: </span><span class="si">{</span><span class="n">optimal_k</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="c1"># Creates visualization between accuracy and K for 100 models built</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k_values</span><span class="p">,</span> <span class="n">cv_scores</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;K&#39;</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Cross-validated Accuracy&#39;</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Cross-validated Accuracy vs K (KNN)&#39;</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<span class="n">optknn</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>The optimal K is: 57
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[23]:</div>
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+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="mi">57</span><span class="p">)</span>
+<span class="n">cv_scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">knn</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Cross-validation scores:&quot;</span><span class="p">,</span> <span class="n">cv_scores</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Average cross-validation score: </span><span class="si">{</span><span class="n">cv_scores</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span> <span class="p">)</span>
+<span class="n">knn</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
+<span class="n">knn_y_pred</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="n">test_accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">knn_y_pred</span><span class="p">)</span>
+<span class="n">knnacc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">knn_y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">knnacc</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">ConfusionMatrixDisplay</span><span class="o">.</span><span class="n">from_estimator</span><span class="p">(</span><span class="n">knn</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Greys</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">knn_y_pred</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">knn_y_pred</span><span class="p">))</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Time elapsed: </span><span class="si">{</span><span class="n">end</span><span class="o">-</span><span class="n">start</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Cross-validation scores: [0.5975    0.52      0.565     0.5625    0.5112782]
+Average cross-validation score: 0.5513
+Accuracy: 0.6091
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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
+"
+class="
+"
+>
+</div>
+
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[[193  58  18   1]
+ [ 62 106  83  16]
+ [ 23  32 157  60]
+ [  7   7  54 200]]
+              precision    recall  f1-score   support
+
+          Q1       0.68      0.71      0.70       270
+          Q2       0.52      0.40      0.45       267
+          Q3       0.50      0.58      0.54       272
+          Q4       0.72      0.75      0.73       268
+
+    accuracy                           0.61      1077
+   macro avg       0.61      0.61      0.60      1077
+weighted avg       0.61      0.61      0.60      1077
+
+Time elapsed: 0.5556
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Support-Vector-Classsifier">Support Vector Classsifier<a class="anchor-link" href="#Support-Vector-Classsifier">&#182;</a></h2><p>The Support Vector Classifier (SVC) has the best accuracy out of all the models thus far, at 72%. Tuning for different kernel types and C values, I can use an RBF kernel and a C-value of 10. There are also more in-depth customizations for polynomial and sigmoid kernels, but factoring them in is computationally expensive, and besides, RBF is already the most accurate kernel. This model has decent accuracy for all its predictions.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[24]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="n">svc</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">()</span>
+<span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s1">&#39;C&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">100</span><span class="p">],</span>
+    <span class="s1">&#39;kernel&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;linear&#39;</span><span class="p">,</span> <span class="s1">&#39;rbf&#39;</span><span class="p">,</span> <span class="s1">&#39;poly&#39;</span><span class="p">,</span> <span class="s1">&#39;sigmoid&#39;</span><span class="p">],</span>
+<span class="p">}</span>
+<span class="n">grid_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">svc</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
+<span class="n">grid_search</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
+<span class="n">best_params</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_params_</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Best Hyperparameters:&quot;</span><span class="p">,</span> <span class="n">best_params</span><span class="p">)</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Time elapsed: </span><span class="si">{</span><span class="n">end</span><span class="o">-</span><span class="n">start</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Best Hyperparameters: {&#39;C&#39;: 10, &#39;kernel&#39;: &#39;rbf&#39;}
+Time elapsed: 66.8091
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[25]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">svcbm</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_estimator_</span>
+<span class="n">svc_y_pred</span> <span class="o">=</span> <span class="n">svcbm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="n">svcacc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">svc_y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">svcacc</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">ConfusionMatrixDisplay</span><span class="o">.</span><span class="n">from_estimator</span><span class="p">(</span><span class="n">svcbm</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Oranges</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">svc_y_pred</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">svc_y_pred</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Accuracy: 0.7205
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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+class="
+"
+>
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+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[[209  53   6   2]
+ [ 36 183  42   6]
+ [  6  62 169  35]
+ [  1   7  45 215]]
+              precision    recall  f1-score   support
+
+          Q1       0.83      0.77      0.80       270
+          Q2       0.60      0.69      0.64       267
+          Q3       0.65      0.62      0.63       272
+          Q4       0.83      0.80      0.82       268
+
+    accuracy                           0.72      1077
+   macro avg       0.73      0.72      0.72      1077
+weighted avg       0.73      0.72      0.72      1077
+
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
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+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Random-Forest-Classifier">Random Forest Classifier<a class="anchor-link" href="#Random-Forest-Classifier">&#182;</a></h2><p>For the Random Forest Classifier, using too many hyperparameters with GridSearchCV will become too computationally expensive for my server to handle, even with the use of a GPU. Multiple hyperparameters are set to standards that I have judged to be suited for the analysis' needs. Leaving the number of trees constant and depth ambiguous should be fine, so long as the splits and leaves of each tree can be customized. At 70% accuracy, this test is slightly less accurate at prediction than the SVC model, but it is more accurate at predicting values in the third quartile.</p>
+<p>Below the confusion matrix, I can use the feature importances to assess which of the independent variables have the most weight in predicting depression. It would seem that this model places the most emphasis on variation in county-wide health statistics such as rates of arthritis, diabetes, and stroke.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[26]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="n">rf</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">max_depth</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">n_estimators</span> <span class="o">=</span> <span class="mi">500</span><span class="p">,</span> <span class="n">criterion</span> <span class="o">=</span> <span class="s1">&#39;gini&#39;</span><span class="p">,</span> <span class="n">max_features</span> <span class="o">=</span> <span class="s1">&#39;sqrt&#39;</span><span class="p">,</span> <span class="n">bootstrap</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s1">&#39;min_samples_split&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span>
+    <span class="s1">&#39;min_samples_leaf&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
+<span class="p">}</span>
+<span class="n">grid_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">rf</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
+<span class="n">grid_search</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
+<span class="n">best_params</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_params_</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Best Hyperparameters:&quot;</span><span class="p">,</span> <span class="n">best_params</span><span class="p">)</span>
+<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Time elapsed: </span><span class="si">{</span><span class="n">end</span><span class="o">-</span><span class="n">start</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Best Hyperparameters: {&#39;min_samples_leaf&#39;: 1, &#39;min_samples_split&#39;: 2}
+Time elapsed: 218.1307
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[27]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfbm</span> <span class="o">=</span> <span class="n">grid_search</span><span class="o">.</span><span class="n">best_estimator_</span>
+<span class="n">rf_y_pred</span> <span class="o">=</span> <span class="n">rfbm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+<span class="n">rfacc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">rf_y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">rfacc</span><span class="si">:</span><span class="s2">.4f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">ConfusionMatrixDisplay</span><span class="o">.</span><span class="n">from_estimator</span><span class="p">(</span><span class="n">rfbm</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Purples</span><span class="p">,</span> <span class="n">normalize</span> <span class="o">=</span> <span class="s1">&#39;true&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">rf_y_pred</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">rf_y_pred</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Accuracy: 0.7029
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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
+"
+class="
+"
+>
+</div>
+
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[[207  53   7   3]
+ [ 50 162  46   9]
+ [ 10  50 183  29]
+ [  2   9  52 205]]
+              precision    recall  f1-score   support
+
+          Q1       0.77      0.77      0.77       270
+          Q2       0.59      0.61      0.60       267
+          Q3       0.64      0.67      0.65       272
+          Q4       0.83      0.76      0.80       268
+
+    accuracy                           0.70      1077
+   macro avg       0.71      0.70      0.70      1077
+weighted avg       0.71      0.70      0.70      1077
+
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[28]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">importances</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">rfbm</span><span class="o">.</span><span class="n">feature_importances_</span><span class="p">,</span>
+                        <span class="n">index</span> <span class="o">=</span> <span class="n">X_train</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+
+<span class="n">importances_sorted</span> <span class="o">=</span> <span class="n">importances</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
+<span class="n">importances_sorted</span> <span class="o">=</span> <span class="n">importances_sorted</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
+
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">25</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">ax</span> <span class="o">=</span> <span class="n">importances_sorted</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;barh&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;purple&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Feature Importances&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>  <span class="c1"># Title font size</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Importance&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">40</span><span class="p">)</span>  <span class="c1"># X-axis label font size</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Features&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">40</span><span class="p">)</span>  <span class="c1"># Y-axis label font size</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">labelsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>  <span class="c1"># X-axis tick label size</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">,</span> <span class="n">labelsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[28]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>&lt;function matplotlib.pyplot.show(close=None, block=None)&gt;</pre>
+</div>
+
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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+"
+class="
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
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+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[29]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">missX</span> <span class="o">=</span> <span class="n">miss_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">,</span> <span class="s1">&#39;spatial_id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="s1">&#39;perc_population_with_depression&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">missX_scaled</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">missX</span><span class="p">)</span>
+<span class="n">missX</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">missX_scaled</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">missX</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
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+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Lastly, I assemble all of the predictions for the missing data into a dataframe. I use the &quot;predmatcher&quot; function to assemble the predictions from each of the models and align them with the names of the counties they correspond to. I then tally how many times the models predicted a certain outcome (in this case, whether the county had low, medium, or high rates of depression) before assessing which outcome was predicted the most in the &quot;consensus&quot; variable.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[30]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">predmatcher</span><span class="p">(</span><span class="n">model</span><span class="p">):</span>
+    <span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">missX_scaled</span><span class="p">))</span>
+    <span class="n">namedpreds</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)):</span>
+        <span class="n">namedpreds</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">namedpreds</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[31]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpreds</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span>
+    <span class="s1">&#39;County_Name&#39;</span><span class="p">:</span><span class="nb">list</span><span class="p">(</span><span class="n">miss_data</span><span class="o">.</span><span class="n">name</span><span class="p">),</span>
+    <span class="sa">f</span><span class="s1">&#39;logregpreds&#39;</span><span class="p">:</span><span class="n">predmatcher</span><span class="p">(</span><span class="n">logregbm</span><span class="p">),</span> 
+    <span class="sa">f</span><span class="s1">&#39;ldapreds&#39;</span><span class="p">:</span><span class="n">predmatcher</span><span class="p">(</span><span class="n">ldabm</span><span class="p">),</span>
+<span class="c1">#     f&#39;NBpreds&#39;:predmatcher(NBayes),</span>
+    <span class="sa">f</span><span class="s1">&#39;knn&#39;</span><span class="p">:</span><span class="n">predmatcher</span><span class="p">(</span><span class="n">knn</span><span class="p">),</span>
+    <span class="sa">f</span><span class="s1">&#39;svcpreds&#39;</span><span class="p">:</span><span class="n">predmatcher</span><span class="p">(</span><span class="n">svcbm</span><span class="p">),</span>
+    <span class="sa">f</span><span class="s1">&#39;rfpreds&#39;</span><span class="p">:</span><span class="n">predmatcher</span><span class="p">(</span><span class="n">rfbm</span><span class="p">)</span>
+    <span class="p">})</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;Q1&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4&#39;</span><span class="p">]:</span>
+    <span class="n">modelpreds</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s1">_counts&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">modelpreds</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="p">(</span><span class="n">row</span> <span class="o">==</span> <span class="n">i</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">modelpreds</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">modelpreds</span><span class="p">[[</span><span class="s1">&#39;Q1_counts&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2_counts&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3_counts&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4_counts&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">modelpreds</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">modelpreds</span><span class="o">.</span><span class="n">mode</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">modelpreds</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">modelpreds</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s1">&#39;Tie&#39;</span><span class="p">)</span>
+<span class="n">modelpredsFL</span> <span class="o">=</span> <span class="n">modelpreds</span><span class="p">[</span><span class="n">modelpreds</span><span class="p">[</span><span class="s1">&#39;County_Name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;FL&#39;</span><span class="p">)]</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[66]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">votedf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span>
+    <span class="sa">f</span><span class="s1">&#39;logregpreds&#39;</span><span class="p">:</span><span class="n">lr_y_pred</span><span class="p">,</span> 
+    <span class="sa">f</span><span class="s1">&#39;ldapreds&#39;</span><span class="p">:</span><span class="n">lda_y_pred</span><span class="p">,</span>
+    <span class="sa">f</span><span class="s1">&#39;knn&#39;</span><span class="p">:</span><span class="n">knn_y_pred</span><span class="p">,</span>
+    <span class="sa">f</span><span class="s1">&#39;svcpreds&#39;</span><span class="p">:</span><span class="n">svc_y_pred</span><span class="p">,</span>
+    <span class="sa">f</span><span class="s1">&#39;rfpreds&#39;</span><span class="p">:</span><span class="n">rf_y_pred</span>
+    <span class="p">})</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;Q1&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4&#39;</span><span class="p">]:</span>
+    <span class="n">votedf</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s1">_counts&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">votedf</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="p">(</span><span class="n">row</span> <span class="o">==</span> <span class="n">i</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">votedf</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">votedf</span><span class="p">[[</span><span class="s1">&#39;Q1_counts&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2_counts&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3_counts&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4_counts&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">votedf</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">votedf</span><span class="o">.</span><span class="n">mode</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+<span class="n">votedf</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">votedf</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s1">&#39;Q2&#39;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[76]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cm</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="p">),</span> <span class="nb">list</span><span class="p">(</span><span class="n">votedf</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]),</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Q1&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4&#39;</span><span class="p">])</span>
+<span class="n">disp</span> <span class="o">=</span> <span class="n">ConfusionMatrixDisplay</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="o">=</span><span class="n">cm</span><span class="p">,</span> <span class="n">display_labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Q1&#39;</span><span class="p">,</span> <span class="s1">&#39;Q2&#39;</span><span class="p">,</span> <span class="s1">&#39;Q3&#39;</span><span class="p">,</span> <span class="s1">&#39;Q4&#39;</span><span class="p">])</span>
+<span class="n">disp</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">BuPu</span><span class="p">)</span>
+<span class="n">accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="p">),</span> <span class="nb">list</span><span class="p">(</span><span class="n">votedf</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]))</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Accuracy: </span><span class="si">{</span><span class="n">accuracy</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Accuracy: 0.7000928505106778
+</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img 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+<h2 id="Analyzing-Results">Analyzing Results<a class="anchor-link" href="#Analyzing-Results">&#182;</a></h2><p>For Floridian counties, the SVC - the most accurate model - predicts an overwhelming majority in the the second quartile, and six counties in the first quartile. This means that, overall, most Floridian counties should have lower rates of depression than the rest of the country, with a few in particular - Lee, Orange, Palm Beach, Hillsborough, Miami, and Escambia - having exceptionally low rates of depresssion.</p>
+<p>However, the RF model, which had a higher accuracy for detecting counties in the 3rd quartile, tells a different story. It predicts the majority of counties as belonging to the 3rd quartile, with just three belonging to the 2nd quartile. This is an entirely new set of predictions created from the differences between the two models.</p>
+<p>The consensus column, which factors in the predictions of all the models I have covered thus far (save for the Naive Bayes), predicts most counties being in the third quartile, some in the second, one tie between the third and second, and one county in the first, that being Miami.</p>
+
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+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[32]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFL</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
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+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[32]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
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+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>County_Name</th>
+      <th>logregpreds</th>
+      <th>ldapreds</th>
+      <th>knn</th>
+      <th>svcpreds</th>
+      <th>rfpreds</th>
+      <th>Q1_counts</th>
+      <th>Q2_counts</th>
+      <th>Q3_counts</th>
+      <th>Q4_counts</th>
+      <th>max</th>
+      <th>consensus</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>77</th>
+      <td>Union County, FL</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>0</td>
+      <td>4</td>
+      <td>1</td>
+      <td>0</td>
+      <td>4</td>
+      <td>Q2</td>
+    </tr>
+    <tr>
+      <th>78</th>
+      <td>Gilchrist County, FL</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>0</td>
+      <td>2</td>
+      <td>3</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q3</td>
+    </tr>
+    <tr>
+      <th>79</th>
+      <td>Seminole County, FL</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>0</td>
+      <td>1</td>
+      <td>4</td>
+      <td>0</td>
+      <td>4</td>
+      <td>Q3</td>
+    </tr>
+    <tr>
+      <th>80</th>
+      <td>Hardee County, FL</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>0</td>
+      <td>3</td>
+      <td>2</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q2</td>
+    </tr>
+    <tr>
+      <th>81</th>
+      <td>DeSoto County, FL</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>0</td>
+      <td>2</td>
+      <td>3</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q3</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[33]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;svcpreds&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[33]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>svcpreds
+Q2    61
+Q1     6
+Name: count, dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[34]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFLQ1</span> <span class="o">=</span> <span class="n">modelpredsFL</span><span class="p">[</span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;svcpreds&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Q1&#39;</span><span class="p">]</span>
+<span class="n">modelpredsFLQ1</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[34]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>County_Name</th>
+      <th>logregpreds</th>
+      <th>ldapreds</th>
+      <th>knn</th>
+      <th>svcpreds</th>
+      <th>rfpreds</th>
+      <th>Q1_counts</th>
+      <th>Q2_counts</th>
+      <th>Q3_counts</th>
+      <th>Q4_counts</th>
+      <th>max</th>
+      <th>consensus</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>115</th>
+      <td>Lee County, FL</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>1</td>
+      <td>0</td>
+      <td>4</td>
+      <td>0</td>
+      <td>4</td>
+      <td>Q3</td>
+    </tr>
+    <tr>
+      <th>122</th>
+      <td>Orange County, FL</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>2</td>
+      <td>0</td>
+      <td>3</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q3</td>
+    </tr>
+    <tr>
+      <th>129</th>
+      <td>Palm Beach County, FL</td>
+      <td>Q4</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>1</td>
+      <td>0</td>
+      <td>3</td>
+      <td>1</td>
+      <td>3</td>
+      <td>Q3</td>
+    </tr>
+    <tr>
+      <th>131</th>
+      <td>Hillsborough County, FL</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>1</td>
+      <td>0</td>
+      <td>4</td>
+      <td>0</td>
+      <td>4</td>
+      <td>Q3</td>
+    </tr>
+    <tr>
+      <th>141</th>
+      <td>Miami-Dade County, FL</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>3</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q1</td>
+    </tr>
+    <tr>
+      <th>143</th>
+      <td>Escambia County, FL</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>1</td>
+      <td>1</td>
+      <td>3</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q3</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[35]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;rfpreds&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[35]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>rfpreds
+Q3    64
+Q2     3
+Name: count, dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[36]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFLQ2</span> <span class="o">=</span> <span class="n">modelpredsFL</span><span class="p">[</span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;rfpreds&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Q2&#39;</span><span class="p">]</span>
+<span class="n">modelpredsFLQ2</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[36]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>County_Name</th>
+      <th>logregpreds</th>
+      <th>ldapreds</th>
+      <th>knn</th>
+      <th>svcpreds</th>
+      <th>rfpreds</th>
+      <th>Q1_counts</th>
+      <th>Q2_counts</th>
+      <th>Q3_counts</th>
+      <th>Q4_counts</th>
+      <th>max</th>
+      <th>consensus</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>93</th>
+      <td>Gadsden County, FL</td>
+      <td>Q3</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>0</td>
+      <td>3</td>
+      <td>2</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q2</td>
+    </tr>
+    <tr>
+      <th>95</th>
+      <td>Madison County, FL</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>0</td>
+      <td>4</td>
+      <td>1</td>
+      <td>0</td>
+      <td>4</td>
+      <td>Q2</td>
+    </tr>
+    <tr>
+      <th>104</th>
+      <td>Hamilton County, FL</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>0</td>
+      <td>4</td>
+      <td>1</td>
+      <td>0</td>
+      <td>4</td>
+      <td>Q2</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[37]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[37]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>consensus
+Q3     49
+Q2     16
+Tie     1
+Q1      1
+Name: count, dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[38]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFLQ1</span> <span class="o">=</span> <span class="n">modelpredsFL</span><span class="p">[</span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Q1&#39;</span><span class="p">]</span>
+<span class="n">modelpredsFLQ1</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[38]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>County_Name</th>
+      <th>logregpreds</th>
+      <th>ldapreds</th>
+      <th>knn</th>
+      <th>svcpreds</th>
+      <th>rfpreds</th>
+      <th>Q1_counts</th>
+      <th>Q2_counts</th>
+      <th>Q3_counts</th>
+      <th>Q4_counts</th>
+      <th>max</th>
+      <th>consensus</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>141</th>
+      <td>Miami-Dade County, FL</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>Q1</td>
+      <td>Q1</td>
+      <td>Q3</td>
+      <td>3</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>3</td>
+      <td>Q1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[39]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">modelpredsFLTie</span> <span class="o">=</span> <span class="n">modelpredsFL</span><span class="p">[</span><span class="n">modelpredsFL</span><span class="p">[</span><span class="s1">&#39;consensus&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Tie&#39;</span><span class="p">]</span>
+<span class="n">modelpredsFLTie</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[39]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>County_Name</th>
+      <th>logregpreds</th>
+      <th>ldapreds</th>
+      <th>knn</th>
+      <th>svcpreds</th>
+      <th>rfpreds</th>
+      <th>Q1_counts</th>
+      <th>Q2_counts</th>
+      <th>Q3_counts</th>
+      <th>Q4_counts</th>
+      <th>max</th>
+      <th>consensus</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>125</th>
+      <td>Hendry County, FL</td>
+      <td>Q4</td>
+      <td>Q3</td>
+      <td>Q2</td>
+      <td>Q2</td>
+      <td>Q3</td>
+      <td>0</td>
+      <td>2</td>
+      <td>2</td>
+      <td>1</td>
+      <td>2</td>
+      <td>Tie</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2><p>In conclusion, the five viable models for predicting depression rates in Florida would overall state that most counties are below the median value for rates of depression acrosss America, though a select few are actually above the median value. In particular, Miami County seems to have an exceptionally low rate of depression.</p>
+<p>In battling growing rates of depression across the country, it is important to understand the impact of county-specific circumstances, cultures, demographics, and more. Perhaps, based on the results of this prediction, research on depression in Florida can start with Miami to see if there are special qualities about the county that explain why it is predicted to have minimal depression rates as opposed to the rest of the state. From there, an empirically supported approach to supporting mental health in Florida can be achieved.</p>
+
+</div>
+</div>
+</div>
+</div>
+</body>
+
+
+
+
+
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	Unnamed: 0	spatial_id	name	perc_population_lacking_health_insurance	perc_population_noncitizens	perc_population_without_internet_access	perc_population_without_highschool_education	perc_population_whose_commute_is_90_minutes	Median_income	perc_population_male	...	perc_population_cognitive_disability	perc_population_individual_living_disability	average_selfreported_mental_health	average_selfreported_physical_health	perc_population_binge_drinking	perc_population_smoking	perc_population_without_physical_activity	perc_population_less_than_7_hours_of_sleep	perc_population_in_poverty	perc_population_with_depression
0	0	51610	Falls Church city, VA	3.8285	4.2811	1.6937	3.6473	1.3051	158005.583721	49.0126	...	7.1765	3.7250	11.5805	6.9313	18.4176	7.9498	13.5138	30.2433	2.0871	19.8510
1	1	51678	Lexington city, VA	7.6005	3.3659	6.0019	4.5010	0.7884	63925.395035	60.4235	...	15.8981	8.1917	19.5995	9.9059	19.0079	12.5000	21.1924	30.8101	26.2336	24.5904
2	2	72033	Cataño Municipio, PR	0.0000	0.0000	52.0332	24.0707	5.0907	19630.975519	46.9006	...	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000	45.0673	0.0000
3	3	51685	Manassas Park city, VA	12.1139	15.3833	4.0519	24.1794	10.5785	90256.312061	51.6286	...	13.2299	6.5991	16.4425	9.7563	18.7213	15.1132	23.1366	35.5040	2.8343	20.9052
4	4	51580	Covington city, VA	8.4537	0.0351	3.2832	11.8706	1.4455	42783.823622	45.1805	...	14.7383	9.3237	17.0748	13.5251	15.2101	19.3440	27.4994	35.5650	12.9587	23.4779
	Unnamed: 0	spatial_id	name	perc_population_lacking_health_insurance	perc_population_noncitizens	perc_population_without_internet_access	perc_population_without_highschool_education	perc_population_whose_commute_is_90_minutes	Median_income	perc_population_male	...	perc_population_cognitive_disability	perc_population_individual_living_disability	average_selfreported_mental_health	average_selfreported_physical_health	perc_population_binge_drinking	perc_population_smoking	perc_population_without_physical_activity	perc_population_less_than_7_hours_of_sleep	perc_population_in_poverty	perc_population_with_depression
3148	3148	15003	Honolulu County, HI	5.2956	7.2010	5.6249	8.1999	2.6695	92824.581663	50.5588	...	9.3545	5.2851	12.8306	8.1250	17.2830	11.0493	20.6669	41.6486	8.6468	12.0295
70	70	15005	Kalawao County, HI	5.5556	0.3906	0.0000	0.7752	0.0000	81665.653931	59.3750	...	10.7692	7.6923	12.3077	9.2308	16.9231	13.8462	21.5385	36.9231	1.9841	12.3077
3086	3086	15009	Maui County, HI	6.2804	8.1524	7.3821	9.0461	1.4498	89603.826535	49.8382	...	10.4216	5.8887	13.1815	8.2612	18.3690	12.9121	18.8404	35.7029	9.0900	13.0596
2010	2010	24033	Prince George's County, MD	11.7676	13.2117	3.9966	13.8406	4.1999	91744.863839	48.2978	...	11.4939	6.8346	14.1653	9.0093	12.5228	11.4578	23.3100	40.3515	9.2147	13.1289
2594	2594	15007	Kauai County, HI	6.0408	7.8048	4.7208	9.0390	0.5492	88415.786691	49.7258	...	10.3278	6.0378	13.2342	9.5351	17.3332	12.8307	20.4056	38.2744	8.5223	13.8287
	Unnamed: 0	spatial_id	name	perc_population_lacking_health_insurance	perc_population_noncitizens	perc_population_without_internet_access	perc_population_without_highschool_education	perc_population_whose_commute_is_90_minutes	Median_income	perc_population_male	...	perc_population_cognitive_disability	perc_population_individual_living_disability	average_selfreported_mental_health	average_selfreported_physical_health	perc_population_binge_drinking	perc_population_smoking	perc_population_without_physical_activity	perc_population_less_than_7_hours_of_sleep	perc_population_in_poverty	perc_population_with_depression
1151	1151	21153	Magoffin County, KY	10.8973	0.6770	18.3244	29.3527	8.6843	28278.600000	50.0391	...	24.7120	14.5200	22.4909	19.2631	13.1707	30.8251	38.7234	40.0519	29.5216	33.2019
190	190	21129	Lee County, KY	12.6859	0.6922	18.3061	28.2597	18.3665	28848.907609	58.7194	...	26.6484	16.2740	23.1233	21.0046	13.0594	33.4612	41.8265	41.2237	30.0706	32.3653
1917	1917	21205	Rowan County, KY	8.2695	0.7073	5.8783	13.5629	3.6119	45760.072048	47.9568	...	22.4782	12.0390	22.5940	15.0123	14.6300	22.9914	30.4825	38.0792	26.4521	32.2433
1226	1226	21131	Leslie County, KY	11.0912	0.1171	7.5329	16.5167	7.0366	36659.224346	50.8883	...	24.8793	15.0836	22.8731	20.0248	13.0526	30.9226	40.2353	41.1022	34.0897	31.9257
1632	1632	21051	Clay County, KY	13.3266	0.4504	21.7026	32.8616	3.2357	32320.219341	52.6453	...	26.5801	15.8982	23.2358	20.2658	13.2651	33.4935	39.9763	42.5158	31.2620	31.8525
	County_Name	logregpreds	ldapreds	knn	svcpreds	rfpreds	Q2_counts	Q3_counts	max	consensus
77	Union County, FL	Q2	Q2	Q2	Q2	Q3	4	1	4	Q2
78	Gilchrist County, FL	Q3	Q2	Q3	Q2	Q3	2	3	3	Q3
79	Seminole County, FL	Q3	Q3	Q3	Q2	Q3	1	4	4	Q3
80	Hardee County, FL	Q2	Q2	Q3	Q2	Q3	3	2	3	Q2
81	DeSoto County, FL	Q3	Q2	Q3	Q2	Q3	2	3	3	Q3
	County_Name	logregpreds	ldapreds	knn	svcpreds	rfpreds	Q1_counts	Q2_counts	Q3_counts	Q4_counts	max	consensus
115	Lee County, FL	Q3	Q3	Q3	Q1	Q3	1	0	4	0	4	Q3
122	Orange County, FL	Q3	Q3	Q1	Q1	Q3	2	0	3	0	3	Q3
129	Palm Beach County, FL	Q4	Q3	Q3	Q1	Q3	1	0	3	1	3	Q3
131	Hillsborough County, FL	Q3	Q3	Q3	Q1	Q3	1	0	4	0	4	Q3
141	Miami-Dade County, FL	Q1	Q3	Q1	Q1	Q3	3	0	2	0	3	Q1
143	Escambia County, FL	Q3	Q2	Q3	Q1	Q3	1	1	3	0	3	Q3
	County_Name	logregpreds	ldapreds	knn	svcpreds	rfpreds	Q2_counts	Q3_counts	max	consensus
93	Gadsden County, FL	Q3	Q3	Q2	Q2	Q2	3	2	3	Q2
95	Madison County, FL	Q2	Q2	Q3	Q2	Q2	4	1	4	Q2
104	Hamilton County, FL	Q2	Q2	Q3	Q2	Q2	4	1	4	Q2