diff --git a/Image_clasification.html b/Image_clasification.html
new file mode 100644
index 0000000000000000000000000000000000000000..925cfe072ddf50fe363121f64c11db9b099317bc
--- /dev/null
+++ b/Image_clasification.html
@@ -0,0 +1,16008 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Image_clasification</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+
+
+
+
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: var(--jp-cell-editor-active-background) }
+.highlight { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }
+.highlight .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */
+.highlight .err { color: var(--jp-mirror-editor-error-color) } /* Error */
+.highlight .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */
+.highlight .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
+.highlight .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */
+.highlight .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
+.highlight .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
+.highlight .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
+.highlight .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
+.highlight .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
+.highlight .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
+.highlight .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+  </style>
+
+
+
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+ * Mozilla scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+[data-jp-theme-scrollbars='true'] {
+  scrollbar-color: rgb(var(--jp-scrollbar-thumb-color))
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar. These selectors
+ * will match lower in the tree, and so will override the above */
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+}
+
+/*
+ * Webkit scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-corner {
+  background: var(--jp-scrollbar-background-color);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-thumb {
+  background: rgb(var(--jp-scrollbar-thumb-color));
+  border: var(--jp-scrollbar-thumb-margin) solid transparent;
+  background-clip: content-box;
+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:horizontal {
+  border-left: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+  border-right: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+}
+
+[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:vertical {
+  border-top: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+  border-bottom: var(--jp-scrollbar-endpad) solid
+    var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar */
+
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar::-webkit-scrollbar,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-corner,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-corner {
+  background-color: transparent;
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+  border: var(--jp-scrollbar-thumb-margin) solid transparent;
+  background-clip: content-box;
+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal {
+  border-left: var(--jp-scrollbar-endpad) solid transparent;
+  border-right: var(--jp-scrollbar-endpad) solid transparent;
+}
+
+[data-jp-theme-scrollbars='true']
+  .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical {
+  border-top: var(--jp-scrollbar-endpad) solid transparent;
+  border-bottom: var(--jp-scrollbar-endpad) solid transparent;
+}
+
+/*
+ * Phosphor
+ */
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  min-height: 16px;
+  max-height: 16px;
+  min-width: 45px;
+  border-top: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  min-width: 16px;
+  max-width: 16px;
+  min-height: 45px;
+  border-left: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar-button {
+  background-color: #f0f0f0;
+  background-position: center center;
+  min-height: 15px;
+  max-height: 15px;
+  min-width: 15px;
+  max-width: 15px;
+}
+
+.lm-ScrollBar-button:hover {
+  background-color: #dadada;
+}
+
+.lm-ScrollBar-button.lm-mod-active {
+  background-color: #cdcdcd;
+}
+
+.lm-ScrollBar-track {
+  background: #f0f0f0;
+}
+
+.lm-ScrollBar-thumb {
+  background: #cdcdcd;
+}
+
+.lm-ScrollBar-thumb:hover {
+  background: #bababa;
+}
+
+.lm-ScrollBar-thumb.lm-mod-active {
+  background: #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {
+  height: 100%;
+  min-width: 15px;
+  border-left: 1px solid #a0a0a0;
+  border-right: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {
+  width: 100%;
+  min-height: 15px;
+  border-top: 1px solid #a0a0a0;
+  border-bottom: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-left);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-right);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='decrement'] {
+  background-image: var(--jp-icon-caret-up);
+  background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='increment'] {
+  background-image: var(--jp-icon-caret-down);
+  background-size: 17px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-Widget, /* </DEPRECATED> */
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  cursor: default;
+}
+
+
+/* <DEPRECATED> */ .p-Widget.p-mod-hidden, /* </DEPRECATED> */
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-CommandPalette, /* </DEPRECATED> */
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-search, /* </DEPRECATED> */
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-content, /* </DEPRECATED> */
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-header, /* </DEPRECATED> */
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-item, /* </DEPRECATED> */
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemIcon, /* </DEPRECATED> */
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemContent, /* </DEPRECATED> */
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemShortcut, /* </DEPRECATED> */
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-CommandPalette-itemLabel, /* </DEPRECATED> */
+.lm-CommandPalette-itemLabel {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-DockPanel, /* </DEPRECATED> */
+.lm-DockPanel {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-widget, /* </DEPRECATED> */
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-tabBar, /* </DEPRECATED> */
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle, /* </DEPRECATED> */
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-handle:after, /* </DEPRECATED> */
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='horizontal']:after,
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-DockPanel-handle[data-orientation='vertical']:after,
+/* </DEPRECATED> */
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-overlay, /* </DEPRECATED> */
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+
+/* <DEPRECATED> */ .p-DockPanel-overlay.p-mod-hidden, /* </DEPRECATED> */
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-Menu, /* </DEPRECATED> */
+.lm-Menu {
+  z-index: 10000;
+  position: absolute;
+  white-space: nowrap;
+  overflow-x: hidden;
+  overflow-y: auto;
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-content, /* </DEPRECATED> */
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-item, /* </DEPRECATED> */
+.lm-Menu-item {
+  display: table-row;
+}
+
+
+/* <DEPRECATED> */
+.p-Menu-item.p-mod-hidden,
+.p-Menu-item.p-mod-collapsed,
+/* </DEPRECATED> */
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */
+.p-Menu-itemIcon,
+.p-Menu-itemSubmenuIcon,
+/* </DEPRECATED> */
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-itemLabel, /* </DEPRECATED> */
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+
+/* <DEPRECATED> */ .p-Menu-itemShortcut, /* </DEPRECATED> */
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-MenuBar, /* </DEPRECATED> */
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-MenuBar-content, /* </DEPRECATED> */
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */ .p--MenuBar-item, /* </DEPRECATED> */
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+
+/* <DEPRECATED> */
+.p-MenuBar-itemIcon,
+.p-MenuBar-itemLabel,
+/* </DEPRECATED> */
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-ScrollBar, /* </DEPRECATED> */
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+
+/* <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;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='vertical'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <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;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab.p-mod-hidden, /* </DEPRECATED> */
+.lm-TabBar-tab.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;
+}
+
+/*-----------------------------------------------------------------------------
+| 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";
+/*!
+
+Copyright 2015-present Palantir Technologies, Inc. All rights reserved.
+Licensed under the Apache License, Version 2.0.
+
+*/
+html{
+  -webkit-box-sizing:border-box;
+          box-sizing:border-box; }
+
+*,
+*::before,
+*::after{
+  -webkit-box-sizing:inherit;
+          box-sizing:inherit; }
+
+body{
+  text-transform:none;
+  line-height:1.28581;
+  letter-spacing:0;
+  font-size:14px;
+  font-weight:400;
+  color:#182026;
+  font-family:-apple-system, "BlinkMacSystemFont", "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Cantarell", "Open Sans", "Helvetica Neue", "Icons16", sans-serif; }
+
+p{
+  margin-top:0;
+  margin-bottom:10px; }
+
+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{
+  line-height:40px;
+  font-size:36px; }
+
+h2.bp3-heading, .bp3-running-text h2{
+  line-height:32px;
+  font-size:28px; }
+
+h3.bp3-heading, .bp3-running-text h3{
+  line-height:25px;
+  font-size:22px; }
+
+h4.bp3-heading, .bp3-running-text h4{
+  line-height:21px;
+  font-size:18px; }
+
+h5.bp3-heading, .bp3-running-text h5{
+  line-height:19px;
+  font-size:16px; }
+
+h6.bp3-heading, .bp3-running-text h6{
+  line-height:16px;
+  font-size:14px; }
+.bp3-ui-text{
+  text-transform:none;
+  line-height:1.28581;
+  letter-spacing:0;
+  font-size:14px;
+  font-weight:400; }
+
+.bp3-monospace-text{
+  text-transform:none;
+  font-family:monospace; }
+
+.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{
+  line-height:1.5;
+  font-size:14px; }
+  .bp3-running-text h1{
+    color:#182026;
+    font-weight:600;
+    margin-top:40px;
+    margin-bottom:20px; }
+    .bp3-dark .bp3-running-text h1{
+      color:#f5f8fa; }
+  .bp3-running-text h2{
+    color:#182026;
+    font-weight:600;
+    margin-top:40px;
+    margin-bottom:20px; }
+    .bp3-dark .bp3-running-text h2{
+      color:#f5f8fa; }
+  .bp3-running-text h3{
+    color:#182026;
+    font-weight:600;
+    margin-top:40px;
+    margin-bottom:20px; }
+    .bp3-dark .bp3-running-text h3{
+      color:#f5f8fa; }
+  .bp3-running-text h4{
+    color:#182026;
+    font-weight:600;
+    margin-top:40px;
+    margin-bottom:20px; }
+    .bp3-dark .bp3-running-text h4{
+      color:#f5f8fa; }
+  .bp3-running-text h5{
+    color:#182026;
+    font-weight:600;
+    margin-top:40px;
+    margin-bottom:20px; }
+    .bp3-dark .bp3-running-text h5{
+      color:#f5f8fa; }
+  .bp3-running-text h6{
+    color:#182026;
+    font-weight:600;
+    margin-top:40px;
+    margin-bottom:20px; }
+    .bp3-dark .bp3-running-text h6{
+      color:#f5f8fa; }
+  .bp3-running-text hr{
+    margin:20px 0;
+    border:none;
+    border-bottom:1px solid rgba(16, 22, 26, 0.15); }
+    .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{
+  text-decoration:none;
+  color:#106ba3; }
+  a:hover{
+    cursor:pointer;
+    text-decoration:underline;
+    color:#106ba3; }
+  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{
+  text-transform:none;
+  font-family:monospace;
+  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);
+  background:rgba(255, 255, 255, 0.7);
+  padding:2px 5px;
+  color:#5c7080;
+  font-size:smaller; }
+  .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{
+    -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);
+    background:rgba(16, 22, 26, 0.3);
+    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{
+  text-transform:none;
+  font-family:monospace;
+  display:block;
+  margin:10px 0;
+  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);
+  background:rgba(255, 255, 255, 0.7);
+  padding:13px 15px 12px;
+  line-height:1.4;
+  color:#182026;
+  font-size:13px;
+  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{
+    -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);
+    background:rgba(16, 22, 26, 0.3);
+    color:#f5f8fa; }
+  .bp3-running-text pre > code, .bp3-code-block > code{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:none;
+    padding:0;
+    color:inherit;
+    font-size:inherit; }
+
+.bp3-running-text kbd, .bp3-key{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  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);
+  background:#ffffff;
+  min-width:24px;
+  height:24px;
+  padding:3px 6px;
+  vertical-align:middle;
+  line-height:24px;
+  color:#5c7080;
+  font-family:inherit;
+  font-size:12px; }
+  .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{
+    -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);
+    background:#394b59;
+    color:#a7b6c2; }
+.bp3-running-text blockquote, .bp3-blockquote{
+  margin:0 0 10px;
+  border-left:solid 4px rgba(167, 182, 194, 0.5);
+  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{
+  margin:0;
+  padding:0;
+  list-style:none; }
+  .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{
+    margin-top:0;
+    margin-right:20px;
+    font-size:40px; }
+
+.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{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:wrap;
+      flex-wrap:wrap;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  margin:0;
+  cursor:default;
+  height:30px;
+  padding:0;
+  list-style:none; }
+  .bp3-breadcrumbs > li{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center; }
+    .bp3-breadcrumbs > li::after{
+      display:block;
+      margin:0 5px;
+      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 0 0-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 0 0 1.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'/%3e%3c/svg%3e");
+      width:16px;
+      height:16px;
+      content:""; }
+    .bp3-breadcrumbs > li:last-of-type::after{
+      display:none; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumb-current,
+.bp3-breadcrumbs-collapsed{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  font-size:16px; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumbs-collapsed{
+  color:#5c7080; }
+
+.bp3-breadcrumb:hover{
+  text-decoration:none; }
+
+.bp3-breadcrumb.bp3-disabled{
+  cursor:not-allowed;
+  color:rgba(92, 112, 128, 0.6); }
+
+.bp3-breadcrumb .bp3-icon{
+  margin-right:5px; }
+
+.bp3-breadcrumb-current{
+  color:inherit;
+  font-weight:600; }
+  .bp3-breadcrumb-current .bp3-input{
+    vertical-align:baseline;
+    font-size:inherit;
+    font-weight:inherit; }
+
+.bp3-breadcrumbs-collapsed{
+  margin-right:2px;
+  border:none;
+  border-radius:3px;
+  background:#ced9e0;
+  cursor:pointer;
+  padding:1px 5px;
+  vertical-align:text-bottom; }
+  .bp3-breadcrumbs-collapsed::before{
+    display:block;
+    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;
+    width:16px;
+    height:16px;
+    content:""; }
+  .bp3-breadcrumbs-collapsed:hover{
+    background:#bfccd6;
+    text-decoration:none;
+    color:#182026; }
+
+.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;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  padding:5px 10px;
+  vertical-align:middle;
+  text-align:left;
+  font-size:14px;
+  min-width:30px;
+  min-height: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-"]){
+    -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);
+    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));
+    color:#182026; }
+    .bp3-button:not([class*="bp3-intent-"]):hover{
+      -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);
+      background-clip:padding-box;
+      background-color:#ebf1f5; }
+    .bp3-button:not([class*="bp3-intent-"]):active, .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      -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);
+      background-color:#d8e1e8;
+      background-image:none; }
+    .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      outline:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      cursor:not-allowed;
+      color:rgba(92, 112, 128, 0.6); }
+      .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{
+    -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);
+    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));
+    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{
+      -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);
+      background-color:#106ba3; }
+    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      -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);
+      background-color:#0e5a8a;
+      background-image:none; }
+    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(19, 124, 189, 0.5);
+      background-image:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-success{
+    -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);
+    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));
+    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{
+      -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);
+      background-color:#0d8050; }
+    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      -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);
+      background-color:#0a6640;
+      background-image:none; }
+    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(15, 153, 96, 0.5);
+      background-image:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-warning{
+    -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);
+    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));
+    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{
+      -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);
+      background-color:#bf7326; }
+    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      -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);
+      background-color:#a66321;
+      background-image:none; }
+    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(217, 130, 43, 0.5);
+      background-image:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-danger{
+    -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);
+    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));
+    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{
+      -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);
+      background-color:#c23030; }
+    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      -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);
+      background-color:#a82a2a;
+      background-image:none; }
+    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(219, 55, 55, 0.5);
+      background-image: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-width:40px;
+    min-height:40px;
+    padding:5px 15px;
+    font-size:16px; }
+    .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-width:24px;
+    min-height: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{
+      position:absolute;
+      margin:0; }
+    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
+      visibility:hidden; }
+  .bp3-button[class*="bp3-icon-"]::before{
+    line-height:1;
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-weight:400;
+    font-style:normal;
+    -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-"]){
+    -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);
+    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));
+    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{
+      -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);
+      background-color:#30404d; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      -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);
+      background-color:#202b33;
+      background-image:none; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image: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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-image: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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:none; }
+    .bp3-button.bp3-minimal:hover{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(167, 182, 194, 0.3);
+      text-decoration:none;
+      color:#182026; }
+    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(115, 134, 148, 0.3);
+      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;
+      cursor:not-allowed;
+      color:rgba(92, 112, 128, 0.6); }
+      .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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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;
+        cursor:not-allowed;
+        color:rgba(167, 182, 194, 0.6); }
+        .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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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); }
+
+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-top-left-radius:0;
+    border-bottom-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){
+    margin-right:-1px;
+    border-top-right-radius:0;
+    border-bottom-right-radius:0; }
+  .bp3-button-group.bp3-minimal .bp3-button{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:hover{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(167, 182, 194, 0.3);
+      text-decoration:none;
+      color:#182026; }
+    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(115, 134, 148, 0.3);
+      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;
+      cursor:not-allowed;
+      color:rgba(92, 112, 128, 0.6); }
+      .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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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;
+        cursor:not-allowed;
+        color:rgba(167, 182, 194, 0.6); }
+        .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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background: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-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    vertical-align:top; }
+    .bp3-button-group.bp3-vertical.bp3-fill{
+      width:unset;
+      height:100%; }
+    .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{
+  line-height:1.5;
+  font-size:14px;
+  position:relative;
+  border-radius:3px;
+  background-color:rgba(138, 155, 168, 0.15);
+  width:100%;
+  padding:10px 12px 9px; }
+  .bp3-callout[class*="bp3-icon-"]{
+    padding-left:40px; }
+    .bp3-callout[class*="bp3-icon-"]::before{
+      line-height:1;
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-weight:400;
+      font-style:normal;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      position:absolute;
+      top:10px;
+      left:10px;
+      color:#5c7080; }
+  .bp3-callout.bp3-callout-icon{
+    padding-left:40px; }
+    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
+      position:absolute;
+      top:10px;
+      left:10px;
+      color:#5c7080; }
+  .bp3-callout .bp3-heading{
+    margin-top:0;
+    margin-bottom:5px;
+    line-height:20px; }
+    .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{
+  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);
+  background-color:#ffffff;
+  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{
+    -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);
+    background-color:#30404d; }
+
+.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{
+  opacity:0.9;
+  -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);
+  -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{
+  margin:5px;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  border-bottom:1px solid rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-dialog-container{
+  opacity:1;
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  width:100%;
+  min-height:100%;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .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-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+
+.bp3-dialog{
+  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;
+  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);
+  background:#ebf1f5;
+  width:500px;
+  padding-bottom:20px;
+  pointer-events:all;
+  -webkit-user-select:text;
+     -moz-user-select:text;
+      -ms-user-select:text;
+          user-select:text; }
+  .bp3-dialog:focus{
+    outline:0; }
+  .bp3-dialog.bp3-dark,
+  .bp3-dark .bp3-dialog{
+    -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);
+    background:#293742;
+    color:#f5f8fa; }
+
+.bp3-dialog-header{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  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);
+  background:#ffffff;
+  min-height:40px;
+  padding-right:5px;
+  padding-left:20px; }
+  .bp3-dialog-header .bp3-icon-large,
+  .bp3-dialog-header .bp3-icon{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px;
+    color:#5c7080; }
+  .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;
+    margin:0;
+    line-height:inherit; }
+    .bp3-dialog-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-dialog-header{
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+    background:#30404d; }
+    .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;
+  margin:20px;
+  line-height:18px; }
+
+.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-drawer{
+  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;
+  -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);
+  background:#ffffff;
+  padding:0; }
+  .bp3-drawer:focus{
+    outline:0; }
+  .bp3-drawer.bp3-position-top{
+    top:0;
+    right:0;
+    left:0;
+    height:50%; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+  .bp3-drawer.bp3-position-bottom{
+    right:0;
+    bottom:0;
+    left:0;
+    height:50%; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+  .bp3-drawer.bp3-position-left{
+    top:0;
+    bottom:0;
+    left: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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+  .bp3-drawer.bp3-position-right{
+    top:0;
+    right:0;
+    bottom: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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right):not(.bp3-vertical){
+    top:0;
+    right:0;
+    bottom: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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -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);
+      -webkit-transition-delay:0;
+              transition-delay: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{
+      -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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right).bp3-vertical{
+    right:0;
+    bottom:0;
+    left:0;
+    height:50%; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+    .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-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -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);
+      -webkit-transition-delay:0;
+              transition-delay:0; }
+  .bp3-drawer.bp3-dark,
+  .bp3-dark .bp3-drawer{
+    -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);
+    background:#30404d;
+    color:#f5f8fa; }
+
+.bp3-drawer-header{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  position:relative;
+  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);
+  min-height:40px;
+  padding:5px;
+  padding-left:20px; }
+  .bp3-drawer-header .bp3-icon-large,
+  .bp3-drawer-header .bp3-icon{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px;
+    color:#5c7080; }
+  .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;
+    margin:0;
+    line-height:inherit; }
+    .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;
+  overflow:auto;
+  line-height:18px; }
+
+.bp3-drawer-footer{
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  position:relative;
+  -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);
+  padding:10px 20px; }
+  .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{
+  display:inline-block;
+  position:relative;
+  cursor:text;
+  max-width:100%;
+  vertical-align:top;
+  white-space:nowrap; }
+  .bp3-editable-text::before{
+    position:absolute;
+    top:-3px;
+    right:-3px;
+    bottom:-3px;
+    left:-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{
+    -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);
+    background-color:#ffffff; }
+  .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{
+    -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);
+    background-color:rgba(16, 22, 26, 0.3); }
+  .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{
+  display:inherit;
+  position:relative;
+  min-width:inherit;
+  max-width:inherit;
+  vertical-align:top;
+  text-transform:inherit;
+  letter-spacing:inherit;
+  color:inherit;
+  font:inherit;
+  resize:none; }
+
+.bp3-editable-text-input{
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  background:none;
+  width:100%;
+  padding:0;
+  white-space:pre-wrap; }
+  .bp3-editable-text-input::-webkit-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-editable-text-input::-moz-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-editable-text-input:-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-editable-text-input::-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-editable-text-input::placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .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{
+    position:absolute;
+    left:0;
+    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-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{
+    z-index:2;
+    border-radius:inherit; }
+    .bp3-control-group .bp3-input:focus{
+      z-index:14;
+      border-radius:3px; }
+    .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);
+    z-index:4;
+    border-radius:inherit; }
+    .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-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:not(.bp3-vertical) > *{
+    margin-right:-1px; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *{
+    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{
+    margin-right:0;
+    border-radius:0 3px 3px 0; }
+  .bp3-control-group > :only-child{
+    margin-right:0;
+    border-radius:3px; }
+  .bp3-control-group .bp3-input-group .bp3-button{
+    border-radius:3px; }
+  .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{
+      margin-top:0;
+      border-radius:3px 3px 0 0; }
+    .bp3-control-group.bp3-vertical > :last-child{
+      border-radius:0 0 3px 3px; }
+.bp3-control{
+  display:block;
+  position:relative;
+  margin-bottom:10px;
+  cursor:pointer;
+  text-transform:none; }
+  .bp3-control input:checked ~ .bp3-control-indicator{
+    -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);
+    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));
+    color:#ffffff; }
+  .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    -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);
+    background-color:#106ba3; }
+  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    -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);
+    background:#0e5a8a; }
+  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(19, 124, 189, 0.5); }
+  .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{
+    -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);
+    background-color:#106ba3; }
+  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    -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);
+    background-color:#0e5a8a; }
+  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(14, 90, 138, 0.5); }
+  .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{
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-control.bp3-inline{
+    display:inline-block;
+    margin-right:20px; }
+  .bp3-control input{
+    position:absolute;
+    top:0;
+    left:0;
+    opacity:0;
+    z-index:-1; }
+  .bp3-control .bp3-control-indicator{
+    display:inline-block;
+    position:relative;
+    margin-top:-3px;
+    margin-right:10px;
+    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);
+    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));
+    cursor:pointer;
+    width:1em;
+    height:1em;
+    vertical-align:middle;
+    font-size:16px;
+    -webkit-user-select:none;
+       -moz-user-select:none;
+        -ms-user-select:none;
+            user-select:none; }
+    .bp3-control .bp3-control-indicator::before{
+      display:block;
+      width:1em;
+      height:1em;
+      content:""; }
+  .bp3-control:hover .bp3-control-indicator{
+    background-color:#ebf1f5; }
+  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+    -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);
+    background:#d8e1e8; }
+  .bp3-control input:disabled ~ .bp3-control-indicator{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(206, 217, 224, 0.5);
+    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-top:1px;
+    margin-left:10px; }
+  .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{
+    -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);
+    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));
+    color:#ffffff; }
+  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    -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);
+    background-color:#106ba3; }
+  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    -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);
+    background:#0e5a8a; }
+  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(19, 124, 189, 0.5); }
+  .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{
+    -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);
+    background-color:#106ba3; }
+  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    -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);
+    background-color:#0e5a8a; }
+  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(14, 90, 138, 0.5); }
+  .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 0 0-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0 0 12 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;
+    width:auto;
+    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); }
+    .bp3-control.bp3-switch .bp3-control-indicator::before{
+      position:absolute;
+      left:0;
+      margin:2px;
+      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);
+      background:#ffffff;
+      width:calc(1em - 4px);
+      height:calc(1em - 4px);
+      -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); }
+  .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{
+    -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);
+    background:#394b59; }
+  .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{
+    text-align:center;
+    font-size:0.7em; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
+    visibility:hidden;
+    margin-right:1.2em;
+    margin-left:0.5em;
+    line-height:0; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
+    visibility:visible;
+    margin-right:0.5em;
+    margin-left:1.2em;
+    line-height:1em; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
+    visibility:visible;
+    line-height:1em; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
+    visibility:hidden;
+    line-height:0; }
+  .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{
+      -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);
+      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)); }
+    .bp3-dark .bp3-control:hover .bp3-control-indicator{
+      background-color:#30404d; }
+    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+      -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);
+      background:#202b33; }
+    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(57, 75, 89, 0.5);
+      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{
+  display:inline-block;
+  position:relative;
+  cursor:pointer;
+  height:30px; }
+  .bp3-file-input input{
+    opacity:0;
+    margin:0;
+    min-width:200px; }
+    .bp3-file-input input:disabled + .bp3-file-upload-input,
+    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(206, 217, 224, 0.5);
+      cursor:not-allowed;
+      color:rgba(92, 112, 128, 0.6);
+      resize:none; }
+      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+        outline:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background-color:rgba(206, 217, 224, 0.5);
+        background-image:none;
+        cursor:not-allowed;
+        color:rgba(92, 112, 128, 0.6); }
+        .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{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background:rgba(57, 75, 89, 0.5);
+        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{
+          -webkit-box-shadow:none;
+                  box-shadow:none;
+          background-color:rgba(57, 75, 89, 0.5);
+          background-image: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{
+  outline:none;
+  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);
+  background:#ffffff;
+  height:30px;
+  padding:0 10px;
+  vertical-align:middle;
+  line-height:30px;
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  -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);
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  position:absolute;
+  top:0;
+  right:0;
+  left:0;
+  padding-right:80px;
+  color:rgba(92, 112, 128, 0.6);
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-file-upload-input::-webkit-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-file-upload-input::-moz-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-file-upload-input:-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-file-upload-input::-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-file-upload-input::placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(206, 217, 224, 0.5);
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6);
+    resize:none; }
+  .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);
+    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));
+    color:#182026;
+    min-width:24px;
+    min-height:24px;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    position:absolute;
+    top:0;
+    right:0;
+    margin:3px;
+    border-radius:3px;
+    width:70px;
+    text-align:center;
+    line-height:24px;
+    content:"Browse"; }
+    .bp3-file-upload-input::after:hover{
+      -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);
+      background-clip:padding-box;
+      background-color:#ebf1f5; }
+    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
+      -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);
+      background-color:#d8e1e8;
+      background-image:none; }
+    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
+      outline:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      cursor:not-allowed;
+      color:rgba(92, 112, 128, 0.6); }
+      .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{
+    -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);
+    background-clip:padding-box;
+    background-color:#ebf1f5; }
+  .bp3-file-upload-input:active::after{
+    -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);
+    background-color:#d8e1e8;
+    background-image:none; }
+  .bp3-large .bp3-file-upload-input{
+    height:40px;
+    line-height:40px;
+    font-size:16px;
+    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-width:30px;
+      min-height:30px;
+      margin:5px;
+      width:85px;
+      line-height:30px; }
+  .bp3-dark .bp3-file-upload-input{
+    -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);
+    background:rgba(16, 22, 26, 0.3);
+    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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(57, 75, 89, 0.5);
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::after{
+      -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);
+      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));
+      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{
+        -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);
+        background-color:#30404d; }
+      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        -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);
+        background-color:#202b33;
+        background-image:none; }
+      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background-color:rgba(57, 75, 89, 0.5);
+        background-image: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{
+      -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);
+      background-color:#30404d; }
+    .bp3-dark .bp3-file-upload-input:active::after{
+      -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);
+      background-color:#202b33;
+      background-image:none; }
+
+.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{
+    margin-top:5px;
+    color:#5c7080;
+    font-size:12px; }
+  .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-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; }
+    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
+      margin:0 10px 0 0;
+      line-height:40px; }
+    .bp3-form-group.bp3-inline label.bp3-label{
+      margin:0 10px 0 0;
+      line-height:30px; }
+  .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-button,
+  .bp3-input-group > .bp3-icon{
+    position:absolute;
+    top:0; }
+    .bp3-input-group .bp3-input-action: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-button:last-child,
+    .bp3-input-group > .bp3-icon:last-child{
+      right:0; }
+  .bp3-input-group .bp3-button{
+    min-width:24px;
+    min-height:24px;
+    margin:3px;
+    padding:0 7px; }
+    .bp3-input-group .bp3-button:empty{
+      padding:0; }
+  .bp3-input-group > .bp3-icon{
+    z-index:1;
+    color:#5c7080; }
+    .bp3-input-group > .bp3-icon:empty{
+      line-height:1;
+      font-family:"Icons16", sans-serif;
+      font-size:16px;
+      font-weight:400;
+      font-style:normal;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased; }
+  .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-width:30px;
+    min-height:30px;
+    margin:5px; }
+  .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{
+    height:40px;
+    line-height:40px;
+    font-size:16px; }
+    .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-width:20px;
+    min-height:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small .bp3-tag{
+    min-width:20px;
+    min-height:20px;
+    margin:2px; }
+  .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{
+    height:24px;
+    padding-right:8px;
+    padding-left:8px;
+    line-height:24px;
+    font-size:12px; }
+    .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{
+  outline:none;
+  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);
+  background:#ffffff;
+  height:30px;
+  padding:0 10px;
+  vertical-align:middle;
+  line-height:30px;
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  -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);
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none; }
+  .bp3-input::-webkit-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input::-moz-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input:-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input::-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input::placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(206, 217, 224, 0.5);
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6);
+    resize:none; }
+  .bp3-input.bp3-large{
+    height:40px;
+    line-height:40px;
+    font-size:16px; }
+    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
+      padding:0 15px; }
+  .bp3-input.bp3-small{
+    height:24px;
+    padding-right:8px;
+    padding-left:8px;
+    line-height:24px;
+    font-size:12px; }
+    .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{
+    -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);
+    background:rgba(16, 22, 26, 0.3);
+    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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(57, 75, 89, 0.5);
+      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{
+    -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);
+    background:rgba(16, 22, 26, 0.3);
+    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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background:rgba(57, 75, 89, 0.5);
+      color:rgba(167, 182, 194, 0.6); }
+label.bp3-label{
+  display:block;
+  margin-top:0;
+  margin-bottom:15px; }
+  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{
+    width:100%;
+    vertical-align:top;
+    font-weight:400; }
+  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;
+  width:30px;
+  min-height:0;
+  padding:0; }
+  .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;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  padding:5px 10px;
+  vertical-align:middle;
+  text-align:left;
+  font-size:14px;
+  -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);
+  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));
+  color:#182026;
+  border-radius:3px;
+  width:100%;
+  height:30px;
+  padding:0 25px 0 10px;
+  -moz-appearance:none;
+  -webkit-appearance:none; }
+  .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{
+    -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);
+    background-clip:padding-box;
+    background-color:#ebf1f5; }
+  .bp3-html-select select:active,
+  .bp3-select select:active, .bp3-html-select select.bp3-active,
+  .bp3-select select.bp3-active{
+    -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);
+    background-color:#d8e1e8;
+    background-image:none; }
+  .bp3-html-select select:disabled,
+  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
+  .bp3-select select.bp3-disabled{
+    outline:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6); }
+    .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{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  background:none; }
+  .bp3-html-select.bp3-minimal select:hover,
+  .bp3-select.bp3-minimal select:hover{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(167, 182, 194, 0.3);
+    text-decoration:none;
+    color:#182026; }
+  .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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:rgba(115, 134, 148, 0.3);
+    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;
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6); }
+    .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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background: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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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;
+      cursor:not-allowed;
+      color:rgba(167, 182, 194, 0.6); }
+      .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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background: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{
+  height:40px;
+  padding-right:35px;
+  font-size:16px; }
+
+.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
+  -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);
+  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));
+  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{
+    -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);
+    background-color:#30404d; }
+  .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{
+    -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);
+    background-color:#202b33;
+    background-image:none; }
+  .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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background-color:rgba(57, 75, 89, 0.5);
+    background-image: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{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  background-color:rgba(206, 217, 224, 0.5);
+  cursor:not-allowed;
+  color:rgba(92, 112, 128, 0.6); }
+
+.bp3-html-select .bp3-icon,
+.bp3-select .bp3-icon, .bp3-select::after{
+  position:absolute;
+  top:7px;
+  right:7px;
+  color:#5c7080;
+  pointer-events:none; }
+  .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;
+  position:relative;
+  vertical-align:middle;
+  letter-spacing:normal; }
+  .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{
+    top:12px;
+    right: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::after, .bp3-dark
+  .bp3-select::after{
+    color:#a7b6c2; }
+
+.bp3-select::after{
+  line-height:1;
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-weight:400;
+  font-style:normal;
+  -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;
+    vertical-align:top;
+    text-align:left; }
+  .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{
+    -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{
+    -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-top:6px;
+  padding-bottom: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{
+  -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){
+    -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-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{
+  -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){
+    -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{
+  top:40px;
+  padding-bottom:0; }
+  .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{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-pack:justify;
+      -ms-flex-pack:justify;
+          justify-content:space-between;
+  margin-right:0;
+  margin-left: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{
+  line-height:1;
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-weight:400;
+  font-style:normal;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon-large{
+  line-height:1;
+  font-family:"Icons20", sans-serif;
+  font-size:20px;
+  font-weight:400;
+  font-style:normal;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon:empty{
+  line-height:1;
+  font-family:"Icons20";
+  font-size:inherit;
+  font-weight:400;
+  font-style:normal; }
+  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{
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+  content:""; }
+
+.bp3-icon-new-grid-item::before{
+  content:""; }
+
+.bp3-icon-new-layer::before{
+  content:""; }
+
+.bp3-icon-new-layers::before{
+  content:""; }
+
+.bp3-icon-new-link::before{
+  content:""; }
+
+.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:""; }
+
+.bp3-icon-notifications::before{
+  content:""; }
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+.bp3-icon-notifications-updated::before{
+  content:""; }
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+.bp3-icon-numbered-list::before{
+  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:""; }
+
+.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{
+  -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{
+  margin:0;
+  border-radius:3px;
+  background:#ffffff;
+  min-width:180px;
+  padding:5px;
+  list-style:none;
+  text-align:left;
+  color:#182026; }
+
+.bp3-menu-divider{
+  display:block;
+  margin:5px;
+  border-top:1px solid rgba(16, 22, 26, 0.15); }
+  .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;
+  padding:5px 7px;
+  text-decoration:none;
+  line-height:20px;
+  color:inherit;
+  -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;
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6); }
+  .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{
+    line-height:1;
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-weight:400;
+    font-style:normal;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    margin-right:7px; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > .bp3-icon{
+    margin-top:2px;
+    color:#5c7080; }
+  .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{
+    outline:none !important;
+    background-color:inherit !important;
+    cursor:not-allowed !important;
+    color:rgba(92, 112, 128, 0.6) !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{
+    padding:9px 7px;
+    line-height:22px;
+    font-size:16px; }
+    .bp3-large .bp3-menu-item .bp3-icon{
+      margin-top:3px; }
+    .bp3-large .bp3-menu-item::before{
+      line-height:1;
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-weight:400;
+      font-style:normal;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      margin-top:1px;
+      margin-right:10px; }
+
+button.bp3-menu-item{
+  border:none;
+  background:none;
+  width:100%;
+  text-align:left; }
+.bp3-menu-header{
+  display:block;
+  margin:5px;
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  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;
+    margin:0;
+    padding:10px 7px 0 1px;
+    line-height:17px; }
+    .bp3-dark .bp3-menu-header > h6{
+      color:#f5f8fa; }
+  .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+  .bp3-large .bp3-menu-header > h6{
+    padding-top:15px;
+    padding-bottom:5px;
+    font-size:18px; }
+  .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-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{
+  position:relative;
+  z-index:10;
+  -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);
+  background-color:#ffffff;
+  width:100%;
+  height:50px;
+  padding:0 15px; }
+  .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{
+    position:fixed;
+    top:0;
+    right:0;
+    left:0; }
+
+.bp3-navbar-heading{
+  margin-right:15px;
+  font-size:16px; }
+
+.bp3-navbar-group{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  height:50px; }
+  .bp3-navbar-group.bp3-align-left{
+    float:left; }
+  .bp3-navbar-group.bp3-align-right{
+    float:right; }
+
+.bp3-navbar-divider{
+  margin:0 10px;
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  height:20px; }
+  .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;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  width:100%;
+  height:100%;
+  text-align:center; }
+  .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{
+  position:static;
+  top:0;
+  right:0;
+  bottom:0;
+  left:0;
+  z-index:20; }
+  .bp3-overlay:not(.bp3-overlay-open){
+    pointer-events:none; }
+  .bp3-overlay.bp3-overlay-container{
+    position:fixed;
+    overflow:hidden; }
+    .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-scroll-container{
+    position:fixed;
+    overflow:auto; }
+    .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{
+  position:fixed;
+  top:0;
+  right:0;
+  bottom:0;
+  left:0;
+  opacity:1;
+  z-index:20;
+  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; }
+  .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-property:opacity;
+    transition-property:opacity;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .bp3-overlay-backdrop.bp3-overlay-exit{
+    opacity:1; }
+  .bp3-overlay-backdrop.bp3-overlay-exit-active{
+    opacity:0;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .bp3-overlay-backdrop:focus{
+    outline:none; }
+  .bp3-overlay-inline .bp3-overlay-backdrop{
+    position:absolute; }
+.bp3-panel-stack{
+  position:relative;
+  overflow:hidden; }
+
+.bp3-panel-stack-header{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  z-index:1;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  height:30px; }
+  .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{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1;
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch; }
+  .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{
+  position:absolute;
+  top:0;
+  right:0;
+  bottom:0;
+  left:0;
+  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;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  background-color:#ffffff;
+  overflow-y:auto; }
+  .bp3-dark .bp3-panel-stack-view{
+    background-color:#30404d; }
+
+.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-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease;
+  -webkit-transition-delay:0;
+          transition-delay:0; }
+
+.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-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease;
+  -webkit-transition-delay:0;
+          transition-delay:0; }
+
+.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-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease;
+  -webkit-transition-delay:0;
+          transition-delay:0; }
+
+.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-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease;
+  -webkit-transition-delay:0;
+          transition-delay:0; }
+.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);
+  display:inline-block;
+  z-index:20;
+  border-radius:3px; }
+  .bp3-popover .bp3-popover-arrow{
+    position:absolute;
+    width:30px;
+    height:30px; }
+    .bp3-popover .bp3-popover-arrow::before{
+      margin:5px;
+      width:20px;
+      height:20px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{
+    margin-top:-17px;
+    margin-bottom: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-right:17px;
+    margin-left:-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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .bp3-popover .bp3-popover-content{
+    position:relative;
+    border-radius:3px; }
+  .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-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -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);
+        -webkit-transition-delay:0;
+                transition-delay:0; }
+      .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-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -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);
+        -webkit-transition-delay:0;
+                transition-delay:0; }
+  .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{
+  display:block;
+  position:absolute;
+  -webkit-transform:rotate(45deg);
+          transform:rotate(45deg);
+  border-radius:2px;
+  content:""; }
+
+.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-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .bp3-transition-container.bp3-popover-exit{
+    opacity:1; }
+  .bp3-transition-container.bp3-popover-exit-active{
+    opacity:0;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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{
+  position:absolute;
+  top:0;
+  right:0;
+  left: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{
+  display:block;
+  position:relative;
+  border-radius:40px;
+  background:rgba(92, 112, 128, 0.2);
+  width:100%;
+  height:8px;
+  overflow:hidden; }
+  .bp3-progress-bar .bp3-progress-meter{
+    position:absolute;
+    border-radius:40px;
+    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;
+    width:100%;
+    height:100%;
+    -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); }
+  .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{
+    border-color:rgba(206, 217, 224, 0.2);
+    background:rgba(206, 217, 224, 0.2); }
+  to{
+    border-color:rgba(92, 112, 128, 0.2);
+    background:rgba(92, 112, 128, 0.2); } }
+@keyframes skeleton-glow{
+  from{
+    border-color:rgba(206, 217, 224, 0.2);
+    background:rgba(206, 217, 224, 0.2); }
+  to{
+    border-color:rgba(92, 112, 128, 0.2);
+    background:rgba(92, 112, 128, 0.2); } }
+.bp3-skeleton{
+  border-color:rgba(206, 217, 224, 0.2) !important;
+  border-radius:2px;
+  -webkit-box-shadow:none !important;
+          box-shadow:none !important;
+  background:rgba(206, 217, 224, 0.2);
+  background-clip:padding-box !important;
+  cursor:default;
+  color:transparent !important;
+  -webkit-animation:1000ms linear infinite alternate skeleton-glow;
+          animation:1000ms linear infinite alternate skeleton-glow;
+  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{
+  width:100%;
+  min-width:150px;
+  height:40px;
+  position:relative;
+  outline:none;
+  cursor:default;
+  -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{
+    opacity:0.5;
+    cursor:not-allowed; }
+  .bp3-slider.bp3-slider-unlabeled{
+    height:16px; }
+
+.bp3-slider-track,
+.bp3-slider-progress{
+  top:5px;
+  right:0;
+  left:0;
+  height:6px;
+  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{
+  -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);
+  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));
+  color:#182026;
+  position:absolute;
+  top:0;
+  left:0;
+  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;
+  width:16px;
+  height:16px; }
+  .bp3-slider-handle:hover{
+    -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);
+    background-clip:padding-box;
+    background-color:#ebf1f5; }
+  .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{
+    -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);
+    background-color:#d8e1e8;
+    background-image:none; }
+  .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{
+    outline:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6); }
+    .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{
+    -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);
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    z-index:2;
+    -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; }
+  .bp3-slider-handle.bp3-active{
+    -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);
+    background-color:#d8e1e8;
+    background-image:none;
+    -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{
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:#bfccd6;
+    pointer-events:none; }
+  .bp3-dark .bp3-slider-handle{
+    -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);
+    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));
+    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{
+      -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);
+      background-color:#30404d; }
+    .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      -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);
+      background-color:#202b33;
+      background-image:none; }
+    .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image: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{
+    border-color:#5c7080;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    background:#5c7080; }
+  .bp3-slider-handle .bp3-slider-label{
+    margin-left:8px;
+    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);
+    background:#394b59;
+    color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle .bp3-slider-label{
+      -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);
+      background:#e1e8ed;
+      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-top-right-radius:0;
+    border-bottom-right-radius:0; }
+  .bp3-slider-handle.bp3-end{
+    margin-left:8px;
+    border-top-left-radius:0;
+    border-bottom-left-radius:0; }
+    .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;
+  position:absolute;
+  padding:2px 5px;
+  vertical-align:top;
+  line-height:1;
+  font-size:12px; }
+
+.bp3-slider.bp3-vertical{
+  width:40px;
+  min-width:40px;
+  height:150px; }
+  .bp3-slider.bp3-vertical .bp3-slider-track,
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    top:0;
+    bottom:0;
+    left:5px;
+    width:6px;
+    height:auto; }
+  .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-top:-8px;
+      margin-left:0; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      margin-left:0;
+      width:16px;
+      height:8px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      border-top-left-radius:0;
+      border-bottom-right-radius:3px; }
+      .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{
+      margin-bottom:8px;
+      border-top-left-radius:3px;
+      border-bottom-left-radius:0;
+      border-bottom-right-radius:0; }
+
+@-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{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -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{
+    -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);
+    stroke:rgba(92, 112, 128, 0.8);
+    stroke-linecap:round; }
+  .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-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{
+      border-radius:3px;
+      width:100%;
+      padding:0 10px; }
+      .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected="true"]{
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        background-color:rgba(19, 124, 189, 0.2); }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+      top:0;
+      right:0;
+      bottom:0;
+      left:0;
+      border-radius:3px;
+      background-color:rgba(19, 124, 189, 0.2);
+      height:auto; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-panel{
+    margin-top:0;
+    padding-left:20px; }
+
+.bp3-tab-list{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  -webkit-box-align:end;
+      -ms-flex-align:end;
+          align-items:flex-end;
+  position:relative;
+  margin:0;
+  border:none;
+  padding:0;
+  list-style:none; }
+  .bp3-tab-list > *:not(:last-child){
+    margin-right:20px; }
+
+.bp3-tab{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  position:relative;
+  cursor:pointer;
+  max-width:100%;
+  vertical-align:top;
+  line-height:30px;
+  color:#182026;
+  font-size:14px; }
+  .bp3-tab a{
+    display:block;
+    text-decoration:none;
+    color:inherit; }
+  .bp3-tab-indicator-wrapper ~ .bp3-tab{
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important;
+    background-color:transparent !important; }
+  .bp3-tab[aria-disabled="true"]{
+    cursor:not-allowed;
+    color:rgba(92, 112, 128, 0.6); }
+  .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{
+    line-height:40px;
+    font-size:16px; }
+
+.bp3-tab-panel{
+  margin-top:20px; }
+  .bp3-tab-panel[aria-hidden="true"]{
+    display:none; }
+
+.bp3-tab-indicator-wrapper{
+  position:absolute;
+  top:0;
+  left: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);
+  pointer-events:none; }
+  .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+    position:absolute;
+    right:0;
+    bottom:0;
+    left:0;
+    background-color:#106ba3;
+    height:3px; }
+  .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;
+  position:relative;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  background-color:#5c7080;
+  min-width:20px;
+  max-width:100%;
+  min-height:20px;
+  padding:2px 6px;
+  line-height:16px;
+  color:#f5f8fa;
+  font-size:12px; }
+  .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-right:8px;
+    padding-left: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{
+    min-width:30px;
+    min-height:30px;
+    padding:0 10px;
+    line-height:20px;
+    font-size:14px; }
+    .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-right:12px;
+      padding-left: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{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  opacity:0.5;
+  margin-top:-2px;
+  margin-right:-6px !important;
+  margin-bottom:-2px;
+  border:none;
+  background:none;
+  cursor:pointer;
+  padding:2px;
+  padding-left:0;
+  color:inherit; }
+  .bp3-tag-remove:hover{
+    opacity:0.8;
+    background:none;
+    text-decoration:none; }
+  .bp3-tag-remove:active{
+    opacity:1; }
+  .bp3-tag-remove:empty::before{
+    line-height:1;
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-weight:400;
+    font-style:normal;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    content:""; }
+  .bp3-large .bp3-tag-remove{
+    margin-right:-10px !important;
+    padding:5px;
+    padding-left:0; }
+    .bp3-large .bp3-tag-remove:empty::before{
+      line-height:1;
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-weight:400;
+      font-style:normal; }
+.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;
+  min-height:30px;
+  padding-right:0;
+  padding-left:5px;
+  line-height:inherit; }
+  .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{
+    margin-top:7px;
+    margin-right:7px;
+    margin-left:2px;
+    color:#5c7080; }
+  .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;
+    -ms-flex-wrap:wrap;
+        flex-wrap:wrap;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    -ms-flex-item-align:stretch;
+        align-self:stretch;
+    margin-top:5px;
+    margin-right:7px;
+    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;
+    width:80px;
+    line-height:20px; }
+    .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-width:24px;
+    min-height: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-top:10px;
+      margin-left:5px; }
+    .bp3-tag-input.bp3-large .bp3-input-ghost{
+      line-height:30px; }
+    .bp3-tag-input.bp3-large .bp3-button{
+      min-width:30px;
+      min-height: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{
+    -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);
+    background-color:#ffffff; }
+    .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{
+    -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);
+    background-color:rgba(16, 22, 26, 0.3); }
+    .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{
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  background:none;
+  padding:0; }
+  .bp3-input-ghost::-webkit-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-ghost::-moz-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-ghost:-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-ghost::-ms-input-placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-ghost::placeholder{
+    opacity:1;
+    color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-ghost:focus{
+    outline:none !important; }
+.bp3-toast{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  position:relative !important;
+  margin:20px 0 0;
+  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);
+  background-color:#ffffff;
+  min-width:300px;
+  max-width:500px;
+  pointer-events:all; }
+  .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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:opacity, filter;
+    transition-property:opacity, filter, -webkit-filter;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -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);
+    -webkit-transition-delay:50ms;
+            transition-delay:50ms; }
+  .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{
+    margin:12px;
+    margin-right:0;
+    color:#5c7080; }
+  .bp3-toast.bp3-dark,
+  .bp3-dark .bp3-toast{
+    -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);
+    background-color:#394b59; }
+    .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{
+  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;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  position:fixed;
+  right:0;
+  left:0;
+  z-index:40;
+  overflow:hidden;
+  padding:0 20px 20px;
+  pointer-events:none; }
+  .bp3-toast-container.bp3-toast-container-top{
+    top:0;
+    bottom:auto; }
+  .bp3-toast-container.bp3-toast-container-bottom{
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:reverse;
+        -ms-flex-direction:column-reverse;
+            flex-direction:column-reverse;
+    top:auto;
+    bottom:0; }
+  .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-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{
+    position:absolute;
+    width:22px;
+    height:22px; }
+    .bp3-tooltip .bp3-popover-arrow::before{
+      margin:4px;
+      width:14px;
+      height:14px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{
+    margin-top:-11px;
+    margin-bottom: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-right:11px;
+    margin-left:-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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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{
+  margin:0;
+  padding-left:0;
+  list-style:none; }
+
+.bp3-tree-root{
+  position:relative;
+  background-color:transparent;
+  cursor:default;
+  padding-left:0; }
+
+.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{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  width:100%;
+  height:30px;
+  padding-right:5px; }
+  .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;
+  -webkit-transform:rotate(0deg);
+          transform:rotate(0deg);
+  cursor:pointer;
+  padding:7px;
+  -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{
+  position:relative;
+  margin-right:7px; }
+
+.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{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-content{
+  background-color:inherit;
+  cursor:not-allowed;
+  color:rgba(92, 112, 128, 0.6); }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,
+.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{
+  cursor:not-allowed;
+  color:rgba(92, 112, 128, 0.6); }
+
+.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; }
+/*!
+
+Copyright 2017-present Palantir Technologies, Inc. All rights reserved.
+Licensed under the Apache License, Version 2.0.
+
+*/
+.bp3-omnibar{
+  -webkit-filter:blur(0);
+          filter:blur(0);
+  opacity:1;
+  top:20vh;
+  left:calc(50% - 250px);
+  z-index:21;
+  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);
+  background-color:#ffffff;
+  width:500px; }
+  .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-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .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-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -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);
+    -webkit-transition-delay:0;
+            transition-delay:0; }
+  .bp3-omnibar .bp3-input{
+    border-radius:0;
+    background-color:transparent; }
+    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-omnibar .bp3-menu{
+    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);
+    background-color:transparent;
+    max-height:calc(60vh - 40px);
+    overflow:auto; }
+    .bp3-omnibar .bp3-menu:empty{
+      display:none; }
+  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
+    -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);
+    background-color:#30404d; }
+
+.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-width:400px;
+  max-height:300px;
+  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-width:400px;
+  max-height:300px;
+  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-width:400px;
+  max-height:300px;
+  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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTYuMTdMNC44MyAxMmwtMS40MiAxLjQxTDkgMTkgMjEgN2wtMS40MS0xLjQxeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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-console: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwMCAyMDAiPgogIDxnIGNsYXNzPSJqcC1pY29uLWJyYW5kMSBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiMwMjg4RDEiPgogICAgPHBhdGggZD0iTTIwIDE5LjhoMTYwdjE1OS45SDIweiIvPgogIDwvZz4KICA8ZyBjbGFzcz0ianAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNmZmYiPgogICAgPHBhdGggZD0iTTEwNSAxMjcuM2g0MHYxMi44aC00MHpNNTEuMSA3N0w3NCA5OS45bC0yMy4zIDIzLjMgMTAuNSAxMC41IDIzLjMtMjMuM0w5NSA5OS45IDg0LjUgODkuNCA2MS42IDY2LjV6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-copy: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTExLjksMUgzLjJDMi40LDEsMS43LDEuNywxLjcsMi41djEwLjJoMS41VjIuNWg4LjdWMXogTTE0LjEsMy45aC04Yy0wLjgsMC0xLjUsMC43LTEuNSwxLjV2MTAuMmMwLDAuOCwwLjcsMS41LDEuNSwxLjVoOCBjMC44LDAsMS41LTAuNywxLjUtMS41VjUuNEMxNS41LDQuNiwxNC45LDMuOSwxNC4xLDMuOXogTTE0LjEsMTUuNWgtOFY1LjRoOFYxNS41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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);
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+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
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+  --jp-icon-jupyterlab-wordmark: 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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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDAganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjN0IxRkEyIiBkPSJNNSAxNC45aDEybC02LjEgNnptOS40LTYuOGMwLTEuMy0uMS0yLjktLjEtNC41LS40IDEuNC0uOSAyLjktMS4zIDQuM2wtMS4zIDQuM2gtMkw4LjUgNy45Yy0uNC0xLjMtLjctMi45LTEtNC4zLS4xIDEuNi0uMSAzLjItLjIgNC42TDcgMTIuNEg0LjhsLjctMTFoMy4zTDEwIDVjLjQgMS4yLjcgMi43IDEgMy45LjMtMS4yLjctMi42IDEtMy45bDEuMi0zLjdoMy4zbC42IDExaC0yLjRsLS4zLTQuMnoiLz4KPC9zdmc+Cg==);
+  --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-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-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-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-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-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-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+.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-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-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+.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-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-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+.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
+ */
+
+:root {
+  --jp-icon-search-white: url(data:image/svg+xml;base64,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);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+/* 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.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.lm-CommandPalette-wrapper::after {
+  content: ' ';
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  height: 30px;
+  width: 10px;
+  padding: 0px 10px;
+  background-image: var(--jp-icon-search-white);
+  background-size: 20px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.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-color3);
+  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-color3);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  background: var(--jp-layout-color3);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  background: var(--jp-layout-color4);
+}
+
+.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-color3);
+}
+
+.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: 0.4;
+}
+
+.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);
+}
+
+.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;
+}
+
+.jp-Dialog-header {
+  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;
+}
+
+/*-----------------------------------------------------------------------------
+| 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.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-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;
+}
+
+/* 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);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, 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.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* 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 */
+  /* 30px is the magic margin used to hide the element's real scrollbars */
+  /* See overflow: hidden in .CodeMirror */
+  margin-bottom: -30px; margin-right: -30px;
+  padding-bottom: 30px;
+  height: 100%;
+  outline: none; /* Prevent dragging from highlighting the element */
+  position: relative;
+}
+.CodeMirror-sizer {
+  position: relative;
+  border-right: 30px 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;
+}
+.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: -30px;
+}
+.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";
+}
+
+/*
+  Name:       material
+  Author:     Mattia Astorino (http://github.com/equinusocio)
+  Website:    https://material-theme.site/
+*/
+
+.cm-s-material.CodeMirror {
+  background-color: #263238;
+  color: #EEFFFF;
+}
+
+.cm-s-material .CodeMirror-gutters {
+  background: #263238;
+  color: #546E7A;
+  border: none;
+}
+
+.cm-s-material .CodeMirror-guttermarker,
+.cm-s-material .CodeMirror-guttermarker-subtle,
+.cm-s-material .CodeMirror-linenumber {
+  color: #546E7A;
+}
+
+.cm-s-material .CodeMirror-cursor {
+  border-left: 1px solid #FFCC00;
+}
+
+.cm-s-material div.CodeMirror-selected {
+  background: rgba(128, 203, 196, 0.2);
+}
+
+.cm-s-material.CodeMirror-focused div.CodeMirror-selected {
+  background: rgba(128, 203, 196, 0.2);
+}
+
+.cm-s-material .CodeMirror-line::selection,
+.cm-s-material .CodeMirror-line>span::selection,
+.cm-s-material .CodeMirror-line>span>span::selection {
+  background: rgba(128, 203, 196, 0.2);
+}
+
+.cm-s-material .CodeMirror-line::-moz-selection,
+.cm-s-material .CodeMirror-line>span::-moz-selection,
+.cm-s-material .CodeMirror-line>span>span::-moz-selection {
+  background: rgba(128, 203, 196, 0.2);
+}
+
+.cm-s-material .CodeMirror-activeline-background {
+  background: rgba(0, 0, 0, 0.5);
+}
+
+.cm-s-material .cm-keyword {
+  color: #C792EA;
+}
+
+.cm-s-material .cm-operator {
+  color: #89DDFF;
+}
+
+.cm-s-material .cm-variable-2 {
+  color: #EEFFFF;
+}
+
+.cm-s-material .cm-variable-3,
+.cm-s-material .cm-type {
+  color: #f07178;
+}
+
+.cm-s-material .cm-builtin {
+  color: #FFCB6B;
+}
+
+.cm-s-material .cm-atom {
+  color: #F78C6C;
+}
+
+.cm-s-material .cm-number {
+  color: #FF5370;
+}
+
+.cm-s-material .cm-def {
+  color: #82AAFF;
+}
+
+.cm-s-material .cm-string {
+  color: #C3E88D;
+}
+
+.cm-s-material .cm-string-2 {
+  color: #f07178;
+}
+
+.cm-s-material .cm-comment {
+  color: #546E7A;
+}
+
+.cm-s-material .cm-variable {
+  color: #f07178;
+}
+
+.cm-s-material .cm-tag {
+  color: #FF5370;
+}
+
+.cm-s-material .cm-meta {
+  color: #FFCB6B;
+}
+
+.cm-s-material .cm-attribute {
+  color: #C792EA;
+}
+
+.cm-s-material .cm-property {
+  color: #C792EA;
+}
+
+.cm-s-material .cm-qualifier {
+  color: #DECB6B;
+}
+
+.cm-s-material .cm-variable-3,
+.cm-s-material .cm-type {
+  color: #DECB6B;
+}
+
+
+.cm-s-material .cm-error {
+  color: rgba(255, 255, 255, 1.0);
+  background-color: #FF5370;
+}
+
+.cm-s-material .CodeMirror-matchingbracket {
+  text-decoration: underline;
+  color: white !important;
+}
+/**
+ * "
+ *  Using Zenburn color palette from the Emacs Zenburn Theme
+ *  https://github.com/bbatsov/zenburn-emacs/blob/master/zenburn-theme.el
+ *
+ *  Also using parts of https://github.com/xavi/coderay-lighttable-theme
+ * "
+ * From: https://github.com/wisenomad/zenburn-lighttable-theme/blob/master/zenburn.css
+ */
+
+.cm-s-zenburn .CodeMirror-gutters { background: #3f3f3f !important; }
+.cm-s-zenburn .CodeMirror-foldgutter-open, .CodeMirror-foldgutter-folded { color: #999; }
+.cm-s-zenburn .CodeMirror-cursor { border-left: 1px solid white; }
+.cm-s-zenburn { background-color: #3f3f3f; color: #dcdccc; }
+.cm-s-zenburn span.cm-builtin { color: #dcdccc; font-weight: bold; }
+.cm-s-zenburn span.cm-comment { color: #7f9f7f; }
+.cm-s-zenburn span.cm-keyword { color: #f0dfaf; font-weight: bold; }
+.cm-s-zenburn span.cm-atom { color: #bfebbf; }
+.cm-s-zenburn span.cm-def { color: #dcdccc; }
+.cm-s-zenburn span.cm-variable { color: #dfaf8f; }
+.cm-s-zenburn span.cm-variable-2 { color: #dcdccc; }
+.cm-s-zenburn span.cm-string { color: #cc9393; }
+.cm-s-zenburn span.cm-string-2 { color: #cc9393; }
+.cm-s-zenburn span.cm-number { color: #dcdccc; }
+.cm-s-zenburn span.cm-tag { color: #93e0e3; }
+.cm-s-zenburn span.cm-property { color: #dfaf8f; }
+.cm-s-zenburn span.cm-attribute { color: #dfaf8f; }
+.cm-s-zenburn span.cm-qualifier { color: #7cb8bb; }
+.cm-s-zenburn span.cm-meta { color: #f0dfaf; }
+.cm-s-zenburn span.cm-header { color: #f0efd0; }
+.cm-s-zenburn span.cm-operator { color: #f0efd0; }
+.cm-s-zenburn span.CodeMirror-matchingbracket { box-sizing: border-box; background: transparent; border-bottom: 1px solid; }
+.cm-s-zenburn span.CodeMirror-nonmatchingbracket { border-bottom: 1px solid; background: none; }
+.cm-s-zenburn .CodeMirror-activeline { background: #000000; }
+.cm-s-zenburn .CodeMirror-activeline-background { background: #000000; }
+.cm-s-zenburn div.CodeMirror-selected { background: #545454; }
+.cm-s-zenburn .CodeMirror-focused div.CodeMirror-selected { background: #4f4f4f; }
+
+.cm-s-abcdef.CodeMirror { background: #0f0f0f; color: #defdef; }
+.cm-s-abcdef div.CodeMirror-selected { background: #515151; }
+.cm-s-abcdef .CodeMirror-line::selection, .cm-s-abcdef .CodeMirror-line > span::selection, .cm-s-abcdef .CodeMirror-line > span > span::selection { background: rgba(56, 56, 56, 0.99); }
+.cm-s-abcdef .CodeMirror-line::-moz-selection, .cm-s-abcdef .CodeMirror-line > span::-moz-selection, .cm-s-abcdef .CodeMirror-line > span > span::-moz-selection { background: rgba(56, 56, 56, 0.99); }
+.cm-s-abcdef .CodeMirror-gutters { background: #555; border-right: 2px solid #314151; }
+.cm-s-abcdef .CodeMirror-guttermarker { color: #222; }
+.cm-s-abcdef .CodeMirror-guttermarker-subtle { color: azure; }
+.cm-s-abcdef .CodeMirror-linenumber { color: #FFFFFF; }
+.cm-s-abcdef .CodeMirror-cursor { border-left: 1px solid #00FF00; }
+
+.cm-s-abcdef span.cm-keyword { color: darkgoldenrod; font-weight: bold; }
+.cm-s-abcdef span.cm-atom { color: #77F; }
+.cm-s-abcdef span.cm-number { color: violet; }
+.cm-s-abcdef span.cm-def { color: #fffabc; }
+.cm-s-abcdef span.cm-variable { color: #abcdef; }
+.cm-s-abcdef span.cm-variable-2 { color: #cacbcc; }
+.cm-s-abcdef span.cm-variable-3, .cm-s-abcdef span.cm-type { color: #def; }
+.cm-s-abcdef span.cm-property { color: #fedcba; }
+.cm-s-abcdef span.cm-operator { color: #ff0; }
+.cm-s-abcdef span.cm-comment { color: #7a7b7c; font-style: italic;}
+.cm-s-abcdef span.cm-string { color: #2b4; }
+.cm-s-abcdef span.cm-meta { color: #C9F; }
+.cm-s-abcdef span.cm-qualifier { color: #FFF700; }
+.cm-s-abcdef span.cm-builtin { color: #30aabc; }
+.cm-s-abcdef span.cm-bracket { color: #8a8a8a; }
+.cm-s-abcdef span.cm-tag { color: #FFDD44; }
+.cm-s-abcdef span.cm-attribute { color: #DDFF00; }
+.cm-s-abcdef span.cm-error { color: #FF0000; }
+.cm-s-abcdef span.cm-header { color: aquamarine; font-weight: bold; }
+.cm-s-abcdef span.cm-link { color: blueviolet; }
+
+.cm-s-abcdef .CodeMirror-activeline-background { background: #314151; }
+
+/*
+
+    Name:       Base16 Default Light
+    Author:     Chris Kempson (http://chriskempson.com)
+
+    CodeMirror template by Jan T. Sott (https://github.com/idleberg/base16-codemirror)
+    Original Base16 color scheme by Chris Kempson (https://github.com/chriskempson/base16)
+
+*/
+
+.cm-s-base16-light.CodeMirror { background: #f5f5f5; color: #202020; }
+.cm-s-base16-light div.CodeMirror-selected { background: #e0e0e0; }
+.cm-s-base16-light .CodeMirror-line::selection, .cm-s-base16-light .CodeMirror-line > span::selection, .cm-s-base16-light .CodeMirror-line > span > span::selection { background: #e0e0e0; }
+.cm-s-base16-light .CodeMirror-line::-moz-selection, .cm-s-base16-light .CodeMirror-line > span::-moz-selection, .cm-s-base16-light .CodeMirror-line > span > span::-moz-selection { background: #e0e0e0; }
+.cm-s-base16-light .CodeMirror-gutters { background: #f5f5f5; border-right: 0px; }
+.cm-s-base16-light .CodeMirror-guttermarker { color: #ac4142; }
+.cm-s-base16-light .CodeMirror-guttermarker-subtle { color: #b0b0b0; }
+.cm-s-base16-light .CodeMirror-linenumber { color: #b0b0b0; }
+.cm-s-base16-light .CodeMirror-cursor { border-left: 1px solid #505050; }
+
+.cm-s-base16-light span.cm-comment { color: #8f5536; }
+.cm-s-base16-light span.cm-atom { color: #aa759f; }
+.cm-s-base16-light span.cm-number { color: #aa759f; }
+
+.cm-s-base16-light span.cm-property, .cm-s-base16-light span.cm-attribute { color: #90a959; }
+.cm-s-base16-light span.cm-keyword { color: #ac4142; }
+.cm-s-base16-light span.cm-string { color: #f4bf75; }
+
+.cm-s-base16-light span.cm-variable { color: #90a959; }
+.cm-s-base16-light span.cm-variable-2 { color: #6a9fb5; }
+.cm-s-base16-light span.cm-def { color: #d28445; }
+.cm-s-base16-light span.cm-bracket { color: #202020; }
+.cm-s-base16-light span.cm-tag { color: #ac4142; }
+.cm-s-base16-light span.cm-link { color: #aa759f; }
+.cm-s-base16-light span.cm-error { background: #ac4142; color: #505050; }
+
+.cm-s-base16-light .CodeMirror-activeline-background { background: #DDDCDC; }
+.cm-s-base16-light .CodeMirror-matchingbracket { color: #f5f5f5 !important; background-color: #6A9FB5 !important}
+
+/*
+
+    Name:       Base16 Default Dark
+    Author:     Chris Kempson (http://chriskempson.com)
+
+    CodeMirror template by Jan T. Sott (https://github.com/idleberg/base16-codemirror)
+    Original Base16 color scheme by Chris Kempson (https://github.com/chriskempson/base16)
+
+*/
+
+.cm-s-base16-dark.CodeMirror { background: #151515; color: #e0e0e0; }
+.cm-s-base16-dark div.CodeMirror-selected { background: #303030; }
+.cm-s-base16-dark .CodeMirror-line::selection, .cm-s-base16-dark .CodeMirror-line > span::selection, .cm-s-base16-dark .CodeMirror-line > span > span::selection { background: rgba(48, 48, 48, .99); }
+.cm-s-base16-dark .CodeMirror-line::-moz-selection, .cm-s-base16-dark .CodeMirror-line > span::-moz-selection, .cm-s-base16-dark .CodeMirror-line > span > span::-moz-selection { background: rgba(48, 48, 48, .99); }
+.cm-s-base16-dark .CodeMirror-gutters { background: #151515; border-right: 0px; }
+.cm-s-base16-dark .CodeMirror-guttermarker { color: #ac4142; }
+.cm-s-base16-dark .CodeMirror-guttermarker-subtle { color: #505050; }
+.cm-s-base16-dark .CodeMirror-linenumber { color: #505050; }
+.cm-s-base16-dark .CodeMirror-cursor { border-left: 1px solid #b0b0b0; }
+
+.cm-s-base16-dark span.cm-comment { color: #8f5536; }
+.cm-s-base16-dark span.cm-atom { color: #aa759f; }
+.cm-s-base16-dark span.cm-number { color: #aa759f; }
+
+.cm-s-base16-dark span.cm-property, .cm-s-base16-dark span.cm-attribute { color: #90a959; }
+.cm-s-base16-dark span.cm-keyword { color: #ac4142; }
+.cm-s-base16-dark span.cm-string { color: #f4bf75; }
+
+.cm-s-base16-dark span.cm-variable { color: #90a959; }
+.cm-s-base16-dark span.cm-variable-2 { color: #6a9fb5; }
+.cm-s-base16-dark span.cm-def { color: #d28445; }
+.cm-s-base16-dark span.cm-bracket { color: #e0e0e0; }
+.cm-s-base16-dark span.cm-tag { color: #ac4142; }
+.cm-s-base16-dark span.cm-link { color: #aa759f; }
+.cm-s-base16-dark span.cm-error { background: #ac4142; color: #b0b0b0; }
+
+.cm-s-base16-dark .CodeMirror-activeline-background { background: #202020; }
+.cm-s-base16-dark .CodeMirror-matchingbracket { text-decoration: underline; color: white !important; }
+
+/*
+
+    Name:       dracula
+    Author:     Michael Kaminsky (http://github.com/mkaminsky11)
+
+    Original dracula color scheme by Zeno Rocha (https://github.com/zenorocha/dracula-theme)
+
+*/
+
+
+.cm-s-dracula.CodeMirror, .cm-s-dracula .CodeMirror-gutters {
+  background-color: #282a36 !important;
+  color: #f8f8f2 !important;
+  border: none;
+}
+.cm-s-dracula .CodeMirror-gutters { color: #282a36; }
+.cm-s-dracula .CodeMirror-cursor { border-left: solid thin #f8f8f0; }
+.cm-s-dracula .CodeMirror-linenumber { color: #6D8A88; }
+.cm-s-dracula .CodeMirror-selected { background: rgba(255, 255, 255, 0.10); }
+.cm-s-dracula .CodeMirror-line::selection, .cm-s-dracula .CodeMirror-line > span::selection, .cm-s-dracula .CodeMirror-line > span > span::selection { background: rgba(255, 255, 255, 0.10); }
+.cm-s-dracula .CodeMirror-line::-moz-selection, .cm-s-dracula .CodeMirror-line > span::-moz-selection, .cm-s-dracula .CodeMirror-line > span > span::-moz-selection { background: rgba(255, 255, 255, 0.10); }
+.cm-s-dracula span.cm-comment { color: #6272a4; }
+.cm-s-dracula span.cm-string, .cm-s-dracula span.cm-string-2 { color: #f1fa8c; }
+.cm-s-dracula span.cm-number { color: #bd93f9; }
+.cm-s-dracula span.cm-variable { color: #50fa7b; }
+.cm-s-dracula span.cm-variable-2 { color: white; }
+.cm-s-dracula span.cm-def { color: #50fa7b; }
+.cm-s-dracula span.cm-operator { color: #ff79c6; }
+.cm-s-dracula span.cm-keyword { color: #ff79c6; }
+.cm-s-dracula span.cm-atom { color: #bd93f9; }
+.cm-s-dracula span.cm-meta { color: #f8f8f2; }
+.cm-s-dracula span.cm-tag { color: #ff79c6; }
+.cm-s-dracula span.cm-attribute { color: #50fa7b; }
+.cm-s-dracula span.cm-qualifier { color: #50fa7b; }
+.cm-s-dracula span.cm-property { color: #66d9ef; }
+.cm-s-dracula span.cm-builtin { color: #50fa7b; }
+.cm-s-dracula span.cm-variable-3, .cm-s-dracula span.cm-type { color: #ffb86c; }
+
+.cm-s-dracula .CodeMirror-activeline-background { background: rgba(255,255,255,0.1); }
+.cm-s-dracula .CodeMirror-matchingbracket { text-decoration: underline; color: white !important; }
+
+/*
+
+    Name:       Hopscotch
+    Author:     Jan T. Sott
+
+    CodeMirror template by Jan T. Sott (https://github.com/idleberg/base16-codemirror)
+    Original Base16 color scheme by Chris Kempson (https://github.com/chriskempson/base16)
+
+*/
+
+.cm-s-hopscotch.CodeMirror {background: #322931; color: #d5d3d5;}
+.cm-s-hopscotch div.CodeMirror-selected {background: #433b42 !important;}
+.cm-s-hopscotch .CodeMirror-gutters {background: #322931; border-right: 0px;}
+.cm-s-hopscotch .CodeMirror-linenumber {color: #797379;}
+.cm-s-hopscotch .CodeMirror-cursor {border-left: 1px solid #989498 !important;}
+
+.cm-s-hopscotch span.cm-comment {color: #b33508;}
+.cm-s-hopscotch span.cm-atom {color: #c85e7c;}
+.cm-s-hopscotch span.cm-number {color: #c85e7c;}
+
+.cm-s-hopscotch span.cm-property, .cm-s-hopscotch span.cm-attribute {color: #8fc13e;}
+.cm-s-hopscotch span.cm-keyword {color: #dd464c;}
+.cm-s-hopscotch span.cm-string {color: #fdcc59;}
+
+.cm-s-hopscotch span.cm-variable {color: #8fc13e;}
+.cm-s-hopscotch span.cm-variable-2 {color: #1290bf;}
+.cm-s-hopscotch span.cm-def {color: #fd8b19;}
+.cm-s-hopscotch span.cm-error {background: #dd464c; color: #989498;}
+.cm-s-hopscotch span.cm-bracket {color: #d5d3d5;}
+.cm-s-hopscotch span.cm-tag {color: #dd464c;}
+.cm-s-hopscotch span.cm-link {color: #c85e7c;}
+
+.cm-s-hopscotch .CodeMirror-matchingbracket { text-decoration: underline; color: white !important;}
+.cm-s-hopscotch .CodeMirror-activeline-background { background: #302020; }
+
+/****************************************************************/
+/*   Based on mbonaci's Brackets mbo theme                      */
+/*   https://github.com/mbonaci/global/blob/master/Mbo.tmTheme  */
+/*   Create your own: http://tmtheme-editor.herokuapp.com       */
+/****************************************************************/
+
+.cm-s-mbo.CodeMirror { background: #2c2c2c; color: #ffffec; }
+.cm-s-mbo div.CodeMirror-selected { background: #716C62; }
+.cm-s-mbo .CodeMirror-line::selection, .cm-s-mbo .CodeMirror-line > span::selection, .cm-s-mbo .CodeMirror-line > span > span::selection { background: rgba(113, 108, 98, .99); }
+.cm-s-mbo .CodeMirror-line::-moz-selection, .cm-s-mbo .CodeMirror-line > span::-moz-selection, .cm-s-mbo .CodeMirror-line > span > span::-moz-selection { background: rgba(113, 108, 98, .99); }
+.cm-s-mbo .CodeMirror-gutters { background: #4e4e4e; border-right: 0px; }
+.cm-s-mbo .CodeMirror-guttermarker { color: white; }
+.cm-s-mbo .CodeMirror-guttermarker-subtle { color: grey; }
+.cm-s-mbo .CodeMirror-linenumber { color: #dadada; }
+.cm-s-mbo .CodeMirror-cursor { border-left: 1px solid #ffffec; }
+
+.cm-s-mbo span.cm-comment { color: #95958a; }
+.cm-s-mbo span.cm-atom { color: #00a8c6; }
+.cm-s-mbo span.cm-number { color: #00a8c6; }
+
+.cm-s-mbo span.cm-property, .cm-s-mbo span.cm-attribute { color: #9ddfe9; }
+.cm-s-mbo span.cm-keyword { color: #ffb928; }
+.cm-s-mbo span.cm-string { color: #ffcf6c; }
+.cm-s-mbo span.cm-string.cm-property { color: #ffffec; }
+
+.cm-s-mbo span.cm-variable { color: #ffffec; }
+.cm-s-mbo span.cm-variable-2 { color: #00a8c6; }
+.cm-s-mbo span.cm-def { color: #ffffec; }
+.cm-s-mbo span.cm-bracket { color: #fffffc; font-weight: bold; }
+.cm-s-mbo span.cm-tag { color: #9ddfe9; }
+.cm-s-mbo span.cm-link { color: #f54b07; }
+.cm-s-mbo span.cm-error { border-bottom: #636363; color: #ffffec; }
+.cm-s-mbo span.cm-qualifier { color: #ffffec; }
+
+.cm-s-mbo .CodeMirror-activeline-background { background: #494b41; }
+.cm-s-mbo .CodeMirror-matchingbracket { color: #ffb928 !important; }
+.cm-s-mbo .CodeMirror-matchingtag { background: rgba(255, 255, 255, .37); }
+
+/*
+  MDN-LIKE Theme - Mozilla
+  Ported to CodeMirror by Peter Kroon <plakroon@gmail.com>
+  Report bugs/issues here: https://github.com/codemirror/CodeMirror/issues
+  GitHub: @peterkroon
+
+  The mdn-like theme is inspired on the displayed code examples at: https://developer.mozilla.org/en-US/docs/Web/CSS/animation
+
+*/
+.cm-s-mdn-like.CodeMirror { color: #999; background-color: #fff; }
+.cm-s-mdn-like div.CodeMirror-selected { background: #cfc; }
+.cm-s-mdn-like .CodeMirror-line::selection, .cm-s-mdn-like .CodeMirror-line > span::selection, .cm-s-mdn-like .CodeMirror-line > span > span::selection { background: #cfc; }
+.cm-s-mdn-like .CodeMirror-line::-moz-selection, .cm-s-mdn-like .CodeMirror-line > span::-moz-selection, .cm-s-mdn-like .CodeMirror-line > span > span::-moz-selection { background: #cfc; }
+
+.cm-s-mdn-like .CodeMirror-gutters { background: #f8f8f8; border-left: 6px solid rgba(0,83,159,0.65); color: #333; }
+.cm-s-mdn-like .CodeMirror-linenumber { color: #aaa; padding-left: 8px; }
+.cm-s-mdn-like .CodeMirror-cursor { border-left: 2px solid #222; }
+
+.cm-s-mdn-like .cm-keyword { color: #6262FF; }
+.cm-s-mdn-like .cm-atom { color: #F90; }
+.cm-s-mdn-like .cm-number { color:  #ca7841; }
+.cm-s-mdn-like .cm-def { color: #8DA6CE; }
+.cm-s-mdn-like span.cm-variable-2, .cm-s-mdn-like span.cm-tag { color: #690; }
+.cm-s-mdn-like span.cm-variable-3, .cm-s-mdn-like span.cm-def, .cm-s-mdn-like span.cm-type { color: #07a; }
+
+.cm-s-mdn-like .cm-variable { color: #07a; }
+.cm-s-mdn-like .cm-property { color: #905; }
+.cm-s-mdn-like .cm-qualifier { color: #690; }
+
+.cm-s-mdn-like .cm-operator { color: #cda869; }
+.cm-s-mdn-like .cm-comment { color:#777; font-weight:normal; }
+.cm-s-mdn-like .cm-string { color:#07a; font-style:italic; }
+.cm-s-mdn-like .cm-string-2 { color:#bd6b18; } /*?*/
+.cm-s-mdn-like .cm-meta { color: #000; } /*?*/
+.cm-s-mdn-like .cm-builtin { color: #9B7536; } /*?*/
+.cm-s-mdn-like .cm-tag { color: #997643; }
+.cm-s-mdn-like .cm-attribute { color: #d6bb6d; } /*?*/
+.cm-s-mdn-like .cm-header { color: #FF6400; }
+.cm-s-mdn-like .cm-hr { color: #AEAEAE; }
+.cm-s-mdn-like .cm-link { color:#ad9361; font-style:italic; text-decoration:none; }
+.cm-s-mdn-like .cm-error { border-bottom: 1px solid red; }
+
+div.cm-s-mdn-like .CodeMirror-activeline-background { background: #efefff; }
+div.cm-s-mdn-like span.CodeMirror-matchingbracket { outline:1px solid grey; color: inherit; }
+
+.cm-s-mdn-like.CodeMirror { background-image: url(data:image/png;base64,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); }
+
+/*
+
+    Name:       seti
+    Author:     Michael Kaminsky (http://github.com/mkaminsky11)
+
+    Original seti color scheme by Jesse Weed (https://github.com/jesseweed/seti-syntax)
+
+*/
+
+
+.cm-s-seti.CodeMirror {
+  background-color: #151718 !important;
+  color: #CFD2D1 !important;
+  border: none;
+}
+.cm-s-seti .CodeMirror-gutters {
+  color: #404b53;
+  background-color: #0E1112;
+  border: none;
+}
+.cm-s-seti .CodeMirror-cursor { border-left: solid thin #f8f8f0; }
+.cm-s-seti .CodeMirror-linenumber { color: #6D8A88; }
+.cm-s-seti.CodeMirror-focused div.CodeMirror-selected { background: rgba(255, 255, 255, 0.10); }
+.cm-s-seti .CodeMirror-line::selection, .cm-s-seti .CodeMirror-line > span::selection, .cm-s-seti .CodeMirror-line > span > span::selection { background: rgba(255, 255, 255, 0.10); }
+.cm-s-seti .CodeMirror-line::-moz-selection, .cm-s-seti .CodeMirror-line > span::-moz-selection, .cm-s-seti .CodeMirror-line > span > span::-moz-selection { background: rgba(255, 255, 255, 0.10); }
+.cm-s-seti span.cm-comment { color: #41535b; }
+.cm-s-seti span.cm-string, .cm-s-seti span.cm-string-2 { color: #55b5db; }
+.cm-s-seti span.cm-number { color: #cd3f45; }
+.cm-s-seti span.cm-variable { color: #55b5db; }
+.cm-s-seti span.cm-variable-2 { color: #a074c4; }
+.cm-s-seti span.cm-def { color: #55b5db; }
+.cm-s-seti span.cm-keyword { color: #ff79c6; }
+.cm-s-seti span.cm-operator { color: #9fca56; }
+.cm-s-seti span.cm-keyword { color: #e6cd69; }
+.cm-s-seti span.cm-atom { color: #cd3f45; }
+.cm-s-seti span.cm-meta { color: #55b5db; }
+.cm-s-seti span.cm-tag { color: #55b5db; }
+.cm-s-seti span.cm-attribute { color: #9fca56; }
+.cm-s-seti span.cm-qualifier { color: #9fca56; }
+.cm-s-seti span.cm-property { color: #a074c4; }
+.cm-s-seti span.cm-variable-3, .cm-s-seti span.cm-type { color: #9fca56; }
+.cm-s-seti span.cm-builtin { color: #9fca56; }
+.cm-s-seti .CodeMirror-activeline-background { background: #101213; }
+.cm-s-seti .CodeMirror-matchingbracket { text-decoration: underline; color: white !important; }
+
+/*
+Solarized theme for code-mirror
+http://ethanschoonover.com/solarized
+*/
+
+/*
+Solarized color palette
+http://ethanschoonover.com/solarized/img/solarized-palette.png
+*/
+
+.solarized.base03 { color: #002b36; }
+.solarized.base02 { color: #073642; }
+.solarized.base01 { color: #586e75; }
+.solarized.base00 { color: #657b83; }
+.solarized.base0 { color: #839496; }
+.solarized.base1 { color: #93a1a1; }
+.solarized.base2 { color: #eee8d5; }
+.solarized.base3  { color: #fdf6e3; }
+.solarized.solar-yellow  { color: #b58900; }
+.solarized.solar-orange  { color: #cb4b16; }
+.solarized.solar-red { color: #dc322f; }
+.solarized.solar-magenta { color: #d33682; }
+.solarized.solar-violet  { color: #6c71c4; }
+.solarized.solar-blue { color: #268bd2; }
+.solarized.solar-cyan { color: #2aa198; }
+.solarized.solar-green { color: #859900; }
+
+/* Color scheme for code-mirror */
+
+.cm-s-solarized {
+  line-height: 1.45em;
+  color-profile: sRGB;
+  rendering-intent: auto;
+}
+.cm-s-solarized.cm-s-dark {
+  color: #839496;
+  background-color: #002b36;
+  text-shadow: #002b36 0 1px;
+}
+.cm-s-solarized.cm-s-light {
+  background-color: #fdf6e3;
+  color: #657b83;
+  text-shadow: #eee8d5 0 1px;
+}
+
+.cm-s-solarized .CodeMirror-widget {
+  text-shadow: none;
+}
+
+.cm-s-solarized .cm-header { color: #586e75; }
+.cm-s-solarized .cm-quote { color: #93a1a1; }
+
+.cm-s-solarized .cm-keyword { color: #cb4b16; }
+.cm-s-solarized .cm-atom { color: #d33682; }
+.cm-s-solarized .cm-number { color: #d33682; }
+.cm-s-solarized .cm-def { color: #2aa198; }
+
+.cm-s-solarized .cm-variable { color: #839496; }
+.cm-s-solarized .cm-variable-2 { color: #b58900; }
+.cm-s-solarized .cm-variable-3, .cm-s-solarized .cm-type { color: #6c71c4; }
+
+.cm-s-solarized .cm-property { color: #2aa198; }
+.cm-s-solarized .cm-operator { color: #6c71c4; }
+
+.cm-s-solarized .cm-comment { color: #586e75; font-style:italic; }
+
+.cm-s-solarized .cm-string { color: #859900; }
+.cm-s-solarized .cm-string-2 { color: #b58900; }
+
+.cm-s-solarized .cm-meta { color: #859900; }
+.cm-s-solarized .cm-qualifier { color: #b58900; }
+.cm-s-solarized .cm-builtin { color: #d33682; }
+.cm-s-solarized .cm-bracket { color: #cb4b16; }
+.cm-s-solarized .CodeMirror-matchingbracket { color: #859900; }
+.cm-s-solarized .CodeMirror-nonmatchingbracket { color: #dc322f; }
+.cm-s-solarized .cm-tag { color: #93a1a1; }
+.cm-s-solarized .cm-attribute { color: #2aa198; }
+.cm-s-solarized .cm-hr {
+  color: transparent;
+  border-top: 1px solid #586e75;
+  display: block;
+}
+.cm-s-solarized .cm-link { color: #93a1a1; cursor: pointer; }
+.cm-s-solarized .cm-special { color: #6c71c4; }
+.cm-s-solarized .cm-em {
+  color: #999;
+  text-decoration: underline;
+  text-decoration-style: dotted;
+}
+.cm-s-solarized .cm-error,
+.cm-s-solarized .cm-invalidchar {
+  color: #586e75;
+  border-bottom: 1px dotted #dc322f;
+}
+
+.cm-s-solarized.cm-s-dark div.CodeMirror-selected { background: #073642; }
+.cm-s-solarized.cm-s-dark.CodeMirror ::selection { background: rgba(7, 54, 66, 0.99); }
+.cm-s-solarized.cm-s-dark .CodeMirror-line::-moz-selection, .cm-s-dark .CodeMirror-line > span::-moz-selection, .cm-s-dark .CodeMirror-line > span > span::-moz-selection { background: rgba(7, 54, 66, 0.99); }
+
+.cm-s-solarized.cm-s-light div.CodeMirror-selected { background: #eee8d5; }
+.cm-s-solarized.cm-s-light .CodeMirror-line::selection, .cm-s-light .CodeMirror-line > span::selection, .cm-s-light .CodeMirror-line > span > span::selection { background: #eee8d5; }
+.cm-s-solarized.cm-s-light .CodeMirror-line::-moz-selection, .cm-s-ligh .CodeMirror-line > span::-moz-selection, .cm-s-ligh .CodeMirror-line > span > span::-moz-selection { background: #eee8d5; }
+
+/* Editor styling */
+
+
+
+/* Little shadow on the view-port of the buffer view */
+.cm-s-solarized.CodeMirror {
+  -moz-box-shadow: inset 7px 0 12px -6px #000;
+  -webkit-box-shadow: inset 7px 0 12px -6px #000;
+  box-shadow: inset 7px 0 12px -6px #000;
+}
+
+/* Remove gutter border */
+.cm-s-solarized .CodeMirror-gutters {
+  border-right: 0;
+}
+
+/* Gutter colors and line number styling based of color scheme (dark / light) */
+
+/* Dark */
+.cm-s-solarized.cm-s-dark .CodeMirror-gutters {
+  background-color: #073642;
+}
+
+.cm-s-solarized.cm-s-dark .CodeMirror-linenumber {
+  color: #586e75;
+  text-shadow: #021014 0 -1px;
+}
+
+/* Light */
+.cm-s-solarized.cm-s-light .CodeMirror-gutters {
+  background-color: #eee8d5;
+}
+
+.cm-s-solarized.cm-s-light .CodeMirror-linenumber {
+  color: #839496;
+}
+
+/* Common */
+.cm-s-solarized .CodeMirror-linenumber {
+  padding: 0 5px;
+}
+.cm-s-solarized .CodeMirror-guttermarker-subtle { color: #586e75; }
+.cm-s-solarized.cm-s-dark .CodeMirror-guttermarker { color: #ddd; }
+.cm-s-solarized.cm-s-light .CodeMirror-guttermarker { color: #cb4b16; }
+
+.cm-s-solarized .CodeMirror-gutter .CodeMirror-gutter-text {
+  color: #586e75;
+}
+
+/* Cursor */
+.cm-s-solarized .CodeMirror-cursor { border-left: 1px solid #819090; }
+
+/* Fat cursor */
+.cm-s-solarized.cm-s-light.cm-fat-cursor .CodeMirror-cursor { background: #77ee77; }
+.cm-s-solarized.cm-s-light .cm-animate-fat-cursor { background-color: #77ee77; }
+.cm-s-solarized.cm-s-dark.cm-fat-cursor .CodeMirror-cursor { background: #586e75; }
+.cm-s-solarized.cm-s-dark .cm-animate-fat-cursor { background-color: #586e75; }
+
+/* Active line */
+.cm-s-solarized.cm-s-dark .CodeMirror-activeline-background {
+  background: rgba(255, 255, 255, 0.06);
+}
+.cm-s-solarized.cm-s-light .CodeMirror-activeline-background {
+  background: rgba(0, 0, 0, 0.06);
+}
+
+.cm-s-the-matrix.CodeMirror { background: #000000; color: #00FF00; }
+.cm-s-the-matrix div.CodeMirror-selected { background: #2D2D2D; }
+.cm-s-the-matrix .CodeMirror-line::selection, .cm-s-the-matrix .CodeMirror-line > span::selection, .cm-s-the-matrix .CodeMirror-line > span > span::selection { background: rgba(45, 45, 45, 0.99); }
+.cm-s-the-matrix .CodeMirror-line::-moz-selection, .cm-s-the-matrix .CodeMirror-line > span::-moz-selection, .cm-s-the-matrix .CodeMirror-line > span > span::-moz-selection { background: rgba(45, 45, 45, 0.99); }
+.cm-s-the-matrix .CodeMirror-gutters { background: #060; border-right: 2px solid #00FF00; }
+.cm-s-the-matrix .CodeMirror-guttermarker { color: #0f0; }
+.cm-s-the-matrix .CodeMirror-guttermarker-subtle { color: white; }
+.cm-s-the-matrix .CodeMirror-linenumber { color: #FFFFFF; }
+.cm-s-the-matrix .CodeMirror-cursor { border-left: 1px solid #00FF00; }
+
+.cm-s-the-matrix span.cm-keyword { color: #008803; font-weight: bold; }
+.cm-s-the-matrix span.cm-atom { color: #3FF; }
+.cm-s-the-matrix span.cm-number { color: #FFB94F; }
+.cm-s-the-matrix span.cm-def { color: #99C; }
+.cm-s-the-matrix span.cm-variable { color: #F6C; }
+.cm-s-the-matrix span.cm-variable-2 { color: #C6F; }
+.cm-s-the-matrix span.cm-variable-3, .cm-s-the-matrix span.cm-type { color: #96F; }
+.cm-s-the-matrix span.cm-property { color: #62FFA0; }
+.cm-s-the-matrix span.cm-operator { color: #999; }
+.cm-s-the-matrix span.cm-comment { color: #CCCCCC; }
+.cm-s-the-matrix span.cm-string { color: #39C; }
+.cm-s-the-matrix span.cm-meta { color: #C9F; }
+.cm-s-the-matrix span.cm-qualifier { color: #FFF700; }
+.cm-s-the-matrix span.cm-builtin { color: #30a; }
+.cm-s-the-matrix span.cm-bracket { color: #cc7; }
+.cm-s-the-matrix span.cm-tag { color: #FFBD40; }
+.cm-s-the-matrix span.cm-attribute { color: #FFF700; }
+.cm-s-the-matrix span.cm-error { color: #FF0000; }
+
+.cm-s-the-matrix .CodeMirror-activeline-background { background: #040; }
+
+/*
+Copyright (C) 2011 by MarkLogic Corporation
+Author: Mike Brevoort <mike@brevoort.com>
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+*/
+.cm-s-xq-light span.cm-keyword { line-height: 1em; font-weight: bold; color: #5A5CAD; }
+.cm-s-xq-light span.cm-atom { color: #6C8CD5; }
+.cm-s-xq-light span.cm-number { color: #164; }
+.cm-s-xq-light span.cm-def { text-decoration:underline; }
+.cm-s-xq-light span.cm-variable { color: black; }
+.cm-s-xq-light span.cm-variable-2 { color:black; }
+.cm-s-xq-light span.cm-variable-3, .cm-s-xq-light span.cm-type { color: black; }
+.cm-s-xq-light span.cm-property {}
+.cm-s-xq-light span.cm-operator {}
+.cm-s-xq-light span.cm-comment { color: #0080FF; font-style: italic; }
+.cm-s-xq-light span.cm-string { color: red; }
+.cm-s-xq-light span.cm-meta { color: yellow; }
+.cm-s-xq-light span.cm-qualifier { color: grey; }
+.cm-s-xq-light span.cm-builtin { color: #7EA656; }
+.cm-s-xq-light span.cm-bracket { color: #cc7; }
+.cm-s-xq-light span.cm-tag { color: #3F7F7F; }
+.cm-s-xq-light span.cm-attribute { color: #7F007F; }
+.cm-s-xq-light span.cm-error { color: #f00; }
+
+.cm-s-xq-light .CodeMirror-activeline-background { background: #e8f2ff; }
+.cm-s-xq-light .CodeMirror-matchingbracket { outline:1px solid grey;color:black !important;background:yellow; }
+
+/*-----------------------------------------------------------------------------
+| 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-static {
+  margin: var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor,
+.jp-CodeMirrorEditor-static {
+  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);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+.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;
+  line-height: normal;
+}
+
+.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;
+}
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+}
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+}
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+}
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+}
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+}
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+}
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+}
+
+.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;
+}
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+}
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+}
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+}
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+}
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+}
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+}
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+}
+
+.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);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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
+|----------------------------------------------------------------------------*/
+
+: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: 4px 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;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  justify-content: space-evenly;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {
+  flex: 1;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {
+  width: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.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-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);
+}
+
+/* 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.jp-mod-selected {
+  color: white;
+  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: limegreen;
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.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;
+}
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: red;
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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;
+}
+
+.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;
+}
+
+.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;
+}
+
+/**
+ * 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;
+}
+
+.jp-OutputArea-executeResult.jp-RenderedText {
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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;
+}
+
+.jp-InputArea-editor {
+  flex: 1 1 auto;
+}
+
+.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);
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+}
+
+/* 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);
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| 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-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+/* 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: flex;
+  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;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensurePackage() in @jupyterlab/buildutils */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+</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-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --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-700);
+  --jp-accent-color1: var(--md-green-500);
+  --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-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --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: 'Source Code Pro', monospace;
+  --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);
+
+  /* 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: 180px;
+
+  /* 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">
+a.anchor-link {
+   display: none;
+}
+.highlight  {
+    margin: 0.4em;
+}
+
+/* Input area styling */
+.jp-InputArea {
+    overflow: hidden;
+}
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+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Mini-project-1-Nicolas-Richard-and-Dominik-R&#252;egg">Mini project 1 Nicolas Richard and Dominik R&#252;egg<a class="anchor-link" href="#Mini-project-1-Nicolas-Richard-and-Dominik-R&#252;egg">&#182;</a></h1>
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Imports">Imports<a class="anchor-link" href="#Imports">&#182;</a></h2>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">#import all needed modules</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</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="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</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">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
+<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">KFold</span>
+<span class="n">AUTOTUNE</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">AUTOTUNE</span>
+<span class="kn">from</span> <span class="nn">keras.regularizers</span> <span class="kn">import</span> <span class="n">l2</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="1.-Dataset">1. Dataset<a class="anchor-link" href="#1.-Dataset">&#182;</a></h2>
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Our first goal was it to find a suitable dataset. To get a dataset we used one of the available links in the project description. The Dataset from kaggel with 17'000 pictures of 150*150 resolution, 3 RGB channels and 6 categories seemed to be perfect for our goal.  Here is a short overviwe of 10 entries of the building samples.
+The categories are:buildings,
+forest,
+glacier,
+mountain,
+sea,
+streetDataset source: <a href="https://www.kaggle.com/datasets/puneet6060/intel-image-classification?resource=download-directory">https://www.kaggle.com/datasets/puneet6060/intel-image-classification?resource=download-directory</a></p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>First let's define the training dataset and the validation dataset.  To get less input data, we resized the images to a size of 64*64 pixles. We therefore split up our training Dataset. We went for a 80/20 split.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">seed</span> <span class="o">=</span> <span class="mi">42</span>
+
+<span class="n">ds_train</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">image_dataset_from_directory</span><span class="p">(</span><span class="s1">&#39;./archive/seg_train/seg_train&#39;</span><span class="p">,</span> 
+                                                        <span class="n">labels</span><span class="o">=</span><span class="s1">&#39;inferred&#39;</span><span class="p">,</span>
+                                                        <span class="n">validation_split</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
+                                                        <span class="n">subset</span><span class="o">=</span><span class="s2">&quot;training&quot;</span><span class="p">,</span>
+                                                        <span class="n">label_mode</span><span class="o">=</span><span class="s1">&#39;int&#39;</span><span class="p">,</span>
+                                                        <span class="n">color_mode</span><span class="o">=</span><span class="s1">&#39;rgb&#39;</span><span class="p">,</span>
+                                                        <span class="n">image_size</span><span class="o">=</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span><span class="mi">64</span><span class="p">),</span>
+                                                        <span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">,</span>
+                                                        <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
+                                                                            
+
+
+<span class="c1">#define the validation dataset</span>
+<span class="n">ds_val</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">image_dataset_from_directory</span><span class="p">(</span><span class="s1">&#39;./archive/seg_train/seg_train&#39;</span><span class="p">,</span> 
+                                                        <span class="n">labels</span><span class="o">=</span><span class="s1">&#39;inferred&#39;</span><span class="p">,</span>
+                                                        <span class="n">validation_split</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
+                                                        <span class="n">subset</span><span class="o">=</span><span class="s2">&quot;validation&quot;</span><span class="p">,</span>
+                                                        <span class="n">label_mode</span><span class="o">=</span><span class="s1">&#39;int&#39;</span><span class="p">,</span>
+                                                        <span class="n">color_mode</span><span class="o">=</span><span class="s1">&#39;rgb&#39;</span><span class="p">,</span>
+                                                        <span class="n">image_size</span><span class="o">=</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span><span class="mi">64</span><span class="p">),</span>
+                                                        <span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">,</span>
+                                                        <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Found 14034 files belonging to 6 classes.
+Using 11228 files for training.
+Found 14034 files belonging to 6 classes.
+Using 2806 files for validation.
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>To get an idea of the data, we visualized 8, randomly selected images, here.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">class_names</span> <span class="o">=</span> <span class="n">ds_train</span><span class="o">.</span><span class="n">class_names</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">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+<span class="k">for</span> <span class="n">images</span><span class="p">,</span> <span class="n">labels</span> <span class="ow">in</span> <span class="n">ds_train</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">1</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">8</span><span class="p">):</span>
+    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;uint8&quot;</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="n">class_names</span><span class="p">[</span><span class="n">labels</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s2">&quot;off&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
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"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>The data is represented in tensors.<br>
+Here we get the tensor size by appling the .shape function on on single element.Represented in (Batch, length, width, rgb)</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">for</span> <span class="n">image_batch</span><span class="p">,</span> <span class="n">labels_batch</span> <span class="ow">in</span> <span class="n">ds_train</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">1</span><span class="p">):</span>
+  <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Tensor shape of the image batch: </span><span class="si">{</span><span class="n">image_batch</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+  <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Tensor shape of the label batch: </span><span class="si">{</span><span class="n">labels_batch</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+  <span class="k">break</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Tensor shape of the image batch: (32, 64, 64, 3)
+Tensor shape of the label batch: (32,)
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Now we standardize the data because the RGB channel values are between [0,255].<br>
+In general the input values should be small. Therefore we reduce the range to  [0,1].<br>
+The output shows the resized pixel values in the first picture.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">standardize_layer</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Rescaling</span><span class="p">(</span><span class="mf">1.</span><span class="o">/</span><span class="mi">255</span><span class="p">)</span>
+<span class="n">ds_trainNormal</span> <span class="o">=</span> <span class="n">ds_train</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="p">(</span><span class="n">standardize_layer</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">image_batch</span><span class="p">,</span> <span class="n">labels_batch</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">ds_trainNormal</span><span class="p">))</span>
+<span class="n">first_image</span> <span class="o">=</span> <span class="n">image_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;The range of the pixels is now: </span><span class="si">{</span><span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">first_image</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">first_image</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+
+<span class="c1">#same for ds_val</span>
+<span class="n">ds_valNormal</span> <span class="o">=</span> <span class="n">ds_val</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="p">(</span><span class="n">standardize_layer</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">image_batch</span><span class="p">,</span> <span class="n">labels_batch</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">ds_valNormal</span><span class="p">))</span>
+<span class="n">first_valImage</span> <span class="o">=</span> <span class="n">image_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;The range of the pixels is now: </span><span class="si">{</span><span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">first_valImage</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">first_valImage</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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 range of the pixels is now: (0.0, 1.0)
+The range of the pixels is now: (0.054429002, 0.9989373)
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>We now optimize the data for quicker calcualtions. We've done this with the following commands.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">ds_trainNormal</span> <span class="o">=</span> <span class="n">ds_trainNormal</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span><span class="o">.</span><span class="n">prefetch</span><span class="p">(</span><span class="n">buffer_size</span><span class="o">=</span><span class="n">AUTOTUNE</span><span class="p">)</span>
+<span class="n">ds_valNormal</span> <span class="o">=</span> <span class="n">ds_valNormal</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span><span class="o">.</span><span class="n">prefetch</span><span class="p">(</span><span class="n">buffer_size</span><span class="o">=</span><span class="n">AUTOTUNE</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="2.-Architecture-1-(underfitting,-~5'000-trainable-parameters)">2. Architecture 1 (underfitting, ~5'000 trainable parameters)<a class="anchor-link" href="#2.-Architecture-1-(underfitting,-~5'000-trainable-parameters)">&#182;</a></h2>
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Now lets define the model.<br>
+ We use one Layer with 6 filters of shape (3,3) followed by a Dense layer with 6 neurons (number of classes).</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">num_classes</span> <span class="o">=</span> <span class="mi">6</span>
+
+<span class="n">model</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">Sequential</span><span class="p">([</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">(),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_classes</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">)</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-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span>
+  <span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span>
+  <span class="n">loss</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">SparseCategoricalCrossentropy</span><span class="p">(</span><span class="n">from_logits</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+  <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>To fit the model we hand over the training data for training and of course the validation data for validation.<br>
+ The model is looping throught 20 epochs. As you can see in the summary there is a total of 5'358 trainable parameters.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span>
+  <span class="n">ds_trainNormal</span><span class="p">,</span>
+  <span class="n">validation_data</span><span class="o">=</span><span class="n">ds_valNormal</span><span class="p">,</span>
+  <span class="n">epochs</span><span class="o">=</span><span class="mi">10</span>
+<span class="p">)</span>
+<span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Epoch 1/10
+351/351 [==============================] - 7s 20ms/step - loss: 1.7875 - accuracy: 0.1722 - val_loss: 1.7918 - val_accuracy: 0.1532
+Epoch 2/10
+351/351 [==============================] - 6s 18ms/step - loss: 1.7292 - accuracy: 0.2476 - val_loss: 1.5909 - val_accuracy: 0.3728
+Epoch 3/10
+351/351 [==============================] - 6s 17ms/step - loss: 1.5297 - accuracy: 0.3993 - val_loss: 1.5075 - val_accuracy: 0.4081
+Epoch 4/10
+351/351 [==============================] - 6s 18ms/step - loss: 1.4844 - accuracy: 0.4189 - val_loss: 1.4817 - val_accuracy: 0.4234
+Epoch 5/10
+351/351 [==============================] - 6s 18ms/step - loss: 1.3273 - accuracy: 0.4952 - val_loss: 1.3009 - val_accuracy: 0.5103
+Epoch 6/10
+351/351 [==============================] - 7s 19ms/step - loss: 1.2746 - accuracy: 0.5261 - val_loss: 1.2908 - val_accuracy: 0.5143
+Epoch 7/10
+351/351 [==============================] - 7s 19ms/step - loss: 1.2499 - accuracy: 0.5390 - val_loss: 1.2758 - val_accuracy: 0.5196
+Epoch 8/10
+351/351 [==============================] - 6s 17ms/step - loss: 1.2316 - accuracy: 0.5460 - val_loss: 1.2670 - val_accuracy: 0.5214
+Epoch 9/10
+351/351 [==============================] - 6s 17ms/step - loss: 1.2160 - accuracy: 0.5527 - val_loss: 1.2535 - val_accuracy: 0.5346
+Epoch 10/10
+351/351 [==============================] - 6s 17ms/step - loss: 1.2026 - accuracy: 0.5599 - val_loss: 1.2450 - val_accuracy: 0.5396
+Model: &#34;sequential_27&#34;
+_________________________________________________________________
+ Layer (type)                Output Shape              Param #   
+=================================================================
+ conv2d_68 (Conv2D)          (None, 62, 62, 6)         168       
+                                                                 
+ max_pooling2d_68 (MaxPoolin  (None, 12, 12, 6)        0         
+ g2D)                                                            
+                                                                 
+ flatten_28 (Flatten)        (None, 864)               0         
+                                                                 
+ dense_47 (Dense)            (None, 6)                 5190      
+                                                                 
+=================================================================
+Total params: 5,358
+Trainable params: 5,358
+Non-trainable params: 0
+_________________________________________________________________
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>In the plots of the data we can clearly see that the model is going to underfit.<br>
+The training accuracy and the validation accuracy converge and don't reache a high value.<br>
+Therefore we can say the model is underfitting. We had to up the Epochs aswell.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">loss_train</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">]</span>
+<span class="n">loss_val</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">]</span>
+<span class="n">epochs</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">11</span><span class="p">)</span>
+<span class="c1">#first plot</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">loss_train</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training loss&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">loss_val</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation loss&#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;Training and Validation loss&#39;</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;Epochs&#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;Loss&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+
+<span class="c1">#second plot</span>
+<span class="n">acc_train</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">]</span>
+<span class="n">acc_val</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">]</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">acc_train</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training accuracy&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">acc_val</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation 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;Training and Validation accuracy&#39;</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;Epochs&#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;Accuracy&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</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-OutputArea jp-Cell-outputArea">
+
+<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>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Let's see how the confusion matrix looks like.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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_true</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">y_pred</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="k">for</span> <span class="n">image</span><span class="p">,</span> <span class="n">true_label</span> <span class="ow">in</span> <span class="n">ds_valNormal</span><span class="p">:</span>
+    <span class="n">predict_label</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+    <span class="n">y_true</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">true_label</span><span class="o">.</span><span class="n">numpy</span><span class="p">())</span>
+    <span class="n">y_pred</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">predict_label</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="o">.</span><span class="n">numpy</span><span class="p">())</span>
+
+
+<span class="n">data</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span>
+<span class="n">classes</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;buildings&#39;</span><span class="p">,</span><span class="s1">&#39;forest&#39;</span><span class="p">,</span><span class="s1">&#39;glacier&#39;</span><span class="p">,</span><span class="s1">&#39;mountain&#39;</span><span class="p">,</span><span class="s1">&#39;sea&#39;</span><span class="p">,</span><span class="s1">&#39;street&#39;</span><span class="p">]</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</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">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
+<span class="n">tick_marks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</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="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">)):</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">)):</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;black&#39;</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;Predicted label&#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;True label&#39;</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-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>1/1 [==============================] - 0s 88ms/step
+1/1 [==============================] - 0s 30ms/step
+1/1 [==============================] - 0s 28ms/step
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"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>In the confusion matrix we can see clearly that the model is not optimal.<br>
+Because of underfitting some classes get classified wrong.</p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="3.-Architecture-2-(overfitting,-1'2000'000-trainable-parameters)">3. Architecture 2 (overfitting, 1'2000'000 trainable parameters)<a class="anchor-link" href="#3.-Architecture-2-(overfitting,-1'2000'000-trainable-parameters)">&#182;</a></h2><p>Secondly, lets create a model with overfitting. Therefore we add some layers and some more trainable parameters.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">model_overfit</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">Sequential</span><span class="p">([</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">(),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+  <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_classes</span><span class="p">)</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-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">model_overfit</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span>
+  <span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span>
+  <span class="n">loss</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">SparseCategoricalCrossentropy</span><span class="p">(</span><span class="n">from_logits</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+  <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>To get an overfitting model, we've created over 1'200'000 trainable parameters, still using 20 epoches for training.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">history_overfit</span> <span class="o">=</span> <span class="n">model_overfit</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span>
+  <span class="n">ds_trainNormal</span><span class="p">,</span>
+  <span class="n">validation_data</span><span class="o">=</span><span class="n">ds_valNormal</span><span class="p">,</span>
+  <span class="n">epochs</span><span class="o">=</span><span class="mi">20</span>
+<span class="p">)</span>
+<span class="n">model_overfit</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Epoch 1/20
+351/351 [==============================] - 29s 79ms/step - loss: 1.0527 - accuracy: 0.5862 - val_loss: 0.8799 - val_accuracy: 0.6607
+Epoch 2/20
+351/351 [==============================] - 26s 75ms/step - loss: 0.7424 - accuracy: 0.7246 - val_loss: 0.7655 - val_accuracy: 0.7192
+Epoch 3/20
+351/351 [==============================] - 26s 74ms/step - loss: 0.5925 - accuracy: 0.7848 - val_loss: 0.8056 - val_accuracy: 0.7138
+Epoch 4/20
+351/351 [==============================] - 26s 75ms/step - loss: 0.5309 - accuracy: 0.8099 - val_loss: 0.7254 - val_accuracy: 0.7470
+Epoch 5/20
+351/351 [==============================] - 26s 75ms/step - loss: 0.4667 - accuracy: 0.8331 - val_loss: 0.6713 - val_accuracy: 0.7694
+Epoch 6/20
+351/351 [==============================] - 26s 73ms/step - loss: 0.3858 - accuracy: 0.8612 - val_loss: 0.6538 - val_accuracy: 0.7894
+Epoch 7/20
+351/351 [==============================] - 25s 71ms/step - loss: 0.3290 - accuracy: 0.8841 - val_loss: 0.8578 - val_accuracy: 0.7473
+Epoch 8/20
+351/351 [==============================] - 25s 70ms/step - loss: 0.2848 - accuracy: 0.8987 - val_loss: 1.2305 - val_accuracy: 0.7024
+Epoch 9/20
+351/351 [==============================] - 25s 70ms/step - loss: 0.2242 - accuracy: 0.9200 - val_loss: 1.0889 - val_accuracy: 0.7234
+Epoch 10/20
+351/351 [==============================] - 24s 70ms/step - loss: 0.1589 - accuracy: 0.9463 - val_loss: 1.0221 - val_accuracy: 0.7662
+Epoch 11/20
+351/351 [==============================] - 25s 71ms/step - loss: 0.1328 - accuracy: 0.9551 - val_loss: 1.1420 - val_accuracy: 0.7676
+Epoch 12/20
+351/351 [==============================] - 25s 72ms/step - loss: 0.1094 - accuracy: 0.9633 - val_loss: 1.1809 - val_accuracy: 0.7480
+Epoch 13/20
+351/351 [==============================] - 26s 74ms/step - loss: 0.1014 - accuracy: 0.9662 - val_loss: 1.2239 - val_accuracy: 0.7648
+Epoch 14/20
+351/351 [==============================] - 26s 75ms/step - loss: 0.0882 - accuracy: 0.9695 - val_loss: 1.2920 - val_accuracy: 0.7609
+Epoch 15/20
+351/351 [==============================] - 27s 77ms/step - loss: 0.0688 - accuracy: 0.9766 - val_loss: 1.3100 - val_accuracy: 0.7669
+Epoch 16/20
+351/351 [==============================] - 28s 79ms/step - loss: 0.0671 - accuracy: 0.9780 - val_loss: 1.4248 - val_accuracy: 0.7512
+Epoch 17/20
+351/351 [==============================] - 27s 76ms/step - loss: 0.0507 - accuracy: 0.9832 - val_loss: 1.5382 - val_accuracy: 0.7762
+Epoch 18/20
+351/351 [==============================] - 26s 73ms/step - loss: 0.0529 - accuracy: 0.9824 - val_loss: 1.4973 - val_accuracy: 0.7619
+Epoch 19/20
+351/351 [==============================] - 25s 72ms/step - loss: 0.0607 - accuracy: 0.9817 - val_loss: 1.5058 - val_accuracy: 0.7516
+Epoch 20/20
+351/351 [==============================] - 25s 72ms/step - loss: 0.0499 - accuracy: 0.9840 - val_loss: 1.7140 - val_accuracy: 0.7584
+Model: &#34;sequential_1&#34;
+_________________________________________________________________
+ Layer (type)                Output Shape              Param #   
+=================================================================
+ conv2d_1 (Conv2D)           (None, 62, 62, 32)        896       
+                                                                 
+ max_pooling2d_1 (MaxPooling  (None, 31, 31, 32)       0         
+ 2D)                                                             
+                                                                 
+ conv2d_2 (Conv2D)           (None, 29, 29, 64)        18496     
+                                                                 
+ max_pooling2d_2 (MaxPooling  (None, 14, 14, 64)       0         
+ 2D)                                                             
+                                                                 
+ conv2d_3 (Conv2D)           (None, 12, 12, 128)       73856     
+                                                                 
+ max_pooling2d_3 (MaxPooling  (None, 6, 6, 128)        0         
+ 2D)                                                             
+                                                                 
+ flatten_1 (Flatten)         (None, 4608)              0         
+                                                                 
+ dense_1 (Dense)             (None, 256)               1179904   
+                                                                 
+ dense_2 (Dense)             (None, 6)                 1542      
+                                                                 
+=================================================================
+Total params: 1,274,694
+Trainable params: 1,274,694
+Non-trainable params: 0
+_________________________________________________________________
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>In the following plot it is obvious that the model is overfitting.<br>
+The training accuracy is increasing until the end. Meanwhile the validation accuracy increases at the start but then starts to stagnate.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">loss_train</span> <span class="o">=</span> <span class="n">history_overfit</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">]</span>
+<span class="n">loss_val</span> <span class="o">=</span> <span class="n">history_overfit</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">]</span>
+<span class="n">epochs</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">21</span><span class="p">)</span>
+<span class="c1">#first plot</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">loss_train</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training loss&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">loss_val</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation loss&#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;Training and Validation loss&#39;</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;Epochs&#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;Loss&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+
+<span class="c1">#second plot</span>
+<span class="n">acc_train</span> <span class="o">=</span> <span class="n">history_overfit</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">]</span>
+<span class="n">acc_val</span> <span class="o">=</span> <span class="n">history_overfit</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">]</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">acc_train</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training accuracy&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">acc_val</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation 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;Training and Validation accuracy&#39;</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;Epochs&#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;Accuracy&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</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-OutputArea jp-Cell-outputArea">
+
+<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>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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_true_overfit</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">y_pred_overfit</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="k">for</span> <span class="n">image</span><span class="p">,</span> <span class="n">true_label</span> <span class="ow">in</span> <span class="n">ds_valNormal</span><span class="p">:</span>
+    <span class="n">predict_label</span> <span class="o">=</span> <span class="n">model_overfit</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
+    <span class="n">y_true_overfit</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">true_label</span><span class="o">.</span><span class="n">numpy</span><span class="p">())</span>
+    <span class="n">y_pred_overfit</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">predict_label</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="o">.</span><span class="n">numpy</span><span class="p">())</span>
+
+<span class="n">data</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_true_overfit</span><span class="p">,</span> <span class="n">y_pred_overfit</span><span class="p">)</span>
+<span class="n">classes</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;buildings&#39;</span><span class="p">,</span><span class="s1">&#39;forest&#39;</span><span class="p">,</span><span class="s1">&#39;glacier&#39;</span><span class="p">,</span><span class="s1">&#39;mountain&#39;</span><span class="p">,</span><span class="s1">&#39;sea&#39;</span><span class="p">,</span><span class="s1">&#39;street&#39;</span><span class="p">]</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</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">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
+<span class="n">tick_marks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</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="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">)):</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">)):</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]),</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;black&#39;</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;Predicted label&#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;True label&#39;</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-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>1/1 [==============================] - 0s 71ms/step
+1/1 [==============================] - 0s 29ms/step
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+1/1 [==============================] - 0s 28ms/step
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+1/1 [==============================] - 0s 28ms/step
+1/1 [==============================] - 0s 28ms/step
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+1/1 [==============================] - 0s 28ms/step
+1/1 [==============================] - 0s 29ms/step
+1/1 [==============================] - 0s 29ms/step
+1/1 [==============================] - 0s 28ms/step
+1/1 [==============================] - 0s 29ms/step
+1/1 [==============================] - 0s 29ms/step
+1/1 [==============================] - 0s 30ms/step
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"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>The plot of the confusion matrix of our overfitting model seems to classify the pictures pretty precisely. We get a nice, dark diagonal line which indicates good classification. But surely with all those resources we can do better.</p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="4.-Architecture-3-(optimized,-K-fold,-Droppout)">4. Architecture 3 (optimized, K-fold, Droppout)<a class="anchor-link" href="#4.-Architecture-3-(optimized,-K-fold,-Droppout)">&#182;</a></h2>
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>So lets create our optimized Model. In this section our goal is to change our overfitting model to a more or less balanced model, which dosn't underfit nor overfit the data. With the help of dropout and regularization this should be doable. Also we will use k-fold crossvalidation to determine the best fitting l2 Parameter for our model.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">ds_trainNormal_opt</span> <span class="o">=</span> <span class="n">ds_trainNormal</span>
+<span class="n">ds_valNormal_opt</span> <span class="o">=</span> <span class="n">ds_valNormal</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-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">inputs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">y</span> <span class="ow">in</span> <span class="n">ds_trainNormal_opt</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="n">targets</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">y</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">y</span> <span class="ow">in</span> <span class="n">ds_valNormal_opt</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+
+<span class="n">k</span> <span class="o">=</span> <span class="mi">6</span>
+<span class="n">kf</span> <span class="o">=</span> <span class="n">KFold</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="n">k</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
+
+<span class="n">l2_values</span> <span class="o">=</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="mf">0.2</span><span class="p">]</span>
+<span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="k">for</span> <span class="n">l2_value</span> <span class="ow">in</span> <span class="n">l2_values</span><span class="p">:</span>
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Regularization parameter value: </span><span class="si">{</span><span class="n">l2_value</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="n">splits</span> <span class="o">=</span> <span class="n">kf</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ds_trainNormal_opt</span><span class="p">)))</span>
+    <span class="n">fold</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="k">for</span> <span class="n">train_index</span><span class="p">,</span> <span class="n">val_index</span> <span class="ow">in</span> <span class="n">splits</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Fold: </span><span class="si">{</span><span class="n">fold</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+        <span class="n">fold</span> <span class="o">+=</span> <span class="mi">1</span>
+
+        <span class="n">train_lbl</span> <span class="o">=</span> <span class="n">targets</span><span class="p">[</span><span class="n">train_index</span><span class="p">]</span>
+        <span class="n">val_lbl</span> <span class="o">=</span> <span class="n">targets</span><span class="p">[</span><span class="n">val_index</span><span class="p">]</span>
+
+        <span class="n">train_dataset</span> <span class="o">=</span> <span class="n">ds_trainNormal_opt</span><span class="o">.</span><span class="n">unbatch</span><span class="p">()</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">img</span><span class="p">,</span> <span class="n">label</span><span class="p">:</span> <span class="n">tf</span><span class="o">.</span><span class="n">reduce_any</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">train_lbl</span><span class="p">)))</span><span class="o">.</span><span class="n">batch</span><span class="p">(</span><span class="mi">32</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span><span class="o">.</span><span class="n">prefetch</span><span class="p">(</span><span class="n">buffer_size</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">AUTOTUNE</span><span class="p">)</span>
+        <span class="n">val_dataset</span> <span class="o">=</span> <span class="n">ds_valNormal_opt</span><span class="o">.</span><span class="n">unbatch</span><span class="p">()</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">img</span><span class="p">,</span> <span class="n">label</span><span class="p">:</span> <span class="n">tf</span><span class="o">.</span><span class="n">reduce_any</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">val_lbl</span><span class="p">)))</span><span class="o">.</span><span class="n">batch</span><span class="p">(</span><span class="mi">32</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span><span class="o">.</span><span class="n">prefetch</span><span class="p">(</span><span class="n">buffer_size</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">AUTOTUNE</span><span class="p">)</span>
+
+        <span class="n">model_train_optimized</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">Sequential</span><span class="p">([</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.2</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_regularizer</span><span class="o">=</span><span class="n">l2</span><span class="p">(</span><span class="n">l2_value</span><span class="p">)),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_classes</span><span class="p">)</span>
+        <span class="p">])</span>
+
+        <span class="n">model_train_optimized</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span>
+            <span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span>
+            <span class="n">loss</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">SparseCategoricalCrossentropy</span><span class="p">(</span><span class="n">from_logits</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+            <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
+        
+        <span class="n">history_optimized</span> <span class="o">=</span> <span class="n">model_train_optimized</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span>
+            <span class="n">train_dataset</span><span class="p">,</span>
+            <span class="n">validation_data</span><span class="o">=</span><span class="n">val_dataset</span><span class="p">,</span>
+            <span class="n">epochs</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+        
+    <span class="n">results</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;loss </span><span class="si">{</span><span class="n">l2_value</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">history_optimized</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">]</span>
+    <span class="n">results</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;loss val </span><span class="si">{</span><span class="n">l2_value</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">history_optimized</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">]</span>
+    <span class="n">results</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;acc </span><span class="si">{</span><span class="n">l2_value</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">history_optimized</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">]</span>
+    <span class="n">results</span><span class="p">[</span><span class="sa">f</span><span class="s1">&#39;acc val </span><span class="si">{</span><span class="n">l2_value</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">history_optimized</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">]</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Regularization parameter value: 0.01
+Fold: 1
+Epoch 1/5
+351/351 [==============================] - 29s 79ms/step - loss: 1.4390 - accuracy: 0.5566 - val_loss: 1.0293 - val_accuracy: 0.6344
+Epoch 2/5
+351/351 [==============================] - 26s 75ms/step - loss: 0.9841 - accuracy: 0.6715 - val_loss: 1.0191 - val_accuracy: 0.6668
+Epoch 3/5
+351/351 [==============================] - 27s 76ms/step - loss: 0.8728 - accuracy: 0.7287 - val_loss: 0.9950 - val_accuracy: 0.6857
+Epoch 4/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.8054 - accuracy: 0.7570 - val_loss: 0.8692 - val_accuracy: 0.7220
+Epoch 5/5
+351/351 [==============================] - 28s 80ms/step - loss: 0.7611 - accuracy: 0.7761 - val_loss: 1.0569 - val_accuracy: 0.6622
+Fold: 2
+Epoch 1/5
+351/351 [==============================] - 29s 80ms/step - loss: 1.4551 - accuracy: 0.5542 - val_loss: 1.0752 - val_accuracy: 0.6094
+Epoch 2/5
+351/351 [==============================] - 27s 78ms/step - loss: 1.0073 - accuracy: 0.6582 - val_loss: 1.0408 - val_accuracy: 0.6304
+Epoch 3/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.9004 - accuracy: 0.7093 - val_loss: 0.9314 - val_accuracy: 0.6882
+Epoch 4/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.8135 - accuracy: 0.7472 - val_loss: 0.9834 - val_accuracy: 0.6832
+Epoch 5/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.7602 - accuracy: 0.7671 - val_loss: 1.0411 - val_accuracy: 0.6736
+Fold: 3
+Epoch 1/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.3961 - accuracy: 0.5597 - val_loss: 1.1060 - val_accuracy: 0.5923
+Epoch 2/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.9598 - accuracy: 0.6830 - val_loss: 0.9038 - val_accuracy: 0.6942
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.8633 - accuracy: 0.7293 - val_loss: 0.8599 - val_accuracy: 0.7259
+Epoch 4/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.7962 - accuracy: 0.7595 - val_loss: 0.9406 - val_accuracy: 0.6910
+Epoch 5/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.7481 - accuracy: 0.7768 - val_loss: 0.9749 - val_accuracy: 0.6785
+Fold: 4
+Epoch 1/5
+351/351 [==============================] - 29s 80ms/step - loss: 1.4049 - accuracy: 0.5561 - val_loss: 1.0114 - val_accuracy: 0.6426
+Epoch 2/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.9992 - accuracy: 0.6600 - val_loss: 0.9669 - val_accuracy: 0.6771
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.8828 - accuracy: 0.7202 - val_loss: 0.8898 - val_accuracy: 0.7124
+Epoch 4/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.7905 - accuracy: 0.7545 - val_loss: 1.0119 - val_accuracy: 0.6782
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.7571 - accuracy: 0.7699 - val_loss: 0.9851 - val_accuracy: 0.6761
+Fold: 5
+Epoch 1/5
+351/351 [==============================] - 29s 80ms/step - loss: 1.4290 - accuracy: 0.5562 - val_loss: 1.0289 - val_accuracy: 0.6322
+Epoch 2/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0034 - accuracy: 0.6542 - val_loss: 0.9797 - val_accuracy: 0.6639
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.8999 - accuracy: 0.7065 - val_loss: 0.9646 - val_accuracy: 0.6793
+Epoch 4/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.8180 - accuracy: 0.7471 - val_loss: 0.8882 - val_accuracy: 0.7177
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.7646 - accuracy: 0.7677 - val_loss: 0.8538 - val_accuracy: 0.7366
+Fold: 6
+Epoch 1/5
+351/351 [==============================] - 29s 80ms/step - loss: 1.4086 - accuracy: 0.5637 - val_loss: 1.0574 - val_accuracy: 0.6151
+Epoch 2/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.9932 - accuracy: 0.6666 - val_loss: 0.9825 - val_accuracy: 0.6725
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.8868 - accuracy: 0.7185 - val_loss: 0.8979 - val_accuracy: 0.7081
+Epoch 4/5
+351/351 [==============================] - 28s 80ms/step - loss: 0.8200 - accuracy: 0.7478 - val_loss: 0.8888 - val_accuracy: 0.7081
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.7765 - accuracy: 0.7651 - val_loss: 0.8865 - val_accuracy: 0.7242
+Regularization parameter value: 0.1
+Fold: 1
+Epoch 1/5
+351/351 [==============================] - 29s 80ms/step - loss: 2.7424 - accuracy: 0.5159 - val_loss: 1.1844 - val_accuracy: 0.5966
+Epoch 2/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.1665 - accuracy: 0.5957 - val_loss: 1.1201 - val_accuracy: 0.6244
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0873 - accuracy: 0.6370 - val_loss: 1.0657 - val_accuracy: 0.6368
+Epoch 4/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0064 - accuracy: 0.6804 - val_loss: 0.9745 - val_accuracy: 0.6835
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.9497 - accuracy: 0.7106 - val_loss: 1.0179 - val_accuracy: 0.6832
+Fold: 2
+Epoch 1/5
+351/351 [==============================] - 29s 80ms/step - loss: 2.7170 - accuracy: 0.5045 - val_loss: 1.1075 - val_accuracy: 0.5959
+Epoch 2/5
+351/351 [==============================] - 28s 81ms/step - loss: 1.1399 - accuracy: 0.5797 - val_loss: 1.1512 - val_accuracy: 0.6001
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0944 - accuracy: 0.6194 - val_loss: 1.1642 - val_accuracy: 0.6016
+Epoch 4/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0378 - accuracy: 0.6537 - val_loss: 1.0445 - val_accuracy: 0.6650
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.9815 - accuracy: 0.6924 - val_loss: 1.0510 - val_accuracy: 0.6604
+Fold: 3
+Epoch 1/5
+351/351 [==============================] - 27s 76ms/step - loss: 2.7162 - accuracy: 0.5113 - val_loss: 1.1163 - val_accuracy: 0.6169
+Epoch 2/5
+351/351 [==============================] - 27s 78ms/step - loss: 1.1475 - accuracy: 0.5900 - val_loss: 1.1452 - val_accuracy: 0.5948
+Epoch 3/5
+351/351 [==============================] - 27s 77ms/step - loss: 1.0926 - accuracy: 0.6269 - val_loss: 1.1172 - val_accuracy: 0.6137
+Epoch 4/5
+351/351 [==============================] - 27s 77ms/step - loss: 1.0331 - accuracy: 0.6594 - val_loss: 1.0930 - val_accuracy: 0.6240
+Epoch 5/5
+351/351 [==============================] - 27s 77ms/step - loss: 0.9763 - accuracy: 0.6901 - val_loss: 1.0259 - val_accuracy: 0.6557
+Fold: 4
+Epoch 1/5
+351/351 [==============================] - 27s 76ms/step - loss: 2.7320 - accuracy: 0.5069 - val_loss: 1.1898 - val_accuracy: 0.5617
+Epoch 2/5
+351/351 [==============================] - 27s 78ms/step - loss: 1.1480 - accuracy: 0.5872 - val_loss: 1.1835 - val_accuracy: 0.5802
+Epoch 3/5
+351/351 [==============================] - 27s 78ms/step - loss: 1.0888 - accuracy: 0.6309 - val_loss: 1.1644 - val_accuracy: 0.6308
+Epoch 4/5
+351/351 [==============================] - 27s 78ms/step - loss: 1.0252 - accuracy: 0.6693 - val_loss: 1.0379 - val_accuracy: 0.6589
+Epoch 5/5
+351/351 [==============================] - 27s 78ms/step - loss: 0.9477 - accuracy: 0.7108 - val_loss: 0.9774 - val_accuracy: 0.6807
+Fold: 5
+Epoch 1/5
+351/351 [==============================] - 28s 78ms/step - loss: 2.7293 - accuracy: 0.5151 - val_loss: 1.1290 - val_accuracy: 0.5959
+Epoch 2/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.1507 - accuracy: 0.5881 - val_loss: 1.2039 - val_accuracy: 0.5773
+Epoch 3/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0919 - accuracy: 0.6280 - val_loss: 1.0517 - val_accuracy: 0.6604
+Epoch 4/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0158 - accuracy: 0.6700 - val_loss: 0.9952 - val_accuracy: 0.6746
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.9404 - accuracy: 0.7098 - val_loss: 0.9346 - val_accuracy: 0.7074
+Fold: 6
+Epoch 1/5
+351/351 [==============================] - 28s 78ms/step - loss: 2.7190 - accuracy: 0.5200 - val_loss: 1.1380 - val_accuracy: 0.5944
+Epoch 2/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.1508 - accuracy: 0.5855 - val_loss: 1.2140 - val_accuracy: 0.5823
+Epoch 3/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0852 - accuracy: 0.6351 - val_loss: 1.2325 - val_accuracy: 0.5919
+Epoch 4/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0113 - accuracy: 0.6712 - val_loss: 1.0236 - val_accuracy: 0.6668
+Epoch 5/5
+351/351 [==============================] - 28s 80ms/step - loss: 0.9368 - accuracy: 0.7094 - val_loss: 1.0190 - val_accuracy: 0.6711
+Regularization parameter value: 0.2
+Fold: 1
+Epoch 1/5
+351/351 [==============================] - 28s 78ms/step - loss: 4.1384 - accuracy: 0.5058 - val_loss: 1.2283 - val_accuracy: 0.5502
+Epoch 2/5
+351/351 [==============================] - 28s 81ms/step - loss: 1.2052 - accuracy: 0.5807 - val_loss: 1.3303 - val_accuracy: 0.5282
+Epoch 3/5
+351/351 [==============================] - 28s 81ms/step - loss: 1.1493 - accuracy: 0.6185 - val_loss: 1.1859 - val_accuracy: 0.5969
+Epoch 4/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0917 - accuracy: 0.6501 - val_loss: 1.1664 - val_accuracy: 0.6368
+Epoch 5/5
+351/351 [==============================] - 28s 81ms/step - loss: 1.0447 - accuracy: 0.6747 - val_loss: 1.1165 - val_accuracy: 0.6415
+Fold: 2
+Epoch 1/5
+351/351 [==============================] - 28s 77ms/step - loss: 4.1438 - accuracy: 0.5011 - val_loss: 1.2415 - val_accuracy: 0.5606
+Epoch 2/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.2052 - accuracy: 0.5747 - val_loss: 1.2067 - val_accuracy: 0.5866
+Epoch 3/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.1498 - accuracy: 0.6056 - val_loss: 1.1937 - val_accuracy: 0.6016
+Epoch 4/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.1092 - accuracy: 0.6269 - val_loss: 1.0802 - val_accuracy: 0.6461
+Epoch 5/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0664 - accuracy: 0.6543 - val_loss: 1.0281 - val_accuracy: 0.6707
+Fold: 3
+Epoch 1/5
+351/351 [==============================] - 28s 77ms/step - loss: 4.1179 - accuracy: 0.4990 - val_loss: 1.2067 - val_accuracy: 0.5624
+Epoch 2/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.1967 - accuracy: 0.5690 - val_loss: 1.2201 - val_accuracy: 0.5720
+Epoch 3/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.1300 - accuracy: 0.5897 - val_loss: 1.1051 - val_accuracy: 0.6247
+Epoch 4/5
+351/351 [==============================] - 27s 76ms/step - loss: 1.0767 - accuracy: 0.6218 - val_loss: 1.1006 - val_accuracy: 0.6287
+Epoch 5/5
+351/351 [==============================] - 27s 76ms/step - loss: 1.0383 - accuracy: 0.6438 - val_loss: 0.9863 - val_accuracy: 0.6810
+Fold: 4
+Epoch 1/5
+351/351 [==============================] - 28s 77ms/step - loss: 4.1268 - accuracy: 0.5146 - val_loss: 1.2368 - val_accuracy: 0.5720
+Epoch 2/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.2058 - accuracy: 0.5996 - val_loss: 1.1725 - val_accuracy: 0.6336
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.1168 - accuracy: 0.6431 - val_loss: 1.1170 - val_accuracy: 0.6315
+Epoch 4/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0352 - accuracy: 0.6776 - val_loss: 1.0673 - val_accuracy: 0.6475
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 0.9741 - accuracy: 0.7105 - val_loss: 0.9888 - val_accuracy: 0.6917
+Fold: 5
+Epoch 1/5
+351/351 [==============================] - 28s 77ms/step - loss: 4.1632 - accuracy: 0.4864 - val_loss: 1.2100 - val_accuracy: 0.5677
+Epoch 2/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.1958 - accuracy: 0.5674 - val_loss: 1.1624 - val_accuracy: 0.5873
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.1369 - accuracy: 0.5965 - val_loss: 1.1345 - val_accuracy: 0.6169
+Epoch 4/5
+351/351 [==============================] - 28s 80ms/step - loss: 1.0868 - accuracy: 0.6261 - val_loss: 1.1463 - val_accuracy: 0.6254
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0403 - accuracy: 0.6630 - val_loss: 1.0858 - val_accuracy: 0.6500
+Fold: 6
+Epoch 1/5
+351/351 [==============================] - 28s 77ms/step - loss: 4.1396 - accuracy: 0.5018 - val_loss: 1.1969 - val_accuracy: 0.5791
+Epoch 2/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.2030 - accuracy: 0.5834 - val_loss: 1.1654 - val_accuracy: 0.6058
+Epoch 3/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.1324 - accuracy: 0.6232 - val_loss: 1.2075 - val_accuracy: 0.5927
+Epoch 4/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0765 - accuracy: 0.6499 - val_loss: 1.2157 - val_accuracy: 0.6180
+Epoch 5/5
+351/351 [==============================] - 28s 79ms/step - loss: 1.0159 - accuracy: 0.6843 - val_loss: 0.9989 - val_accuracy: 0.6924
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">epochs</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">6</span><span class="p">)</span>
+<span class="c1">#first plot</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;loss 0.01&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training loss 0.01&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;loss val 0.01&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation loss 0.01&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;loss 0.1&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training loss 0.1&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;loss val 0.1&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation loss 0.1&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;loss 0.2&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training loss 0.2&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;loss val 0.2&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation loss 0.2&#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="sa">f</span><span class="s1">&#39;Training and Validation loss for the different L2 values&#39;</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;Epochs&#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;Loss&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">framealpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
+
+<span class="c1">#second plot</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc 0.01&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training acc 0.01&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc val 0.01&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation acc 0.01&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc 0.1&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training acc 0.1&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc val 0.1&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation acc 0.1&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc 0.2&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Training acc 0.2&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc val 0.2&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation acc 0.2&#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="sa">f</span><span class="s1">&#39;Training and Validation accuracy for the different L2 values&#39;</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;Epochs&#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;Accuracy&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">framealpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[&nbsp;]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>&lt;matplotlib.legend.Legend at 0x2410192e710&gt;</pre>
+</div>
+
+</div>
+
+<div class="jp-OutputArea-child">
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+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
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+<div class="jp-RenderedImage jp-OutputArea-output ">
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+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>In this plot we can see that our model performs best when the l2 parameter is set to 0.01. So we use that in the next cell to train our final optimized model. Again we will use 20 epochs to keep things the same.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">model_train_optimized</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">Sequential</span><span class="p">([</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.2</span><span class="p">),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">(),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_regularizer</span><span class="o">=</span><span class="n">l2</span><span class="p">(</span><span class="n">l2_value</span><span class="p">)),</span>
+            <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_classes</span><span class="p">)</span>
+        <span class="p">])</span>
+<span class="n">model_train_optimized</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span>
+    <span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span>
+    <span class="n">loss</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">SparseCategoricalCrossentropy</span><span class="p">(</span><span class="n">from_logits</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+    <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
+        
+<span class="n">history_optimized</span> <span class="o">=</span> <span class="n">model_train_optimized</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span>
+    <span class="n">train_dataset</span><span class="p">,</span>
+    <span class="n">validation_data</span><span class="o">=</span><span class="n">val_dataset</span><span class="p">,</span>
+    <span class="n">epochs</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Epoch 1/20
+351/351 [==============================] - 31s 85ms/step - loss: 4.1582 - accuracy: 0.4957 - val_loss: 1.2485 - val_accuracy: 0.5841
+Epoch 2/20
+351/351 [==============================] - 29s 81ms/step - loss: 1.2008 - accuracy: 0.5920 - val_loss: 1.2173 - val_accuracy: 0.5784
+Epoch 3/20
+351/351 [==============================] - 29s 82ms/step - loss: 1.1284 - accuracy: 0.6255 - val_loss: 1.0555 - val_accuracy: 0.6468
+Epoch 4/20
+351/351 [==============================] - 29s 83ms/step - loss: 1.0699 - accuracy: 0.6611 - val_loss: 1.0936 - val_accuracy: 0.6294
+Epoch 5/20
+351/351 [==============================] - 30s 84ms/step - loss: 1.0134 - accuracy: 0.6862 - val_loss: 1.1871 - val_accuracy: 0.6212
+Epoch 6/20
+351/351 [==============================] - 29s 81ms/step - loss: 0.9615 - accuracy: 0.7182 - val_loss: 0.9967 - val_accuracy: 0.6946
+Epoch 7/20
+351/351 [==============================] - 29s 82ms/step - loss: 0.9200 - accuracy: 0.7325 - val_loss: 1.0374 - val_accuracy: 0.6800
+Epoch 8/20
+351/351 [==============================] - 29s 82ms/step - loss: 0.8849 - accuracy: 0.7448 - val_loss: 0.9831 - val_accuracy: 0.7210
+Epoch 9/20
+351/351 [==============================] - 29s 82ms/step - loss: 0.8629 - accuracy: 0.7485 - val_loss: 1.1563 - val_accuracy: 0.6426
+Epoch 10/20
+351/351 [==============================] - 29s 81ms/step - loss: 0.8385 - accuracy: 0.7600 - val_loss: 1.0539 - val_accuracy: 0.7017
+Epoch 11/20
+351/351 [==============================] - 29s 83ms/step - loss: 0.8179 - accuracy: 0.7659 - val_loss: 1.0363 - val_accuracy: 0.7046
+Epoch 12/20
+351/351 [==============================] - 27s 78ms/step - loss: 0.7932 - accuracy: 0.7760 - val_loss: 0.9751 - val_accuracy: 0.7245
+Epoch 13/20
+351/351 [==============================] - 27s 78ms/step - loss: 0.7813 - accuracy: 0.7779 - val_loss: 0.8794 - val_accuracy: 0.7534
+Epoch 14/20
+351/351 [==============================] - 28s 79ms/step - loss: 0.7665 - accuracy: 0.7811 - val_loss: 0.8529 - val_accuracy: 0.7594
+Epoch 15/20
+351/351 [==============================] - 27s 78ms/step - loss: 0.7513 - accuracy: 0.7873 - val_loss: 0.7857 - val_accuracy: 0.7766
+Epoch 16/20
+351/351 [==============================] - 28s 79ms/step - loss: 0.7385 - accuracy: 0.7909 - val_loss: 0.9114 - val_accuracy: 0.7377
+Epoch 17/20
+351/351 [==============================] - 27s 77ms/step - loss: 0.7341 - accuracy: 0.7935 - val_loss: 0.7770 - val_accuracy: 0.7812
+Epoch 18/20
+351/351 [==============================] - 27s 78ms/step - loss: 0.7079 - accuracy: 0.8007 - val_loss: 0.8083 - val_accuracy: 0.7701
+Epoch 19/20
+351/351 [==============================] - 27s 77ms/step - loss: 0.7097 - accuracy: 0.8009 - val_loss: 0.7469 - val_accuracy: 0.7858
+Epoch 20/20
+351/351 [==============================] - 27s 78ms/step - loss: 0.6932 - accuracy: 0.8067 - val_loss: 0.7149 - val_accuracy: 0.8026
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Discussion">Discussion<a class="anchor-link" href="#Discussion">&#182;</a></h1><p>Firstly we need to get our unseen Testing Data Set</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">ds_test</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">image_dataset_from_directory</span><span class="p">(</span><span class="s1">&#39;./archive/seg_test/seg_test&#39;</span><span class="p">,</span> 
+                                                        <span class="n">labels</span><span class="o">=</span><span class="s1">&#39;inferred&#39;</span><span class="p">,</span>
+                                                        <span class="n">label_mode</span><span class="o">=</span><span class="s1">&#39;int&#39;</span><span class="p">,</span>
+                                                        <span class="n">color_mode</span><span class="o">=</span><span class="s1">&#39;rgb&#39;</span><span class="p">,</span>
+                                                        <span class="n">image_size</span><span class="o">=</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span><span class="mi">64</span><span class="p">),</span>
+                                                        <span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">,</span>
+                                                        <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
+<span class="n">ds_testNormal</span> <span class="o">=</span> <span class="n">ds_test</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="p">(</span><span class="n">standardize_layer</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="o">.</span><span class="n">cache</span><span class="p">()</span><span class="o">.</span><span class="n">prefetch</span><span class="p">(</span><span class="n">buffer_size</span><span class="o">=</span><span class="n">AUTOTUNE</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>Found 3000 files belonging to 6 classes.
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Underfitting">Underfitting<a class="anchor-link" href="#Underfitting">&#182;</a></h2><p>In our next step we evaluate our first model. With only ~5000 trainable parameters.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">results</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">ds_testNormal</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;test loss: </span><span class="si">{</span><span class="n">results</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1"> test acc: </span><span class="si">{</span><span class="n">results</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>94/94 [==============================] - 1s 7ms/step - loss: 1.2259 - accuracy: 0.5493
+test loss: 1.2259161472320557 test acc: 0.5493333339691162
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>We can see our underfitting model classifies images relatively well.</p>
+
+</div>
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Overfitting">Overfitting<a class="anchor-link" href="#Overfitting">&#182;</a></h1><p>Now we evaluate our second model. It should be able to classify the Images a little better but due to overfitting it shouldn't be to good. This Model has about 1.2 Mio trainable Parameters meaning it should be allot more powerful then our previous model.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">results_overfit</span> <span class="o">=</span> <span class="n">model_overfit</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">ds_testNormal</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;test loss: </span><span class="si">{</span><span class="n">results_overfit</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1"> test acc: </span><span class="si">{</span><span class="n">results_overfit</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>94/94 [==============================] - 2s 19ms/step - loss: 1.6372 - accuracy: 0.7573
+test loss: 1.6372065544128418 test acc: 0.7573333382606506
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>After evaluating, we find that our accuracy is quite good (~76%). However, with the resources we have given it, it should be able to classify our images better. The reason for this, is that our model now almost represents the Pictures, therefore if our model is given unseen Data, it performs quiet badly. To fix this we perform our next step.</p>
+<h1 id="Optimizing">Optimizing<a class="anchor-link" href="#Optimizing">&#182;</a></h1><p>To reduce overfitting of our second model, we added a dropout layer that randomly disables a certain number of neurons during training. In this case, 20% of the neurons were deactivated. 
+We've also added L2 regularization.This results in the weights of the layer remaining smaller, which in turn reduces overfitting by preventing the model from overemphasizing specific features of the training data.
+But lets look at the results first.</p>
+
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</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">results_optimized</span> <span class="o">=</span> <span class="n">model_train_optimized</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">ds_testNormal</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;test loss: </span><span class="si">{</span><span class="n">results_optimized</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1"> test acc: </span><span class="si">{</span><span class="n">results_optimized</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+
+
+<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>94/94 [==============================] - 2s 18ms/step - loss: 0.7275 - accuracy: 0.7963
+test loss: 0.7275430560112 test acc: 0.7963333129882812
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell-inputWrapper"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>With the help of dropout regularization and our, through k-fold validation chosen hyperparameter, we managed to further reduce the loss and improve the accuracy. 
+Although we put allot more resources into the last two models, our first model with only ~5000 parameters was performing OKish. If we take another look at our Classes, distinguishing between streets and buildings or glaciers and mountains surely isn't easy. Economically speaking, one could consider the first model if nothing important depends on the correct classification.</p>
+
+</div>
+</div>
+</body>
+
+
+
+
+
+
+
+</html>