From 2a09955ba0146098da9478449a814e992d13fd94 Mon Sep 17 00:00:00 2001
From: cristobalcarreno
 <8e53d7fafab76bc5fa0dd3b634def1c2@app-learninglab.inria.fr>
Date: Wed, 8 Jun 2022 21:37:42 +0000
Subject: [PATCH] Upload New File

---
 module3/exo3/Work-peer-reviewed.html | 16634 +++++++++++++++++++++++++
 1 file changed, 16634 insertions(+)
 create mode 100644 module3/exo3/Work-peer-reviewed.html
diff --git a/module3/exo3/Work-peer-reviewed.html b/module3/exo3/Work-peer-reviewed.html
new file mode 100644
index 0000000..4791069
--- /dev/null
+++ b/module3/exo3/Work-peer-reviewed.html
@@ -0,0 +1,16634 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>Work-peer-reviewed</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;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny {
+  scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+  scrollbar-width: thin;
+}
+
+/*
+ * 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;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny::-webkit-scrollbar,
+.jp-scrollbar-tiny::-webkit-scrollbar-corner {
+  background-color: transparent;
+  height: 4px;
+  width: 4px;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-thumb {
+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {
+  border-left: 0px solid transparent;
+  border-right: 0px solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0px solid transparent;
+  border-bottom: 0px 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;
+}
+
+.lm-close-icon {
+	border:1px solid transparent;
+  background-color: transparent;
+  position: absolute;
+	z-index:1;
+	right:3%;
+	top: 0;
+	bottom: 0;
+	margin: auto;
+	padding: 7px 0;
+	display: none;
+	vertical-align: middle;
+  outline: 0;
+  cursor: pointer;
+}
+.lm-close-icon:after {
+	content: "X";
+	display: block;
+	width: 15px;
+	height: 15px;
+	text-align: center;
+	color:#000;
+	font-weight: normal;
+	font-size: 12px;
+	cursor: pointer;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  align-items: flex-end;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='vertical'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-content, /* </DEPRECATED> */
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar-tabIcon,
+.p-TabBar-tabCloseIcon,
+/* </DEPRECATED> */
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tabLabel, /* </DEPRECATED> */
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab.p-mod-hidden, /* </DEPRECATED> */
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar.p-mod-dragging .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+  transition: none;
+}
+
+.lm-TabBar-tabLabel .lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+  background: inherit;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabPanel-tabBar, /* </DEPRECATED> */
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-TabPanel-stackedPanel, /* </DEPRECATED> */
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+@charset "UTF-8";
+html{
+  -webkit-box-sizing:border-box;
+          box-sizing:border-box; }
+
+*,
+*::before,
+*::after{
+  -webkit-box-sizing:inherit;
+          box-sizing:inherit; }
+
+body{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none;
+  color:#182026;
+  font-family:-apple-system, "BlinkMacSystemFont", "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Cantarell", "Open Sans", "Helvetica Neue", "Icons16", sans-serif; }
+
+p{
+  margin-bottom:10px;
+  margin-top:0; }
+
+small{
+  font-size:12px; }
+
+strong{
+  font-weight:600; }
+
+::-moz-selection{
+  background:rgba(125, 188, 255, 0.6); }
+
+::selection{
+  background:rgba(125, 188, 255, 0.6); }
+.bp3-heading{
+  color:#182026;
+  font-weight:600;
+  margin:0 0 10px;
+  padding:0; }
+  .bp3-dark .bp3-heading{
+    color:#f5f8fa; }
+
+h1.bp3-heading, .bp3-running-text h1{
+  font-size:36px;
+  line-height:40px; }
+
+h2.bp3-heading, .bp3-running-text h2{
+  font-size:28px;
+  line-height:32px; }
+
+h3.bp3-heading, .bp3-running-text h3{
+  font-size:22px;
+  line-height:25px; }
+
+h4.bp3-heading, .bp3-running-text h4{
+  font-size:18px;
+  line-height:21px; }
+
+h5.bp3-heading, .bp3-running-text h5{
+  font-size:16px;
+  line-height:19px; }
+
+h6.bp3-heading, .bp3-running-text h6{
+  font-size:14px;
+  line-height:16px; }
+.bp3-ui-text{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none; }
+
+.bp3-monospace-text{
+  font-family:monospace;
+  text-transform:none; }
+
+.bp3-text-muted{
+  color:#5c7080; }
+  .bp3-dark .bp3-text-muted{
+    color:#a7b6c2; }
+
+.bp3-text-disabled{
+  color:rgba(92, 112, 128, 0.6); }
+  .bp3-dark .bp3-text-disabled{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-text-overflow-ellipsis{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal; }
+.bp3-running-text{
+  font-size:14px;
+  line-height:1.5; }
+  .bp3-running-text h1{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h1{
+      color:#f5f8fa; }
+  .bp3-running-text h2{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h2{
+      color:#f5f8fa; }
+  .bp3-running-text h3{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h3{
+      color:#f5f8fa; }
+  .bp3-running-text h4{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h4{
+      color:#f5f8fa; }
+  .bp3-running-text h5{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h5{
+      color:#f5f8fa; }
+  .bp3-running-text h6{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h6{
+      color:#f5f8fa; }
+  .bp3-running-text hr{
+    border:none;
+    border-bottom:1px solid rgba(16, 22, 26, 0.15);
+    margin:20px 0; }
+    .bp3-dark .bp3-running-text hr{
+      border-color:rgba(255, 255, 255, 0.15); }
+  .bp3-running-text p{
+    margin:0 0 10px;
+    padding:0; }
+
+.bp3-text-large{
+  font-size:16px; }
+
+.bp3-text-small{
+  font-size:12px; }
+a{
+  color:#106ba3;
+  text-decoration:none; }
+  a:hover{
+    color:#106ba3;
+    cursor:pointer;
+    text-decoration:underline; }
+  a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{
+    color:inherit; }
+  a code,
+  .bp3-dark a code{
+    color:inherit; }
+  .bp3-dark a,
+  .bp3-dark a:hover{
+    color:#48aff0; }
+    .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,
+    .bp3-dark a:hover .bp3-icon,
+    .bp3-dark a:hover .bp3-icon-standard,
+    .bp3-dark a:hover .bp3-icon-large{
+      color:inherit; }
+.bp3-running-text code, .bp3-code{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  font-size:smaller;
+  padding:2px 5px; }
+  .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+  .bp3-running-text a > code, a > .bp3-code{
+    color:#137cbd; }
+    .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{
+      color:inherit; }
+
+.bp3-running-text pre, .bp3-code-block{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+  color:#182026;
+  display:block;
+  font-size:13px;
+  line-height:1.4;
+  margin:10px 0;
+  padding:13px 15px 12px;
+  word-break:break-all;
+  word-wrap:break-word; }
+  .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+  .bp3-running-text pre > code, .bp3-code-block > code{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit;
+    font-size:inherit;
+    padding:0; }
+
+.bp3-running-text kbd, .bp3-key{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-family:inherit;
+  font-size:12px;
+  height:24px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  line-height:24px;
+  min-width:24px;
+  padding:3px 6px;
+  vertical-align:middle; }
+  .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{
+    margin-right:5px; }
+  .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+.bp3-running-text blockquote, .bp3-blockquote{
+  border-left:solid 4px rgba(167, 182, 194, 0.5);
+  margin:0 0 10px;
+  padding:0 20px; }
+  .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{
+    border-color:rgba(115, 134, 148, 0.5); }
+.bp3-running-text ul,
+.bp3-running-text ol, .bp3-list{
+  margin:10px 0;
+  padding-left:30px; }
+  .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){
+    margin-bottom:5px; }
+  .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,
+  .bp3-running-text ul ul,
+  .bp3-running-text ol ul,
+  .bp3-list ul{
+    margin-top:5px; }
+
+.bp3-list-unstyled{
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-list-unstyled li{
+    padding:0; }
+.bp3-rtl{
+  text-align:right; }
+
+.bp3-dark{
+  color:#f5f8fa; }
+
+:focus{
+  outline:rgba(19, 124, 189, 0.6) auto 2px;
+  outline-offset:2px;
+  -moz-outline-radius:6px; }
+
+.bp3-focus-disabled :focus{
+  outline:none !important; }
+  .bp3-focus-disabled :focus ~ .bp3-control-indicator{
+    outline:none !important; }
+
+.bp3-alert{
+  max-width:400px;
+  padding:20px; }
+
+.bp3-alert-body{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-alert-body .bp3-icon{
+    font-size:40px;
+    margin-right:20px;
+    margin-top:0; }
+
+.bp3-alert-contents{
+  word-break:break-word; }
+
+.bp3-alert-footer{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:reverse;
+      -ms-flex-direction:row-reverse;
+          flex-direction:row-reverse;
+  margin-top:10px; }
+  .bp3-alert-footer .bp3-button{
+    margin-left:10px; }
+.bp3-breadcrumbs{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  cursor:default;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:wrap;
+      flex-wrap:wrap;
+  height:30px;
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-breadcrumbs > li{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+    .bp3-breadcrumbs > li::after{
+      background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'/%3e%3c/svg%3e");
+      content:"";
+      display:block;
+      height:16px;
+      margin:0 5px;
+      width:16px; }
+    .bp3-breadcrumbs > li:last-of-type::after{
+      display:none; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumb-current,
+.bp3-breadcrumbs-collapsed{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-size:16px; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumbs-collapsed{
+  color:#5c7080; }
+
+.bp3-breadcrumb:hover{
+  text-decoration:none; }
+
+.bp3-breadcrumb.bp3-disabled{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-breadcrumb .bp3-icon{
+  margin-right:5px; }
+
+.bp3-breadcrumb-current{
+  color:inherit;
+  font-weight:600; }
+  .bp3-breadcrumb-current .bp3-input{
+    font-size:inherit;
+    font-weight:inherit;
+    vertical-align:baseline; }
+
+.bp3-breadcrumbs-collapsed{
+  background:#ced9e0;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  margin-right:2px;
+  padding:1px 5px;
+  vertical-align:text-bottom; }
+  .bp3-breadcrumbs-collapsed::before{
+    background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'/%3e%3ccircle cx='14' cy='8.03' r='2'/%3e%3ccircle cx='8' cy='8.03' r='2'/%3e%3c/g%3e%3c/svg%3e") center no-repeat;
+    content:"";
+    display:block;
+    height:16px;
+    width:16px; }
+  .bp3-breadcrumbs-collapsed:hover{
+    background:#bfccd6;
+    color:#182026;
+    text-decoration:none; }
+
+.bp3-dark .bp3-breadcrumb,
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumbs > li::after{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumb.bp3-disabled{
+  color:rgba(167, 182, 194, 0.6); }
+
+.bp3-dark .bp3-breadcrumb-current{
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-breadcrumbs-collapsed:hover{
+    background:rgba(16, 22, 26, 0.6);
+    color:#f5f8fa; }
+.bp3-button{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  min-height:30px;
+  min-width:30px; }
+  .bp3-button > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-button > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-button::before,
+  .bp3-button > *{
+    margin-right:7px; }
+  .bp3-button:empty::before,
+  .bp3-button > :last-child{
+    margin-right:0; }
+  .bp3-button:empty{
+    padding:0 !important; }
+  .bp3-button:disabled, .bp3-button.bp3-disabled{
+    cursor:not-allowed; }
+  .bp3-button.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button.bp3-align-right,
+  .bp3-align-right .bp3-button{
+    text-align:right; }
+  .bp3-button.bp3-align-left,
+  .bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026; }
+    .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-button:not([class*="bp3-intent-"]):active, .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active:hover, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-button.bp3-intent-primary{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover{
+      background-color:#106ba3;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      background-color:#0e5a8a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
+      background-color:rgba(19, 124, 189, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-success{
+    background-color:#0f9960;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover{
+      background-color:#0d8050;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      background-color:#0a6640;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
+      background-color:rgba(15, 153, 96, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-warning{
+    background-color:#d9822b;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover{
+      background-color:#bf7326;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      background-color:#a66321;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
+      background-color:rgba(217, 130, 43, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-danger{
+    background-color:#db3737;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover{
+      background-color:#c23030;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      background-color:#a82a2a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
+      background-color:rgba(219, 55, 55, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+    stroke:#ffffff; }
+  .bp3-button.bp3-large,
+  .bp3-large .bp3-button{
+    min-height:40px;
+    min-width:40px;
+    font-size:16px;
+    padding:5px 15px; }
+    .bp3-button.bp3-large::before,
+    .bp3-button.bp3-large > *,
+    .bp3-large .bp3-button::before,
+    .bp3-large .bp3-button > *{
+      margin-right:10px; }
+    .bp3-button.bp3-large:empty::before,
+    .bp3-button.bp3-large > :last-child,
+    .bp3-large .bp3-button:empty::before,
+    .bp3-large .bp3-button > :last-child{
+      margin-right:0; }
+  .bp3-button.bp3-small,
+  .bp3-small .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-button.bp3-loading{
+    position:relative; }
+    .bp3-button.bp3-loading[class*="bp3-icon-"]::before{
+      visibility:hidden; }
+    .bp3-button.bp3-loading .bp3-button-spinner{
+      margin:0;
+      position:absolute; }
+    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
+      visibility:hidden; }
+  .bp3-button[class*="bp3-icon-"]::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    color:#5c7080; }
+  .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{
+    color:#5c7080; }
+    .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{
+      margin-left:7px; }
+  .bp3-button .bp3-icon:first-child:last-child,
+  .bp3-button .bp3-spinner + .bp3-icon:last-child{
+    margin:0 -7px; }
+  .bp3-dark .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover, .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"])[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-large{
+      color:#a7b6c2; }
+  .bp3-dark .bp3-button[class*="bp3-intent-"]{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:hover{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:active, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-active{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:disabled, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-disabled{
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.3); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+      stroke:#8a9ba8; }
+  .bp3-button:disabled::before,
+  .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,
+  .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*="bp3-intent-"]::before,
+  .bp3-button[class*="bp3-intent-"] .bp3-icon, .bp3-button[class*="bp3-intent-"] .bp3-icon-standard, .bp3-button[class*="bp3-intent-"] .bp3-icon-large{
+    color:inherit !important; }
+  .bp3-button.bp3-minimal{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button.bp3-minimal:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-minimal{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-minimal:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button.bp3-outlined{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    border:1px solid rgba(24, 32, 38, 0.2);
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box; }
+    .bp3-button.bp3-outlined:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-outlined:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      border-color:rgba(92, 112, 128, 0.1); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      border-color:rgba(255, 255, 255, 0.4); }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        border-color:rgba(255, 255, 255, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      border-color:rgba(16, 107, 163, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        border-color:rgba(16, 107, 163, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        border-color:rgba(72, 175, 240, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          border-color:rgba(72, 175, 240, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      border-color:rgba(13, 128, 80, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        border-color:rgba(13, 128, 80, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        border-color:rgba(61, 204, 145, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          border-color:rgba(61, 204, 145, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      border-color:rgba(191, 115, 38, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        border-color:rgba(191, 115, 38, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        border-color:rgba(255, 179, 102, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          border-color:rgba(255, 179, 102, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      border-color:rgba(194, 48, 48, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        border-color:rgba(194, 48, 48, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        border-color:rgba(255, 115, 115, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          border-color:rgba(255, 115, 115, 0.2); }
+
+a.bp3-button{
+  text-align:center;
+  text-decoration:none;
+  -webkit-transition:none;
+  transition:none; }
+  a.bp3-button, a.bp3-button:hover, a.bp3-button:active{
+    color:#182026; }
+  a.bp3-button.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6); }
+
+.bp3-button-text{
+  -webkit-box-flex:0;
+      -ms-flex:0 1 auto;
+          flex:0 1 auto; }
+
+.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,
+.bp3-button-group.bp3-align-left .bp3-button-text,
+.bp3-button-group.bp3-align-right .bp3-button-text{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto; }
+.bp3-button-group{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex; }
+  .bp3-button-group .bp3-button{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    position:relative;
+    z-index:4; }
+    .bp3-button-group .bp3-button:focus{
+      z-index:5; }
+    .bp3-button-group .bp3-button:hover{
+      z-index:6; }
+    .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{
+      z-index:7; }
+    .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{
+      z-index:3; }
+    .bp3-button-group .bp3-button[class*="bp3-intent-"]{
+      z-index:9; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:focus{
+        z-index:10; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:hover{
+        z-index:11; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:active, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-active{
+        z-index:12; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:disabled, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-disabled{
+        z-index:8; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    border-bottom-right-radius:0;
+    border-top-right-radius:0;
+    margin-right:-1px; }
+  .bp3-button-group.bp3-minimal .bp3-button{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button-group .bp3-popover-wrapper,
+  .bp3-button-group .bp3-popover-target{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button-group .bp3-button.bp3-fill,
+  .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-vertical{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    vertical-align:top; }
+    .bp3-button-group.bp3-vertical.bp3-fill{
+      height:100%;
+      width:unset; }
+    .bp3-button-group.bp3-vertical .bp3-button{
+      margin-right:0 !important;
+      width:100%; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{
+      border-radius:3px 3px 0 0; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{
+      border-radius:0 0 3px 3px; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){
+      margin-bottom:-1px; }
+  .bp3-button-group.bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    margin-right:1px; }
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){
+    margin-bottom:1px; }
+.bp3-callout{
+  font-size:14px;
+  line-height:1.5;
+  background-color:rgba(138, 155, 168, 0.15);
+  border-radius:3px;
+  padding:10px 12px 9px;
+  position:relative;
+  width:100%; }
+  .bp3-callout[class*="bp3-icon-"]{
+    padding-left:40px; }
+    .bp3-callout[class*="bp3-icon-"]::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout.bp3-callout-icon{
+    padding-left:40px; }
+    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout .bp3-heading{
+    line-height:20px;
+    margin-bottom:5px;
+    margin-top:0; }
+    .bp3-callout .bp3-heading:last-child{
+      margin-bottom:0; }
+  .bp3-dark .bp3-callout{
+    background-color:rgba(138, 155, 168, 0.2); }
+    .bp3-dark .bp3-callout[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+  .bp3-callout.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15); }
+    .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-primary .bp3-heading{
+      color:#106ba3; }
+    .bp3-dark .bp3-callout.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{
+        color:#48aff0; }
+  .bp3-callout.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15); }
+    .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-success .bp3-heading{
+      color:#0d8050; }
+    .bp3-dark .bp3-callout.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{
+        color:#3dcc91; }
+  .bp3-callout.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15); }
+    .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-warning .bp3-heading{
+      color:#bf7326; }
+    .bp3-dark .bp3-callout.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{
+        color:#ffb366; }
+  .bp3-callout.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15); }
+    .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-danger .bp3-heading{
+      color:#c23030; }
+    .bp3-dark .bp3-callout.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{
+        color:#ff7373; }
+  .bp3-running-text .bp3-callout{
+    margin:20px 0; }
+.bp3-card{
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+  padding:20px;
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-card.bp3-dark,
+  .bp3-dark .bp3-card{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-0{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+  .bp3-elevation-0.bp3-dark,
+  .bp3-dark .bp3-elevation-0{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-1{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-1.bp3-dark,
+  .bp3-dark .bp3-elevation-1{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-2{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-2.bp3-dark,
+  .bp3-dark .bp3-elevation-2{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-3{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-3.bp3-dark,
+  .bp3-dark .bp3-elevation-3{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-4{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-4.bp3-dark,
+  .bp3-dark .bp3-elevation-4{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:hover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  cursor:pointer; }
+  .bp3-card.bp3-interactive:hover.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:hover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:active{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  opacity:0.9;
+  -webkit-transition-duration:0;
+          transition-duration:0; }
+  .bp3-card.bp3-interactive:active.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:active{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-collapse{
+  height:0;
+  overflow-y:hidden;
+  -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-collapse .bp3-collapse-body{
+    -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-collapse .bp3-collapse-body[aria-hidden="true"]{
+      display:none; }
+
+.bp3-context-menu .bp3-popover-target{
+  display:block; }
+
+.bp3-context-menu-popover-target{
+  position:fixed; }
+
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-dialog-container{
+  opacity:1;
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  min-height:100%;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  width:100%; }
+  .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5); }
+  .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+
+.bp3-dialog{
+  background:#ebf1f5;
+  border-radius:6px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:30px 0;
+  padding-bottom:20px;
+  pointer-events:all;
+  -webkit-user-select:text;
+     -moz-user-select:text;
+      -ms-user-select:text;
+          user-select:text;
+  width:500px; }
+  .bp3-dialog:focus{
+    outline:0; }
+  .bp3-dialog.bp3-dark,
+  .bp3-dark .bp3-dialog{
+    background:#293742;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-dialog-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:6px 6px 0 0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding-left:20px;
+  padding-right:5px;
+  z-index:30; }
+  .bp3-dialog-header .bp3-icon-large,
+  .bp3-dialog-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-dialog-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-dialog-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-dialog-header{
+    background:#30404d;
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-dialog-header .bp3-icon-large,
+    .bp3-dark .bp3-dialog-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-dialog-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  margin:20px; }
+
+.bp3-dialog-footer{
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  margin:0 20px; }
+
+.bp3-dialog-footer-actions{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:end;
+      -ms-flex-pack:end;
+          justify-content:flex-end; }
+  .bp3-dialog-footer-actions .bp3-button{
+    margin-left:10px; }
+.bp3-multistep-dialog-panels{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+
+.bp3-multistep-dialog-left-panel{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:1;
+      -ms-flex:1;
+          flex:1;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column; }
+  .bp3-dark .bp3-multistep-dialog-left-panel{
+    background:#202b33; }
+
+.bp3-multistep-dialog-right-panel{
+  background-color:#f5f8fa;
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  border-radius:0 0 6px 0;
+  -webkit-box-flex:3;
+      -ms-flex:3;
+          flex:3;
+  min-width:0; }
+  .bp3-dark .bp3-multistep-dialog-right-panel{
+    background-color:#293742;
+    border-left:1px solid rgba(16, 22, 26, 0.4); }
+
+.bp3-multistep-dialog-footer{
+  background-color:#ffffff;
+  border-radius:0 0 6px 0;
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  padding:10px; }
+  .bp3-dark .bp3-multistep-dialog-footer{
+    background:#30404d;
+    border-top:1px solid rgba(16, 22, 26, 0.4); }
+
+.bp3-dialog-step-container{
+  background-color:#f5f8fa;
+  border-bottom:1px solid rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-dialog-step-container{
+    background:#293742;
+    border-bottom:1px solid rgba(16, 22, 26, 0.4); }
+  .bp3-dialog-step-container.bp3-dialog-step-viewed{
+    background-color:#ffffff; }
+    .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{
+      background:#30404d; }
+
+.bp3-dialog-step{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#f5f8fa;
+  border-radius:6px;
+  cursor:not-allowed;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:4px;
+  padding:6px 14px; }
+  .bp3-dark .bp3-dialog-step{
+    background:#293742; }
+  .bp3-dialog-step-viewed .bp3-dialog-step{
+    background-color:#ffffff;
+    cursor:pointer; }
+    .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{
+      background:#30404d; }
+  .bp3-dialog-step:hover{
+    background-color:#f5f8fa; }
+    .bp3-dark .bp3-dialog-step:hover{
+      background:#293742; }
+
+.bp3-dialog-step-icon{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:rgba(92, 112, 128, 0.6);
+  border-radius:50%;
+  color:#ffffff;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:25px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  width:25px; }
+  .bp3-dark .bp3-dialog-step-icon{
+    background-color:rgba(167, 182, 194, 0.6); }
+  .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{
+    background-color:#2b95d6; }
+  .bp3-dialog-step-viewed .bp3-dialog-step-icon{
+    background-color:#8a9ba8; }
+
+.bp3-dialog-step-title{
+  color:rgba(92, 112, 128, 0.6);
+  -webkit-box-flex:1;
+      -ms-flex:1;
+          flex:1;
+  padding-left:10px; }
+  .bp3-dark .bp3-dialog-step-title{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{
+    color:#2b95d6; }
+  .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{
+    color:#182026; }
+    .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{
+      color:#f5f8fa; }
+.bp3-drawer{
+  background:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0;
+  padding:0; }
+  .bp3-drawer:focus{
+    outline:0; }
+  .bp3-drawer.bp3-position-top{
+    height:50%;
+    left:0;
+    right:0;
+    top:0; }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-bottom{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-left{
+    bottom:0;
+    left:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-right{
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right):not(.bp3-vertical){
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right).bp3-vertical{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-dark,
+  .bp3-dark .bp3-drawer{
+    background:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-drawer-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border-radius:0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding:5px;
+  padding-left:20px;
+  position:relative; }
+  .bp3-drawer-header .bp3-icon-large,
+  .bp3-drawer-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-drawer-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-drawer-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-drawer-header{
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-drawer-header .bp3-icon-large,
+    .bp3-dark .bp3-drawer-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-drawer-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  overflow:auto; }
+
+.bp3-drawer-footer{
+  -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  padding:10px 20px;
+  position:relative; }
+  .bp3-dark .bp3-drawer-footer{
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }
+.bp3-editable-text{
+  cursor:text;
+  display:inline-block;
+  max-width:100%;
+  position:relative;
+  vertical-align:top;
+  white-space:nowrap; }
+  .bp3-editable-text::before{
+    bottom:-3px;
+    left:-3px;
+    position:absolute;
+    right:-3px;
+    top:-3px;
+    border-radius:3px;
+    content:"";
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#137cbd; }
+  .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }
+  .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#0f9960; }
+  .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }
+  .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#d9822b; }
+  .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }
+  .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#db3737; }
+  .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }
+  .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#48aff0; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);
+            box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#3dcc91; }
+  .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);
+            box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#ffb366; }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#ff7373; }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-editable-text-input,
+.bp3-editable-text-content{
+  color:inherit;
+  display:inherit;
+  font:inherit;
+  letter-spacing:inherit;
+  max-width:inherit;
+  min-width:inherit;
+  position:relative;
+  resize:none;
+  text-transform:inherit;
+  vertical-align:top; }
+
+.bp3-editable-text-input{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0;
+  white-space:pre-wrap;
+  width:100%; }
+  .bp3-editable-text-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:focus{
+    outline:none; }
+  .bp3-editable-text-input::-ms-clear{
+    display:none; }
+
+.bp3-editable-text-content{
+  overflow:hidden;
+  padding-right:2px;
+  text-overflow:ellipsis;
+  white-space:pre; }
+  .bp3-editable-text-editing > .bp3-editable-text-content{
+    left:0;
+    position:absolute;
+    visibility:hidden; }
+  .bp3-editable-text-placeholder > .bp3-editable-text-content{
+    color:rgba(92, 112, 128, 0.6); }
+    .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{
+      color:rgba(167, 182, 194, 0.6); }
+
+.bp3-editable-text.bp3-multiline{
+  display:block; }
+  .bp3-editable-text.bp3-multiline .bp3-editable-text-content{
+    overflow:auto;
+    white-space:pre-wrap;
+    word-wrap:break-word; }
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-control-group{
+  -webkit-transform:translateZ(0);
+          transform:translateZ(0);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:stretch;
+      -ms-flex-align:stretch;
+          align-items:stretch; }
+  .bp3-control-group > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select,
+  .bp3-control-group .bp3-input,
+  .bp3-control-group .bp3-select{
+    position:relative; }
+  .bp3-control-group .bp3-input{
+    border-radius:inherit;
+    z-index:2; }
+    .bp3-control-group .bp3-input:focus{
+      border-radius:3px;
+      z-index:14; }
+    .bp3-control-group .bp3-input[class*="bp3-intent"]{
+      z-index:13; }
+      .bp3-control-group .bp3-input[class*="bp3-intent"]:focus{
+        z-index:15; }
+    .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{
+      z-index:1; }
+  .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input{
+    z-index:13; }
+    .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input:focus{
+      z-index:15; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select select,
+  .bp3-control-group .bp3-select select{
+    -webkit-transform:translateZ(0);
+            transform:translateZ(0);
+    border-radius:inherit;
+    z-index:4; }
+    .bp3-control-group .bp3-button:focus,
+    .bp3-control-group .bp3-html-select select:focus,
+    .bp3-control-group .bp3-select select:focus{
+      z-index:5; }
+    .bp3-control-group .bp3-button:hover,
+    .bp3-control-group .bp3-html-select select:hover,
+    .bp3-control-group .bp3-select select:hover{
+      z-index:6; }
+    .bp3-control-group .bp3-button:active,
+    .bp3-control-group .bp3-html-select select:active,
+    .bp3-control-group .bp3-select select:active{
+      z-index:7; }
+    .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,
+    .bp3-control-group .bp3-html-select select[readonly],
+    .bp3-control-group .bp3-html-select select:disabled,
+    .bp3-control-group .bp3-html-select select.bp3-disabled,
+    .bp3-control-group .bp3-select select[readonly],
+    .bp3-control-group .bp3-select select:disabled,
+    .bp3-control-group .bp3-select select.bp3-disabled{
+      z-index:3; }
+    .bp3-control-group .bp3-button[class*="bp3-intent"],
+    .bp3-control-group .bp3-html-select select[class*="bp3-intent"],
+    .bp3-control-group .bp3-select select[class*="bp3-intent"]{
+      z-index:9; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:focus{
+        z-index:10; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:hover{
+        z-index:11; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:active{
+        z-index:12; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"][readonly], .bp3-control-group .bp3-button[class*="bp3-intent"]:disabled, .bp3-control-group .bp3-button[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"].bp3-disabled{
+        z-index:8; }
+  .bp3-control-group .bp3-input-group > .bp3-icon,
+  .bp3-control-group .bp3-input-group > .bp3-button,
+  .bp3-control-group .bp3-input-group > .bp3-input-left-container,
+  .bp3-control-group .bp3-input-group > .bp3-input-action{
+    z-index:16; }
+  .bp3-control-group .bp3-select::after,
+  .bp3-control-group .bp3-html-select::after,
+  .bp3-control-group .bp3-select > .bp3-icon,
+  .bp3-control-group .bp3-html-select > .bp3-icon{
+    z-index:17; }
+  .bp3-control-group .bp3-select:focus-within{
+    z-index:5; }
+  .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:-1px; }
+  .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){
+    margin-left:6px; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:0; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{
+    margin-left:1px; }
+  .bp3-control-group .bp3-popover-wrapper,
+  .bp3-control-group .bp3-popover-target{
+    border-radius:inherit; }
+  .bp3-control-group > :first-child{
+    border-radius:3px 0 0 3px; }
+  .bp3-control-group > :last-child{
+    border-radius:0 3px 3px 0;
+    margin-right:0; }
+  .bp3-control-group > :only-child{
+    border-radius:3px;
+    margin-right:0; }
+  .bp3-control-group .bp3-input-group .bp3-button{
+    border-radius:3px; }
+  .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-control-group.bp3-fill{
+    width:100%; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-fill > *:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-vertical{
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-control-group.bp3-vertical > *{
+      margin-top:-1px; }
+    .bp3-control-group.bp3-vertical > :first-child{
+      border-radius:3px 3px 0 0;
+      margin-top:0; }
+    .bp3-control-group.bp3-vertical > :last-child{
+      border-radius:0 0 3px 3px; }
+.bp3-control{
+  cursor:pointer;
+  display:block;
+  margin-bottom:10px;
+  position:relative;
+  text-transform:none; }
+  .bp3-control input:checked ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control:not(.bp3-align-right){
+    padding-left:26px; }
+    .bp3-control:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-26px; }
+  .bp3-control.bp3-align-right{
+    padding-right:26px; }
+    .bp3-control.bp3-align-right .bp3-control-indicator{
+      margin-right:-26px; }
+  .bp3-control.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-control.bp3-inline{
+    display:inline-block;
+    margin-right:20px; }
+  .bp3-control input{
+    left:0;
+    opacity:0;
+    position:absolute;
+    top:0;
+    z-index:-1; }
+  .bp3-control .bp3-control-indicator{
+    background-clip:padding-box;
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    border:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    cursor:pointer;
+    display:inline-block;
+    font-size:16px;
+    height:1em;
+    margin-right:10px;
+    margin-top:-3px;
+    position:relative;
+    -webkit-user-select:none;
+       -moz-user-select:none;
+        -ms-user-select:none;
+            user-select:none;
+    vertical-align:middle;
+    width:1em; }
+    .bp3-control .bp3-control-indicator::before{
+      content:"";
+      display:block;
+      height:1em;
+      width:1em; }
+  .bp3-control:hover .bp3-control-indicator{
+    background-color:#ebf1f5; }
+  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+    background:#d8e1e8;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    cursor:not-allowed; }
+  .bp3-control input:focus ~ .bp3-control-indicator{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:2px;
+    -moz-outline-radius:6px; }
+  .bp3-control.bp3-align-right .bp3-control-indicator{
+    float:right;
+    margin-left:10px;
+    margin-top:1px; }
+  .bp3-control.bp3-large{
+    font-size:16px; }
+    .bp3-control.bp3-large:not(.bp3-align-right){
+      padding-left:30px; }
+      .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+        margin-left:-30px; }
+    .bp3-control.bp3-large.bp3-align-right{
+      padding-right:30px; }
+      .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+        margin-right:-30px; }
+    .bp3-control.bp3-large .bp3-control-indicator{
+      font-size:20px; }
+    .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-top:0; }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control.bp3-checkbox .bp3-control-indicator{
+    border-radius:3px; }
+  .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-radio .bp3-control-indicator{
+    border-radius:50%; }
+  .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{
+    background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }
+  .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{
+    opacity:0.5; }
+  .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{
+    -moz-outline-radius:16px; }
+  .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(167, 182, 194, 0.5); }
+  .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(115, 134, 148, 0.5); }
+  .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(92, 112, 128, 0.5); }
+  .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5); }
+    .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5); }
+    .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch:not(.bp3-align-right){
+    padding-left:38px; }
+    .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-38px; }
+  .bp3-control.bp3-switch.bp3-align-right{
+    padding-right:38px; }
+    .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{
+      margin-right:-38px; }
+  .bp3-control.bp3-switch .bp3-control-indicator{
+    border:none;
+    border-radius:1.75em;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important;
+    min-width:1.75em;
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:auto; }
+    .bp3-control.bp3-switch .bp3-control-indicator::before{
+      background:#ffffff;
+      border-radius:50%;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+      height:calc(1em - 4px);
+      left:0;
+      margin:2px;
+      position:absolute;
+      -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      width:calc(1em - 4px); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    left:calc(100% - 1em); }
+  .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){
+    padding-left:45px; }
+    .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-45px; }
+  .bp3-control.bp3-switch.bp3-large.bp3-align-right{
+    padding-right:45px; }
+    .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-right:-45px; }
+  .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.7); }
+  .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.9); }
+  .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(57, 75, 89, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-control.bp3-switch .bp3-switch-inner-text{
+    font-size:0.7em;
+    text-align:center; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
+    line-height:0;
+    margin-left:0.5em;
+    margin-right:1.2em;
+    visibility:hidden; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
+    line-height:1em;
+    margin-left:1.2em;
+    margin-right:0.5em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
+    line-height:1em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
+    line-height:0;
+    visibility:hidden; }
+  .bp3-dark .bp3-control{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-control.bp3-disabled{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-control .bp3-control-indicator{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-control:hover .bp3-control-indicator{
+      background-color:#30404d; }
+    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+      background:#202b33;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      cursor:not-allowed; }
+    .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-file-input{
+  cursor:pointer;
+  display:inline-block;
+  height:30px;
+  position:relative; }
+  .bp3-file-input input{
+    margin:0;
+    min-width:200px;
+    opacity:0; }
+    .bp3-file-input input:disabled + .bp3-file-upload-input,
+    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+      background:rgba(206, 217, 224, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      resize:none; }
+      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+        background-color:rgba(206, 217, 224, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(92, 112, 128, 0.6);
+        cursor:not-allowed;
+        outline:none; }
+        .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{
+          background:rgba(206, 217, 224, 0.7); }
+      .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+        background:rgba(57, 75, 89, 0.5);
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+          background-color:rgba(57, 75, 89, 0.5);
+          background-image:none;
+          -webkit-box-shadow:none;
+                  box-shadow:none;
+          color:rgba(167, 182, 194, 0.6); }
+          .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark
+          .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{
+            background:rgba(57, 75, 89, 0.7); }
+  .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#182026; }
+  .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#f5f8fa; }
+  .bp3-file-input.bp3-fill{
+    width:100%; }
+  .bp3-file-input.bp3-large,
+  .bp3-large .bp3-file-input{
+    height:40px; }
+  .bp3-file-input .bp3-file-upload-input-custom-text::after{
+    content:attr(bp3-button-text); }
+
+.bp3-file-upload-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle;
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:rgba(92, 112, 128, 0.6);
+  left:0;
+  padding-right:80px;
+  position:absolute;
+  right:0;
+  top:0;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-file-upload-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-file-upload-input[type="search"], .bp3-file-upload-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-file-upload-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-file-upload-input::after{
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026;
+    min-height:24px;
+    min-width:24px;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    border-radius:3px;
+    content:"Browse";
+    line-height:24px;
+    margin:3px;
+    position:absolute;
+    right:0;
+    text-align:center;
+    top:0;
+    width:70px; }
+    .bp3-file-upload-input::after:hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-file-upload-input:hover::after{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-file-upload-input:active::after{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-large .bp3-file-upload-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px;
+    padding-right:95px; }
+    .bp3-large .bp3-file-upload-input[type="search"], .bp3-large .bp3-file-upload-input.bp3-round{
+      padding:0 15px; }
+    .bp3-large .bp3-file-upload-input::after{
+      min-height:30px;
+      min-width:30px;
+      line-height:30px;
+      margin:5px;
+      width:85px; }
+  .bp3-dark .bp3-file-upload-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::after{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+      color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover{
+        background-color:#30404d;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        background-color:#202b33;
+        background-image:none;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
+        background-color:rgba(57, 75, 89, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{
+          background:rgba(57, 75, 89, 0.7); }
+      .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{
+        background:rgba(16, 22, 26, 0.5);
+        stroke:#8a9ba8; }
+    .bp3-dark .bp3-file-upload-input:hover::after{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:active::after{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+.bp3-file-upload-input::after{
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+.bp3-form-group{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0 0 15px; }
+  .bp3-form-group label.bp3-label{
+    margin-bottom:5px; }
+  .bp3-form-group .bp3-control{
+    margin-top:7px; }
+  .bp3-form-group .bp3-form-helper-text{
+    color:#5c7080;
+    font-size:12px;
+    margin-top:5px; }
+  .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#106ba3; }
+  .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#0d8050; }
+  .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#bf7326; }
+  .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#c23030; }
+  .bp3-form-group.bp3-inline{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row; }
+    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
+      line-height:40px;
+      margin:0 10px 0 0; }
+    .bp3-form-group.bp3-inline label.bp3-label{
+      line-height:30px;
+      margin:0 10px 0 0; }
+  .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#48aff0; }
+  .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#3dcc91; }
+  .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#ffb366; }
+  .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#ff7373; }
+  .bp3-dark .bp3-form-group .bp3-form-helper-text{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(167, 182, 194, 0.6) !important; }
+.bp3-input-group{
+  display:block;
+  position:relative; }
+  .bp3-input-group .bp3-input{
+    position:relative;
+    width:100%; }
+    .bp3-input-group .bp3-input:not(:first-child){
+      padding-left:30px; }
+    .bp3-input-group .bp3-input:not(:last-child){
+      padding-right:30px; }
+  .bp3-input-group .bp3-input-action,
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-button,
+  .bp3-input-group > .bp3-icon{
+    position:absolute;
+    top:0; }
+    .bp3-input-group .bp3-input-action:first-child,
+    .bp3-input-group > .bp3-input-left-container:first-child,
+    .bp3-input-group > .bp3-button:first-child,
+    .bp3-input-group > .bp3-icon:first-child{
+      left:0; }
+    .bp3-input-group .bp3-input-action:last-child,
+    .bp3-input-group > .bp3-input-left-container:last-child,
+    .bp3-input-group > .bp3-button:last-child,
+    .bp3-input-group > .bp3-icon:last-child{
+      right:0; }
+  .bp3-input-group .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    margin:3px;
+    padding:0 7px; }
+    .bp3-input-group .bp3-button:empty{
+      padding:0; }
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-icon{
+    z-index:1; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon{
+    color:#5c7080; }
+    .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,
+    .bp3-input-group > .bp3-icon:empty{
+      font-family:"Icons16", sans-serif;
+      font-size:16px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon,
+  .bp3-input-group .bp3-input-action > .bp3-spinner{
+    margin:7px; }
+  .bp3-input-group .bp3-tag{
+    margin:5px; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+    color:#5c7080; }
+    .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+      color:#a7b6c2; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{
+      color:#5c7080; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{
+    color:rgba(92, 112, 128, 0.6) !important; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-input-group.bp3-disabled{
+    cursor:not-allowed; }
+    .bp3-input-group.bp3-disabled .bp3-icon{
+      color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-group.bp3-large .bp3-button{
+    min-height:30px;
+    min-width:30px;
+    margin:5px; }
+  .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-large > .bp3-icon,
+  .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{
+    margin:12px; }
+  .bp3-input-group.bp3-large .bp3-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input-group.bp3-large .bp3-input[type="search"], .bp3-input-group.bp3-large .bp3-input.bp3-round{
+      padding:0 15px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:first-child){
+      padding-left:40px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:last-child){
+      padding-right:40px; }
+  .bp3-input-group.bp3-small .bp3-button{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small .bp3-tag{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-small > .bp3-icon,
+  .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{
+    margin:4px; }
+  .bp3-input-group.bp3-small .bp3-input{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input-group.bp3-small .bp3-input[type="search"], .bp3-input-group.bp3-small .bp3-input.bp3-round{
+      padding:0 12px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:first-child){
+      padding-left:24px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:last-child){
+      padding-right:24px; }
+  .bp3-input-group.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-input-group.bp3-round .bp3-button,
+  .bp3-input-group.bp3-round .bp3-input,
+  .bp3-input-group.bp3-round .bp3-tag{
+    border-radius:30px; }
+  .bp3-dark .bp3-input-group .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-input-group.bp3-intent-primary .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-primary > .bp3-icon{
+    color:#106ba3; }
+    .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{
+      color:#48aff0; }
+  .bp3-input-group.bp3-intent-success .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-success > .bp3-icon{
+    color:#0d8050; }
+    .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{
+      color:#3dcc91; }
+  .bp3-input-group.bp3-intent-warning .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-warning > .bp3-icon{
+    color:#bf7326; }
+    .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{
+      color:#ffb366; }
+  .bp3-input-group.bp3-intent-danger .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-danger > .bp3-icon{
+    color:#c23030; }
+    .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{
+      color:#ff7373; }
+.bp3-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle; }
+  .bp3-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:focus, .bp3-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-input[type="search"], .bp3-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-input:disabled, .bp3-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-input.bp3-large{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
+      padding:0 15px; }
+  .bp3-input.bp3-small{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input.bp3-small[type="search"], .bp3-input.bp3-small.bp3-round{
+      padding:0 12px; }
+  .bp3-input.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-dark .bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-input.bp3-intent-primary{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary:focus{
+        -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+                box-shadow:inset 0 0 0 1px #137cbd; }
+      .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-success{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success:focus{
+        -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+                box-shadow:inset 0 0 0 1px #0f9960; }
+      .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-warning{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning:focus{
+        -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+                box-shadow:inset 0 0 0 1px #d9822b; }
+      .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-danger{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger:focus{
+        -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #db3737;
+                box-shadow:inset 0 0 0 1px #db3737; }
+      .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input::-ms-clear{
+    display:none; }
+textarea.bp3-input{
+  max-width:100%;
+  padding:10px; }
+  textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{
+    height:auto;
+    line-height:inherit; }
+  textarea.bp3-input.bp3-small{
+    padding:8px; }
+  .bp3-dark textarea.bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark textarea.bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+label.bp3-label{
+  display:block;
+  margin-bottom:15px;
+  margin-top:0; }
+  label.bp3-label .bp3-html-select,
+  label.bp3-label .bp3-input,
+  label.bp3-label .bp3-select,
+  label.bp3-label .bp3-slider,
+  label.bp3-label .bp3-popover-wrapper{
+    display:block;
+    margin-top:5px;
+    text-transform:none; }
+  label.bp3-label .bp3-button-group{
+    margin-top:5px; }
+  label.bp3-label .bp3-select select,
+  label.bp3-label .bp3-html-select select{
+    font-weight:400;
+    vertical-align:top;
+    width:100%; }
+  label.bp3-label.bp3-disabled,
+  label.bp3-label.bp3-disabled .bp3-text-muted{
+    color:rgba(92, 112, 128, 0.6); }
+  label.bp3-label.bp3-inline{
+    line-height:30px; }
+    label.bp3-label.bp3-inline .bp3-html-select,
+    label.bp3-label.bp3-inline .bp3-input,
+    label.bp3-label.bp3-inline .bp3-input-group,
+    label.bp3-label.bp3-inline .bp3-select,
+    label.bp3-label.bp3-inline .bp3-popover-wrapper{
+      display:inline-block;
+      margin:0 0 0 5px;
+      vertical-align:top; }
+    label.bp3-label.bp3-inline .bp3-button-group{
+      margin:0 0 0 5px; }
+    label.bp3-label.bp3-inline .bp3-input-group .bp3-input{
+      margin-left:0; }
+    label.bp3-label.bp3-inline.bp3-large{
+      line-height:40px; }
+  label.bp3-label:not(.bp3-inline) .bp3-popover-target{
+    display:block; }
+  .bp3-dark label.bp3-label{
+    color:#f5f8fa; }
+    .bp3-dark label.bp3-label.bp3-disabled,
+    .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 14px;
+          flex:1 1 14px;
+  min-height:0;
+  padding:0;
+  width:30px; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{
+    border-radius:0 3px 0 0; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{
+    border-radius:0 0 3px 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{
+  border-radius:3px 0 0 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{
+  border-radius:0 0 0 3px; }
+
+.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{
+  width:40px; }
+
+form{
+  display:block; }
+.bp3-html-select select,
+.bp3-select select{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  -moz-appearance:none;
+  -webkit-appearance:none;
+  border-radius:3px;
+  height:30px;
+  padding:0 25px 0 10px;
+  width:100%; }
+  .bp3-html-select select > *, .bp3-select select > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-html-select select::before,
+  .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{
+    margin-right:7px; }
+  .bp3-html-select select:empty::before,
+  .bp3-select select:empty::before,
+  .bp3-html-select select > :last-child,
+  .bp3-select select > :last-child{
+    margin-right:0; }
+  .bp3-html-select select:hover,
+  .bp3-select select:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-html-select select:active,
+  .bp3-select select:active, .bp3-html-select select.bp3-active,
+  .bp3-select select.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-html-select select:disabled,
+  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
+  .bp3-select select.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-html-select select:disabled.bp3-active,
+    .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,
+    .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,
+    .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,
+    .bp3-select select.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+
+.bp3-html-select.bp3-minimal select,
+.bp3-select.bp3-minimal select{
+  background:none;
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  .bp3-html-select.bp3-minimal select:hover,
+  .bp3-select.bp3-minimal select:hover{
+    background:rgba(167, 182, 194, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026;
+    text-decoration:none; }
+  .bp3-html-select.bp3-minimal select:active,
+  .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,
+  .bp3-select.bp3-minimal select.bp3-active{
+    background:rgba(115, 134, 148, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026; }
+  .bp3-html-select.bp3-minimal select:disabled,
+  .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,
+  .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,
+  .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,
+  .bp3-select.bp3-minimal select.bp3-disabled:hover{
+    background:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+    .bp3-html-select.bp3-minimal select:disabled.bp3-active,
+    .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{
+      background:rgba(115, 134, 148, 0.3); }
+  .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,
+  .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{
+      background:rgba(138, 155, 168, 0.15); }
+    .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:rgba(138, 155, 168, 0.3);
+      color:#f5f8fa; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{
+      background:none;
+      color:rgba(167, 182, 194, 0.6);
+      cursor:not-allowed; }
+      .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{
+        background:rgba(138, 155, 168, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-primary,
+  .bp3-select.bp3-minimal select.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover{
+      background:rgba(19, 124, 189, 0.15);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:rgba(19, 124, 189, 0.3);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{
+      background:none;
+      color:rgba(16, 107, 163, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{
+        background:rgba(19, 124, 189, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+      stroke:#106ba3; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{
+      color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.2);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(72, 175, 240, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-success,
+  .bp3-select.bp3-minimal select.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover{
+      background:rgba(15, 153, 96, 0.15);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:rgba(15, 153, 96, 0.3);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{
+      background:none;
+      color:rgba(13, 128, 80, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{
+        background:rgba(15, 153, 96, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+      stroke:#0d8050; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{
+      color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.2);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(61, 204, 145, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-warning,
+  .bp3-select.bp3-minimal select.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover{
+      background:rgba(217, 130, 43, 0.15);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:rgba(217, 130, 43, 0.3);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{
+      background:none;
+      color:rgba(191, 115, 38, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{
+        background:rgba(217, 130, 43, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+      stroke:#bf7326; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{
+      color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.2);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(255, 179, 102, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-danger,
+  .bp3-select.bp3-minimal select.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover{
+      background:rgba(219, 55, 55, 0.15);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:rgba(219, 55, 55, 0.3);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{
+      background:none;
+      color:rgba(194, 48, 48, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{
+        background:rgba(219, 55, 55, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+      stroke:#c23030; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{
+      color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.2);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(255, 115, 115, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+
+.bp3-html-select.bp3-large select,
+.bp3-select.bp3-large select{
+  font-size:16px;
+  height:40px;
+  padding-right:35px; }
+
+.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
+  background-color:#394b59;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+  color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    background-color:#202b33;
+    background-image:none;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{
+    background-color:rgba(57, 75, 89, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{
+      background:rgba(57, 75, 89, 0.7); }
+  .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{
+    background:rgba(16, 22, 26, 0.5);
+    stroke:#8a9ba8; }
+
+.bp3-html-select select:disabled,
+.bp3-select select:disabled{
+  background-color:rgba(206, 217, 224, 0.5);
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-html-select .bp3-icon,
+.bp3-select .bp3-icon, .bp3-select::after{
+  color:#5c7080;
+  pointer-events:none;
+  position:absolute;
+  right:7px;
+  top:7px; }
+  .bp3-html-select .bp3-disabled.bp3-icon,
+  .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{
+    color:rgba(92, 112, 128, 0.6); }
+.bp3-html-select,
+.bp3-select{
+  display:inline-block;
+  letter-spacing:normal;
+  position:relative;
+  vertical-align:middle; }
+  .bp3-html-select select::-ms-expand,
+  .bp3-select select::-ms-expand{
+    display:none; }
+  .bp3-html-select .bp3-icon,
+  .bp3-select .bp3-icon{
+    color:#5c7080; }
+    .bp3-html-select .bp3-icon:hover,
+    .bp3-select .bp3-icon:hover{
+      color:#182026; }
+    .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark
+    .bp3-select .bp3-icon{
+      color:#a7b6c2; }
+      .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark
+      .bp3-select .bp3-icon:hover{
+        color:#f5f8fa; }
+  .bp3-html-select.bp3-large::after,
+  .bp3-html-select.bp3-large .bp3-icon,
+  .bp3-select.bp3-large::after,
+  .bp3-select.bp3-large .bp3-icon{
+    right:12px;
+    top:12px; }
+  .bp3-html-select.bp3-fill,
+  .bp3-html-select.bp3-fill select,
+  .bp3-select.bp3-fill,
+  .bp3-select.bp3-fill select{
+    width:100%; }
+  .bp3-dark .bp3-html-select option, .bp3-dark
+  .bp3-select option{
+    background-color:#30404d;
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select option:disabled, .bp3-dark
+  .bp3-select option:disabled{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-html-select::after, .bp3-dark
+  .bp3-select::after{
+    color:#a7b6c2; }
+
+.bp3-select::after{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  content:""; }
+.bp3-running-text table, table.bp3-html-table{
+  border-spacing:0;
+  font-size:14px; }
+  .bp3-running-text table th, table.bp3-html-table th,
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    padding:11px;
+    text-align:left;
+    vertical-align:top; }
+  .bp3-running-text table th, table.bp3-html-table th{
+    color:#182026;
+    font-weight:600; }
+  
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    color:#182026; }
+  .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,
+  .bp3-running-text table tbody tr:first-child td,
+  table.bp3-html-table tbody tr:first-child td,
+  .bp3-running-text table tfoot tr:first-child th,
+  table.bp3-html-table tfoot tr:first-child th,
+  .bp3-running-text table tfoot tr:first-child td,
+  table.bp3-html-table tfoot tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,
+  .bp3-dark .bp3-running-text table tbody tr:first-child td,
+  .bp3-running-text .bp3-dark table tbody tr:first-child td,
+  .bp3-dark table.bp3-html-table tbody tr:first-child td,
+  .bp3-dark .bp3-running-text table tfoot tr:first-child th,
+  .bp3-running-text .bp3-dark table tfoot tr:first-child th,
+  .bp3-dark table.bp3-html-table tfoot tr:first-child th,
+  .bp3-dark .bp3-running-text table tfoot tr:first-child td,
+  .bp3-running-text .bp3-dark table tfoot tr:first-child td,
+  .bp3-dark table.bp3-html-table tfoot tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+
+table.bp3-html-table.bp3-html-table-condensed th,
+table.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,
+table.bp3-html-table.bp3-small td{
+  padding-bottom:6px;
+  padding-top:6px; }
+
+table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+  background:rgba(191, 204, 214, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+  -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered tbody tr td,
+table.bp3-html-table.bp3-html-table-bordered tfoot tr td{
+  -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),
+  table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){
+    -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-interactive tbody tr:hover td{
+  background-color:rgba(191, 204, 214, 0.3);
+  cursor:pointer; }
+
+table.bp3-html-table.bp3-interactive tbody tr:active td{
+  background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-dark table.bp3-html-table{ }
+  .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+    background:rgba(92, 112, 128, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){
+      -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);
+              box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{
+    background-color:rgba(92, 112, 128, 0.3);
+    cursor:pointer; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{
+    background-color:rgba(92, 112, 128, 0.4); }
+
+.bp3-key-combo{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center; }
+  .bp3-key-combo > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-key-combo > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-key-combo::before,
+  .bp3-key-combo > *{
+    margin-right:5px; }
+  .bp3-key-combo:empty::before,
+  .bp3-key-combo > :last-child{
+    margin-right:0; }
+
+.bp3-hotkey-dialog{
+  padding-bottom:0;
+  top:40px; }
+  .bp3-hotkey-dialog .bp3-dialog-body{
+    margin:0;
+    padding:0; }
+  .bp3-hotkey-dialog .bp3-hotkey-label{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1; }
+
+.bp3-hotkey-column{
+  margin:auto;
+  max-height:80vh;
+  overflow-y:auto;
+  padding:30px; }
+  .bp3-hotkey-column .bp3-heading{
+    margin-bottom:20px; }
+    .bp3-hotkey-column .bp3-heading:not(:first-child){
+      margin-top:40px; }
+
+.bp3-hotkey{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:justify;
+      -ms-flex-pack:justify;
+          justify-content:space-between;
+  margin-left:0;
+  margin-right:0; }
+  .bp3-hotkey:not(:last-child){
+    margin-bottom:10px; }
+.bp3-icon{
+  display:inline-block;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  vertical-align:text-bottom; }
+  .bp3-icon:not(:empty)::before{
+    content:"" !important;
+    content:unset !important; }
+  .bp3-icon > svg{
+    display:block; }
+    .bp3-icon > svg:not([fill]){
+      fill:currentColor; }
+
+.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{
+  color:#106ba3; }
+  .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{
+    color:#48aff0; }
+
+.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{
+  color:#0d8050; }
+  .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{
+    color:#3dcc91; }
+
+.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{
+  color:#bf7326; }
+  .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{
+    color:#ffb366; }
+
+.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{
+  color:#c23030; }
+  .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{
+    color:#ff7373; }
+
+span.bp3-icon-standard{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon-large{
+  font-family:"Icons20", sans-serif;
+  font-size:20px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon:empty{
+  font-family:"Icons20";
+  font-size:inherit;
+  font-style:normal;
+  font-weight:400;
+  line-height:1; }
+  span.bp3-icon:empty::before{
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased; }
+
+.bp3-icon-add::before{
+  content:""; }
+
+.bp3-icon-add-column-left::before{
+  content:""; }
+
+.bp3-icon-add-column-right::before{
+  content:""; }
+
+.bp3-icon-add-row-bottom::before{
+  content:""; }
+
+.bp3-icon-add-row-top::before{
+  content:""; }
+
+.bp3-icon-add-to-artifact::before{
+  content:""; }
+
+.bp3-icon-add-to-folder::before{
+  content:""; }
+
+.bp3-icon-airplane::before{
+  content:""; }
+
+.bp3-icon-align-center::before{
+  content:""; }
+
+.bp3-icon-align-justify::before{
+  content:""; }
+
+.bp3-icon-align-left::before{
+  content:""; }
+
+.bp3-icon-align-right::before{
+  content:""; }
+
+.bp3-icon-alignment-bottom::before{
+  content:""; }
+
+.bp3-icon-alignment-horizontal-center::before{
+  content:""; }
+
+.bp3-icon-alignment-left::before{
+  content:""; }
+
+.bp3-icon-alignment-right::before{
+  content:""; }
+
+.bp3-icon-alignment-top::before{
+  content:""; }
+
+.bp3-icon-alignment-vertical-center::before{
+  content:""; }
+
+.bp3-icon-annotation::before{
+  content:""; }
+
+.bp3-icon-application::before{
+  content:""; }
+
+.bp3-icon-applications::before{
+  content:""; }
+
+.bp3-icon-archive::before{
+  content:""; }
+
+.bp3-icon-arrow-bottom-left::before{
+  content:"↙"; }
+
+.bp3-icon-arrow-bottom-right::before{
+  content:"↘"; }
+
+.bp3-icon-arrow-down::before{
+  content:"↓"; }
+
+.bp3-icon-arrow-left::before{
+  content:"←"; }
+
+.bp3-icon-arrow-right::before{
+  content:"→"; }
+
+.bp3-icon-arrow-top-left::before{
+  content:"↖"; }
+
+.bp3-icon-arrow-top-right::before{
+  content:"↗"; }
+
+.bp3-icon-arrow-up::before{
+  content:"↑"; }
+
+.bp3-icon-arrows-horizontal::before{
+  content:"↔"; }
+
+.bp3-icon-arrows-vertical::before{
+  content:"↕"; }
+
+.bp3-icon-asterisk::before{
+  content:"*"; }
+
+.bp3-icon-automatic-updates::before{
+  content:""; }
+
+.bp3-icon-badge::before{
+  content:""; }
+
+.bp3-icon-ban-circle::before{
+  content:""; }
+
+.bp3-icon-bank-account::before{
+  content:""; }
+
+.bp3-icon-barcode::before{
+  content:""; }
+
+.bp3-icon-blank::before{
+  content:""; }
+
+.bp3-icon-blocked-person::before{
+  content:""; }
+
+.bp3-icon-bold::before{
+  content:""; }
+
+.bp3-icon-book::before{
+  content:""; }
+
+.bp3-icon-bookmark::before{
+  content:""; }
+
+.bp3-icon-box::before{
+  content:""; }
+
+.bp3-icon-briefcase::before{
+  content:""; }
+
+.bp3-icon-bring-data::before{
+  content:""; }
+
+.bp3-icon-build::before{
+  content:""; }
+
+.bp3-icon-calculator::before{
+  content:""; }
+
+.bp3-icon-calendar::before{
+  content:""; }
+
+.bp3-icon-camera::before{
+  content:""; }
+
+.bp3-icon-caret-down::before{
+  content:"⌄"; }
+
+.bp3-icon-caret-left::before{
+  content:"〈"; }
+
+.bp3-icon-caret-right::before{
+  content:"〉"; }
+
+.bp3-icon-caret-up::before{
+  content:"⌃"; }
+
+.bp3-icon-cell-tower::before{
+  content:""; }
+
+.bp3-icon-changes::before{
+  content:""; }
+
+.bp3-icon-chart::before{
+  content:""; }
+
+.bp3-icon-chat::before{
+  content:""; }
+
+.bp3-icon-chevron-backward::before{
+  content:""; }
+
+.bp3-icon-chevron-down::before{
+  content:""; }
+
+.bp3-icon-chevron-forward::before{
+  content:""; }
+
+.bp3-icon-chevron-left::before{
+  content:""; }
+
+.bp3-icon-chevron-right::before{
+  content:""; }
+
+.bp3-icon-chevron-up::before{
+  content:""; }
+
+.bp3-icon-circle::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-down::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-left::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-right::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-up::before{
+  content:""; }
+
+.bp3-icon-citation::before{
+  content:""; }
+
+.bp3-icon-clean::before{
+  content:""; }
+
+.bp3-icon-clipboard::before{
+  content:""; }
+
+.bp3-icon-cloud::before{
+  content:"☁"; }
+
+.bp3-icon-cloud-download::before{
+  content:""; }
+
+.bp3-icon-cloud-upload::before{
+  content:""; }
+
+.bp3-icon-code::before{
+  content:""; }
+
+.bp3-icon-code-block::before{
+  content:""; }
+
+.bp3-icon-cog::before{
+  content:""; }
+
+.bp3-icon-collapse-all::before{
+  content:""; }
+
+.bp3-icon-column-layout::before{
+  content:""; }
+
+.bp3-icon-comment::before{
+  content:""; }
+
+.bp3-icon-comparison::before{
+  content:""; }
+
+.bp3-icon-compass::before{
+  content:""; }
+
+.bp3-icon-compressed::before{
+  content:""; }
+
+.bp3-icon-confirm::before{
+  content:""; }
+
+.bp3-icon-console::before{
+  content:""; }
+
+.bp3-icon-contrast::before{
+  content:""; }
+
+.bp3-icon-control::before{
+  content:""; }
+
+.bp3-icon-credit-card::before{
+  content:""; }
+
+.bp3-icon-cross::before{
+  content:"✗"; }
+
+.bp3-icon-crown::before{
+  content:""; }
+
+.bp3-icon-cube::before{
+  content:""; }
+
+.bp3-icon-cube-add::before{
+  content:""; }
+
+.bp3-icon-cube-remove::before{
+  content:""; }
+
+.bp3-icon-curved-range-chart::before{
+  content:""; }
+
+.bp3-icon-cut::before{
+  content:""; }
+
+.bp3-icon-dashboard::before{
+  content:""; }
+
+.bp3-icon-data-lineage::before{
+  content:""; }
+
+.bp3-icon-database::before{
+  content:""; }
+
+.bp3-icon-delete::before{
+  content:""; }
+
+.bp3-icon-delta::before{
+  content:"Δ"; }
+
+.bp3-icon-derive-column::before{
+  content:""; }
+
+.bp3-icon-desktop::before{
+  content:""; }
+
+.bp3-icon-diagnosis::before{
+  content:""; }
+
+.bp3-icon-diagram-tree::before{
+  content:""; }
+
+.bp3-icon-direction-left::before{
+  content:""; }
+
+.bp3-icon-direction-right::before{
+  content:""; }
+
+.bp3-icon-disable::before{
+  content:""; }
+
+.bp3-icon-document::before{
+  content:""; }
+
+.bp3-icon-document-open::before{
+  content:""; }
+
+.bp3-icon-document-share::before{
+  content:""; }
+
+.bp3-icon-dollar::before{
+  content:"$"; }
+
+.bp3-icon-dot::before{
+  content:"•"; }
+
+.bp3-icon-double-caret-horizontal::before{
+  content:""; }
+
+.bp3-icon-double-caret-vertical::before{
+  content:""; }
+
+.bp3-icon-double-chevron-down::before{
+  content:""; }
+
+.bp3-icon-double-chevron-left::before{
+  content:""; }
+
+.bp3-icon-double-chevron-right::before{
+  content:""; }
+
+.bp3-icon-double-chevron-up::before{
+  content:""; }
+
+.bp3-icon-doughnut-chart::before{
+  content:""; }
+
+.bp3-icon-download::before{
+  content:""; }
+
+.bp3-icon-drag-handle-horizontal::before{
+  content:""; }
+
+.bp3-icon-drag-handle-vertical::before{
+  content:""; }
+
+.bp3-icon-draw::before{
+  content:""; }
+
+.bp3-icon-drive-time::before{
+  content:""; }
+
+.bp3-icon-duplicate::before{
+  content:""; }
+
+.bp3-icon-edit::before{
+  content:"✎"; }
+
+.bp3-icon-eject::before{
+  content:"⏏"; }
+
+.bp3-icon-endorsed::before{
+  content:""; }
+
+.bp3-icon-envelope::before{
+  content:"✉"; }
+
+.bp3-icon-equals::before{
+  content:""; }
+
+.bp3-icon-eraser::before{
+  content:""; }
+
+.bp3-icon-error::before{
+  content:""; }
+
+.bp3-icon-euro::before{
+  content:"€"; }
+
+.bp3-icon-exchange::before{
+  content:""; }
+
+.bp3-icon-exclude-row::before{
+  content:""; }
+
+.bp3-icon-expand-all::before{
+  content:""; }
+
+.bp3-icon-export::before{
+  content:""; }
+
+.bp3-icon-eye-off::before{
+  content:""; }
+
+.bp3-icon-eye-on::before{
+  content:""; }
+
+.bp3-icon-eye-open::before{
+  content:""; }
+
+.bp3-icon-fast-backward::before{
+  content:""; }
+
+.bp3-icon-fast-forward::before{
+  content:""; }
+
+.bp3-icon-feed::before{
+  content:""; }
+
+.bp3-icon-feed-subscribed::before{
+  content:""; }
+
+.bp3-icon-film::before{
+  content:""; }
+
+.bp3-icon-filter::before{
+  content:""; }
+
+.bp3-icon-filter-keep::before{
+  content:""; }
+
+.bp3-icon-filter-list::before{
+  content:""; }
+
+.bp3-icon-filter-open::before{
+  content:""; }
+
+.bp3-icon-filter-remove::before{
+  content:""; }
+
+.bp3-icon-flag::before{
+  content:"⚑"; }
+
+.bp3-icon-flame::before{
+  content:""; }
+
+.bp3-icon-flash::before{
+  content:""; }
+
+.bp3-icon-floppy-disk::before{
+  content:""; }
+
+.bp3-icon-flow-branch::before{
+  content:""; }
+
+.bp3-icon-flow-end::before{
+  content:""; }
+
+.bp3-icon-flow-linear::before{
+  content:""; }
+
+.bp3-icon-flow-review::before{
+  content:""; }
+
+.bp3-icon-flow-review-branch::before{
+  content:""; }
+
+.bp3-icon-flows::before{
+  content:""; }
+
+.bp3-icon-folder-close::before{
+  content:""; }
+
+.bp3-icon-folder-new::before{
+  content:""; }
+
+.bp3-icon-folder-open::before{
+  content:""; }
+
+.bp3-icon-folder-shared::before{
+  content:""; }
+
+.bp3-icon-folder-shared-open::before{
+  content:""; }
+
+.bp3-icon-follower::before{
+  content:""; }
+
+.bp3-icon-following::before{
+  content:""; }
+
+.bp3-icon-font::before{
+  content:""; }
+
+.bp3-icon-fork::before{
+  content:""; }
+
+.bp3-icon-form::before{
+  content:""; }
+
+.bp3-icon-full-circle::before{
+  content:""; }
+
+.bp3-icon-full-stacked-chart::before{
+  content:""; }
+
+.bp3-icon-fullscreen::before{
+  content:""; }
+
+.bp3-icon-function::before{
+  content:""; }
+
+.bp3-icon-gantt-chart::before{
+  content:""; }
+
+.bp3-icon-geolocation::before{
+  content:""; }
+
+.bp3-icon-geosearch::before{
+  content:""; }
+
+.bp3-icon-git-branch::before{
+  content:""; }
+
+.bp3-icon-git-commit::before{
+  content:""; }
+
+.bp3-icon-git-merge::before{
+  content:""; }
+
+.bp3-icon-git-new-branch::before{
+  content:""; }
+
+.bp3-icon-git-pull::before{
+  content:""; }
+
+.bp3-icon-git-push::before{
+  content:""; }
+
+.bp3-icon-git-repo::before{
+  content:""; }
+
+.bp3-icon-glass::before{
+  content:""; }
+
+.bp3-icon-globe::before{
+  content:""; }
+
+.bp3-icon-globe-network::before{
+  content:""; }
+
+.bp3-icon-graph::before{
+  content:""; }
+
+.bp3-icon-graph-remove::before{
+  content:""; }
+
+.bp3-icon-greater-than::before{
+  content:""; }
+
+.bp3-icon-greater-than-or-equal-to::before{
+  content:""; }
+
+.bp3-icon-grid::before{
+  content:""; }
+
+.bp3-icon-grid-view::before{
+  content:""; }
+
+.bp3-icon-group-objects::before{
+  content:""; }
+
+.bp3-icon-grouped-bar-chart::before{
+  content:""; }
+
+.bp3-icon-hand::before{
+  content:""; }
+
+.bp3-icon-hand-down::before{
+  content:""; }
+
+.bp3-icon-hand-left::before{
+  content:""; }
+
+.bp3-icon-hand-right::before{
+  content:""; }
+
+.bp3-icon-hand-up::before{
+  content:""; }
+
+.bp3-icon-header::before{
+  content:""; }
+
+.bp3-icon-header-one::before{
+  content:""; }
+
+.bp3-icon-header-two::before{
+  content:""; }
+
+.bp3-icon-headset::before{
+  content:""; }
+
+.bp3-icon-heart::before{
+  content:"♥"; }
+
+.bp3-icon-heart-broken::before{
+  content:""; }
+
+.bp3-icon-heat-grid::before{
+  content:""; }
+
+.bp3-icon-heatmap::before{
+  content:""; }
+
+.bp3-icon-help::before{
+  content:"?"; }
+
+.bp3-icon-helper-management::before{
+  content:""; }
+
+.bp3-icon-highlight::before{
+  content:""; }
+
+.bp3-icon-history::before{
+  content:""; }
+
+.bp3-icon-home::before{
+  content:"⌂"; }
+
+.bp3-icon-horizontal-bar-chart::before{
+  content:""; }
+
+.bp3-icon-horizontal-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-horizontal-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-horizontal-distribution::before{
+  content:""; }
+
+.bp3-icon-id-number::before{
+  content:""; }
+
+.bp3-icon-image-rotate-left::before{
+  content:""; }
+
+.bp3-icon-image-rotate-right::before{
+  content:""; }
+
+.bp3-icon-import::before{
+  content:""; }
+
+.bp3-icon-inbox::before{
+  content:""; }
+
+.bp3-icon-inbox-filtered::before{
+  content:""; }
+
+.bp3-icon-inbox-geo::before{
+  content:""; }
+
+.bp3-icon-inbox-search::before{
+  content:""; }
+
+.bp3-icon-inbox-update::before{
+  content:""; }
+
+.bp3-icon-info-sign::before{
+  content:"ℹ"; }
+
+.bp3-icon-inheritance::before{
+  content:""; }
+
+.bp3-icon-inner-join::before{
+  content:""; }
+
+.bp3-icon-insert::before{
+  content:""; }
+
+.bp3-icon-intersection::before{
+  content:""; }
+
+.bp3-icon-ip-address::before{
+  content:""; }
+
+.bp3-icon-issue::before{
+  content:""; }
+
+.bp3-icon-issue-closed::before{
+  content:""; }
+
+.bp3-icon-issue-new::before{
+  content:""; }
+
+.bp3-icon-italic::before{
+  content:""; }
+
+.bp3-icon-join-table::before{
+  content:""; }
+
+.bp3-icon-key::before{
+  content:""; }
+
+.bp3-icon-key-backspace::before{
+  content:""; }
+
+.bp3-icon-key-command::before{
+  content:""; }
+
+.bp3-icon-key-control::before{
+  content:""; }
+
+.bp3-icon-key-delete::before{
+  content:""; }
+
+.bp3-icon-key-enter::before{
+  content:""; }
+
+.bp3-icon-key-escape::before{
+  content:""; }
+
+.bp3-icon-key-option::before{
+  content:""; }
+
+.bp3-icon-key-shift::before{
+  content:""; }
+
+.bp3-icon-key-tab::before{
+  content:""; }
+
+.bp3-icon-known-vehicle::before{
+  content:""; }
+
+.bp3-icon-lab-test::before{
+  content:""; }
+
+.bp3-icon-label::before{
+  content:""; }
+
+.bp3-icon-layer::before{
+  content:""; }
+
+.bp3-icon-layers::before{
+  content:""; }
+
+.bp3-icon-layout::before{
+  content:""; }
+
+.bp3-icon-layout-auto::before{
+  content:""; }
+
+.bp3-icon-layout-balloon::before{
+  content:""; }
+
+.bp3-icon-layout-circle::before{
+  content:""; }
+
+.bp3-icon-layout-grid::before{
+  content:""; }
+
+.bp3-icon-layout-group-by::before{
+  content:""; }
+
+.bp3-icon-layout-hierarchy::before{
+  content:""; }
+
+.bp3-icon-layout-linear::before{
+  content:""; }
+
+.bp3-icon-layout-skew-grid::before{
+  content:""; }
+
+.bp3-icon-layout-sorted-clusters::before{
+  content:""; }
+
+.bp3-icon-learning::before{
+  content:""; }
+
+.bp3-icon-left-join::before{
+  content:""; }
+
+.bp3-icon-less-than::before{
+  content:""; }
+
+.bp3-icon-less-than-or-equal-to::before{
+  content:""; }
+
+.bp3-icon-lifesaver::before{
+  content:""; }
+
+.bp3-icon-lightbulb::before{
+  content:""; }
+
+.bp3-icon-link::before{
+  content:""; }
+
+.bp3-icon-list::before{
+  content:"☰"; }
+
+.bp3-icon-list-columns::before{
+  content:""; }
+
+.bp3-icon-list-detail-view::before{
+  content:""; }
+
+.bp3-icon-locate::before{
+  content:""; }
+
+.bp3-icon-lock::before{
+  content:""; }
+
+.bp3-icon-log-in::before{
+  content:""; }
+
+.bp3-icon-log-out::before{
+  content:""; }
+
+.bp3-icon-manual::before{
+  content:""; }
+
+.bp3-icon-manually-entered-data::before{
+  content:""; }
+
+.bp3-icon-map::before{
+  content:""; }
+
+.bp3-icon-map-create::before{
+  content:""; }
+
+.bp3-icon-map-marker::before{
+  content:""; }
+
+.bp3-icon-maximize::before{
+  content:""; }
+
+.bp3-icon-media::before{
+  content:""; }
+
+.bp3-icon-menu::before{
+  content:""; }
+
+.bp3-icon-menu-closed::before{
+  content:""; }
+
+.bp3-icon-menu-open::before{
+  content:""; }
+
+.bp3-icon-merge-columns::before{
+  content:""; }
+
+.bp3-icon-merge-links::before{
+  content:""; }
+
+.bp3-icon-minimize::before{
+  content:""; }
+
+.bp3-icon-minus::before{
+  content:"−"; }
+
+.bp3-icon-mobile-phone::before{
+  content:""; }
+
+.bp3-icon-mobile-video::before{
+  content:""; }
+
+.bp3-icon-moon::before{
+  content:""; }
+
+.bp3-icon-more::before{
+  content:""; }
+
+.bp3-icon-mountain::before{
+  content:""; }
+
+.bp3-icon-move::before{
+  content:""; }
+
+.bp3-icon-mugshot::before{
+  content:""; }
+
+.bp3-icon-multi-select::before{
+  content:""; }
+
+.bp3-icon-music::before{
+  content:""; }
+
+.bp3-icon-new-drawing::before{
+  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:""; }
+
+.bp3-icon-new-text-box::before{
+  content:""; }
+
+.bp3-icon-ninja::before{
+  content:""; }
+
+.bp3-icon-not-equal-to::before{
+  content:""; }
+
+.bp3-icon-notifications::before{
+  content:""; }
+
+.bp3-icon-notifications-updated::before{
+  content:""; }
+
+.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-target.bp3-popover-open > .bp3-menu-item{ }
+
+.bp3-submenu.bp3-popover{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0 5px; }
+  .bp3-submenu.bp3-popover > .bp3-popover-content{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+.bp3-menu{
+  background:#ffffff;
+  border-radius:3px;
+  color:#182026;
+  list-style:none;
+  margin:0;
+  min-width:180px;
+  padding:5px;
+  text-align:left; }
+
+.bp3-menu-divider{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px; }
+  .bp3-dark .bp3-menu-divider{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-menu-item{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  border-radius:2px;
+  color:inherit;
+  line-height:20px;
+  padding:5px 7px;
+  text-decoration:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-menu-item > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-menu-item > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > *{
+    margin-right:7px; }
+  .bp3-menu-item:empty::before,
+  .bp3-menu-item > :last-child{
+    margin-right:0; }
+  .bp3-menu-item > .bp3-fill{
+    word-break:break-word; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    background-color:rgba(167, 182, 194, 0.3);
+    cursor:pointer;
+    text-decoration:none; }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-dark .bp3-menu-item{
+    color:inherit; }
+    .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+      background-color:rgba(138, 155, 168, 0.15);
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-disabled{
+      background-color:inherit;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-menu-item.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,
+    .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    margin-right:7px; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > .bp3-icon{
+    color:#5c7080;
+    margin-top:2px; }
+  .bp3-menu-item .bp3-menu-item-label{
+    color:#5c7080; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    color:inherit; }
+  .bp3-menu-item.bp3-active, .bp3-menu-item:active{
+    background-color:rgba(115, 134, 148, 0.3); }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit !important;
+    color:rgba(92, 112, 128, 0.6) !important;
+    cursor:not-allowed !important;
+    outline:none !important; }
+    .bp3-menu-item.bp3-disabled::before,
+    .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-large .bp3-menu-item{
+    font-size:16px;
+    line-height:22px;
+    padding:9px 7px; }
+    .bp3-large .bp3-menu-item .bp3-icon{
+      margin-top:3px; }
+    .bp3-large .bp3-menu-item::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      margin-right:10px;
+      margin-top:1px; }
+
+button.bp3-menu-item{
+  background:none;
+  border:none;
+  text-align:left;
+  width:100%; }
+.bp3-menu-header{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px;
+  cursor:default;
+  padding-left:2px; }
+  .bp3-dark .bp3-menu-header{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+  .bp3-menu-header:first-of-type{
+    border-top:none; }
+  .bp3-menu-header > h6{
+    color:#182026;
+    font-weight:600;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    line-height:17px;
+    margin:0;
+    padding:10px 7px 0 1px; }
+    .bp3-dark .bp3-menu-header > h6{
+      color:#f5f8fa; }
+  .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+  .bp3-large .bp3-menu-header > h6{
+    font-size:18px;
+    padding-bottom:5px;
+    padding-top:15px; }
+  .bp3-large .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+
+.bp3-dark .bp3-menu{
+  background:#30404d;
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-menu-item{ }
+  .bp3-dark .bp3-menu-item.bp3-intent-primary{
+    color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-success{
+    color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-warning{
+    color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-danger{
+    color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item::before,
+  .bp3-dark .bp3-menu-item > .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item .bp3-menu-item-label{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{
+    background-color:rgba(138, 155, 168, 0.3); }
+  .bp3-dark .bp3-menu-item.bp3-disabled{
+    color:rgba(167, 182, 194, 0.6) !important; }
+    .bp3-dark .bp3-menu-item.bp3-disabled::before,
+    .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(167, 182, 194, 0.6) !important; }
+
+.bp3-dark .bp3-menu-divider,
+.bp3-dark .bp3-menu-header{
+  border-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-dark .bp3-menu-header > h6{
+  color:#f5f8fa; }
+
+.bp3-label .bp3-menu{
+  margin-top:5px; }
+.bp3-navbar{
+  background-color:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  height:50px;
+  padding:0 15px;
+  position:relative;
+  width:100%;
+  z-index:10; }
+  .bp3-navbar.bp3-dark,
+  .bp3-dark .bp3-navbar{
+    background-color:#394b59; }
+  .bp3-navbar.bp3-dark{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-navbar{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-navbar.bp3-fixed-top{
+    left:0;
+    position:fixed;
+    right:0;
+    top:0; }
+
+.bp3-navbar-heading{
+  font-size:16px;
+  margin-right:15px; }
+
+.bp3-navbar-group{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:50px; }
+  .bp3-navbar-group.bp3-align-left{
+    float:left; }
+  .bp3-navbar-group.bp3-align-right{
+    float:right; }
+
+.bp3-navbar-divider{
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  height:20px;
+  margin:0 10px; }
+  .bp3-dark .bp3-navbar-divider{
+    border-left-color:rgba(255, 255, 255, 0.15); }
+.bp3-non-ideal-state{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  height:100%;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  text-align:center;
+  width:100%; }
+  .bp3-non-ideal-state > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-non-ideal-state > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-non-ideal-state::before,
+  .bp3-non-ideal-state > *{
+    margin-bottom:20px; }
+  .bp3-non-ideal-state:empty::before,
+  .bp3-non-ideal-state > :last-child{
+    margin-bottom:0; }
+  .bp3-non-ideal-state > *{
+    max-width:400px; }
+
+.bp3-non-ideal-state-visual{
+  color:rgba(92, 112, 128, 0.6);
+  font-size:60px; }
+  .bp3-dark .bp3-non-ideal-state-visual{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-overflow-list{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:nowrap;
+      flex-wrap:nowrap;
+  min-width:0; }
+
+.bp3-overflow-list-spacer{
+  -ms-flex-negative:1;
+      flex-shrink:1;
+  width:1px; }
+
+body.bp3-overlay-open{
+  overflow:hidden; }
+
+.bp3-overlay{
+  bottom:0;
+  left:0;
+  position:static;
+  right:0;
+  top:0;
+  z-index:20; }
+  .bp3-overlay:not(.bp3-overlay-open){
+    pointer-events:none; }
+  .bp3-overlay.bp3-overlay-container{
+    overflow:hidden;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-scroll-container{
+    overflow:auto;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-inline{
+    display:inline;
+    overflow:visible; }
+
+.bp3-overlay-content{
+  position:fixed;
+  z-index:20; }
+  .bp3-overlay-inline .bp3-overlay-content,
+  .bp3-overlay-scroll-container .bp3-overlay-content{
+    position:absolute; }
+
+.bp3-overlay-backdrop{
+  bottom:0;
+  left:0;
+  position:fixed;
+  right:0;
+  top:0;
+  opacity:1;
+  background-color:rgba(16, 22, 26, 0.7);
+  overflow:auto;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  z-index:20; }
+  .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{
+    opacity:0; }
+  .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop.bp3-overlay-exit{
+    opacity:1; }
+  .bp3-overlay-backdrop.bp3-overlay-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop:focus{
+    outline:none; }
+  .bp3-overlay-inline .bp3-overlay-backdrop{
+    position:absolute; }
+.bp3-panel-stack{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-view{
+    background-color:#30404d; }
+  .bp3-panel-stack-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-panel-stack2{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack2-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack2-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack2-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack2-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack2-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack2-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack2-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack2-view{
+    background-color:#30404d; }
+  .bp3-panel-stack2-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-popover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  border-radius:3px;
+  display:inline-block;
+  z-index:20; }
+  .bp3-popover .bp3-popover-arrow{
+    height:30px;
+    position:absolute;
+    width:30px; }
+    .bp3-popover .bp3-popover-arrow::before{
+      height:20px;
+      margin:5px;
+      width:20px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{
+    margin-bottom:17px;
+    margin-top:-17px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+      bottom:-11px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{
+    margin-left:17px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+      left:-11px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{
+    margin-top:17px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+      top:-11px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{
+    margin-left:-17px;
+    margin-right:17px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+      right:-11px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+    top:-0.3934px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+    right:-0.3934px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+    left:-0.3934px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+    bottom:-0.3934px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-popover .bp3-popover-content{
+    background:#ffffff;
+    color:inherit; }
+  .bp3-popover .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-popover .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-popover .bp3-popover-arrow-fill{
+    fill:#ffffff; }
+  .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3); }
+  .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover-exit > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover .bp3-popover-content{
+    border-radius:3px;
+    position:relative; }
+  .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{
+    max-width:350px;
+    padding:20px; }
+  .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{
+    width:350px; }
+  .bp3-popover.bp3-minimal{
+    margin:0 !important; }
+    .bp3-popover.bp3-minimal .bp3-popover-arrow{
+      display:none; }
+    .bp3-popover.bp3-minimal.bp3-popover{
+      -webkit-transform:scale(1);
+              transform:scale(1); }
+      .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+      .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover.bp3-dark,
+  .bp3-dark .bp3-popover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-popover .bp3-popover-content{
+      background:#30404d;
+      color:inherit; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-popover .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-fill{
+      fill:#30404d; }
+
+.bp3-popover-arrow::before{
+  border-radius:2px;
+  content:"";
+  display:block;
+  position:absolute;
+  -webkit-transform:rotate(45deg);
+          transform:rotate(45deg); }
+
+.bp3-tether-pinned .bp3-popover-arrow{
+  display:none; }
+
+.bp3-popover-backdrop{
+  background:rgba(255, 255, 255, 0); }
+
+.bp3-transition-container{
+  opacity:1;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  z-index:20; }
+  .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{
+    opacity:0; }
+  .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container.bp3-popover-exit{
+    opacity:1; }
+  .bp3-transition-container.bp3-popover-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container:focus{
+    outline:none; }
+  .bp3-transition-container.bp3-popover-leave .bp3-popover-content{
+    pointer-events:none; }
+  .bp3-transition-container[data-x-out-of-boundaries]{
+    display:none; }
+
+span.bp3-popover-target{
+  display:inline-block; }
+
+.bp3-popover-wrapper.bp3-fill{
+  width:100%; }
+
+.bp3-portal{
+  left:0;
+  position:absolute;
+  right:0;
+  top:0; }
+@-webkit-keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+@keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+
+.bp3-progress-bar{
+  background:rgba(92, 112, 128, 0.2);
+  border-radius:40px;
+  display:block;
+  height:8px;
+  overflow:hidden;
+  position:relative;
+  width:100%; }
+  .bp3-progress-bar .bp3-progress-meter{
+    background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);
+    background-color:rgba(92, 112, 128, 0.8);
+    background-size:30px 30px;
+    border-radius:40px;
+    height:100%;
+    position:absolute;
+    -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:100%; }
+  .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{
+    animation:linear-progress-bar-stripes 300ms linear infinite reverse; }
+  .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{
+    background-image:none; }
+
+.bp3-dark .bp3-progress-bar{
+  background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-progress-bar .bp3-progress-meter{
+    background-color:#8a9ba8; }
+
+.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{
+  background-color:#137cbd; }
+
+.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{
+  background-color:#0f9960; }
+
+.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{
+  background-color:#d9822b; }
+
+.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{
+  background-color:#db3737; }
+@-webkit-keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+@keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+.bp3-skeleton{
+  -webkit-animation:1000ms linear infinite alternate skeleton-glow;
+          animation:1000ms linear infinite alternate skeleton-glow;
+  background:rgba(206, 217, 224, 0.2);
+  background-clip:padding-box !important;
+  border-color:rgba(206, 217, 224, 0.2) !important;
+  border-radius:2px;
+  -webkit-box-shadow:none !important;
+          box-shadow:none !important;
+  color:transparent !important;
+  cursor:default;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-skeleton::before, .bp3-skeleton::after,
+  .bp3-skeleton *{
+    visibility:hidden !important; }
+.bp3-slider{
+  height:40px;
+  min-width:150px;
+  width:100%;
+  cursor:default;
+  outline:none;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-slider:hover{
+    cursor:pointer; }
+  .bp3-slider:active{
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-slider.bp3-disabled{
+    cursor:not-allowed;
+    opacity:0.5; }
+  .bp3-slider.bp3-slider-unlabeled{
+    height:16px; }
+
+.bp3-slider-track,
+.bp3-slider-progress{
+  height:6px;
+  left:0;
+  right:0;
+  top:5px;
+  position:absolute; }
+
+.bp3-slider-track{
+  border-radius:3px;
+  overflow:hidden; }
+
+.bp3-slider-progress{
+  background:rgba(92, 112, 128, 0.2); }
+  .bp3-dark .bp3-slider-progress{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-slider-progress.bp3-intent-primary{
+    background-color:#137cbd; }
+  .bp3-slider-progress.bp3-intent-success{
+    background-color:#0f9960; }
+  .bp3-slider-progress.bp3-intent-warning{
+    background-color:#d9822b; }
+  .bp3-slider-progress.bp3-intent-danger{
+    background-color:#db3737; }
+
+.bp3-slider-handle{
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+  cursor:pointer;
+  height:16px;
+  left:0;
+  position:absolute;
+  top:0;
+  width:16px; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+  .bp3-slider-handle:focus{
+    z-index:1; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+    cursor:-webkit-grab;
+    cursor:grab;
+    z-index:2; }
+  .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-disabled .bp3-slider-handle{
+    background:#bfccd6;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    pointer-events:none; }
+  .bp3-dark .bp3-slider-handle{
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{
+      background-color:#394b59; }
+    .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#293742; }
+  .bp3-dark .bp3-disabled .bp3-slider-handle{
+    background:#5c7080;
+    border-color:#5c7080;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-slider-handle .bp3-slider-label{
+    background:#394b59;
+    border-radius:3px;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+    color:#f5f8fa;
+    margin-left:8px; }
+    .bp3-dark .bp3-slider-handle .bp3-slider-label{
+      background:#e1e8ed;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+      color:#394b59; }
+    .bp3-disabled .bp3-slider-handle .bp3-slider-label{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{
+    width:8px; }
+  .bp3-slider-handle.bp3-start{
+    border-bottom-right-radius:0;
+    border-top-right-radius:0; }
+  .bp3-slider-handle.bp3-end{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0;
+    margin-left:8px; }
+    .bp3-slider-handle.bp3-end .bp3-slider-label{
+      margin-left:0; }
+
+.bp3-slider-label{
+  -webkit-transform:translate(-50%, 20px);
+          transform:translate(-50%, 20px);
+  display:inline-block;
+  font-size:12px;
+  line-height:1;
+  padding:2px 5px;
+  position:absolute;
+  vertical-align:top; }
+
+.bp3-slider.bp3-vertical{
+  height:150px;
+  min-width:40px;
+  width:40px; }
+  .bp3-slider.bp3-vertical .bp3-slider-track,
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    bottom:0;
+    height:auto;
+    left:5px;
+    top:0;
+    width:6px; }
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    top:auto; }
+  .bp3-slider.bp3-vertical .bp3-slider-label{
+    -webkit-transform:translate(20px, 50%);
+            transform:translate(20px, 50%); }
+  .bp3-slider.bp3-vertical .bp3-slider-handle{
+    top:auto; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{
+      margin-left:0;
+      margin-top:-8px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      height:8px;
+      margin-left:0;
+      width:16px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      border-bottom-right-radius:3px;
+      border-top-left-radius:0; }
+      .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{
+        -webkit-transform:translate(20px);
+                transform:translate(20px); }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{
+      border-bottom-left-radius:0;
+      border-bottom-right-radius:0;
+      border-top-left-radius:3px;
+      margin-bottom:8px; }
+
+@-webkit-keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+@keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+.bp3-spinner{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  overflow:visible;
+  vertical-align:middle; }
+  .bp3-spinner svg{
+    display:block; }
+  .bp3-spinner path{
+    fill-opacity:0; }
+  .bp3-spinner .bp3-spinner-head{
+    stroke:rgba(92, 112, 128, 0.8);
+    stroke-linecap:round;
+    -webkit-transform-origin:center;
+            transform-origin:center;
+    -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-spinner .bp3-spinner-track{
+    stroke:rgba(92, 112, 128, 0.2); }
+
+.bp3-spinner-animation{
+  -webkit-animation:pt-spinner-animation 500ms linear infinite;
+          animation:pt-spinner-animation 500ms linear infinite; }
+  .bp3-no-spin > .bp3-spinner-animation{
+    -webkit-animation:none;
+            animation:none; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-head{
+  stroke:#8a9ba8; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-track{
+  stroke:rgba(16, 22, 26, 0.5); }
+
+.bp3-spinner.bp3-intent-primary .bp3-spinner-head{
+  stroke:#137cbd; }
+
+.bp3-spinner.bp3-intent-success .bp3-spinner-head{
+  stroke:#0f9960; }
+
+.bp3-spinner.bp3-intent-warning .bp3-spinner-head{
+  stroke:#d9822b; }
+
+.bp3-spinner.bp3-intent-danger .bp3-spinner-head{
+  stroke:#db3737; }
+.bp3-tabs.bp3-vertical{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-list{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{
+      border-radius:3px;
+      padding:0 10px;
+      width:100%; }
+      .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected="true"]{
+        background-color:rgba(19, 124, 189, 0.2);
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+      background-color:rgba(19, 124, 189, 0.2);
+      border-radius:3px;
+      bottom:0;
+      height:auto;
+      left:0;
+      right:0;
+      top:0; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-panel{
+    margin-top:0;
+    padding-left:20px; }
+
+.bp3-tab-list{
+  -webkit-box-align:end;
+      -ms-flex-align:end;
+          align-items:flex-end;
+  border:none;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  list-style:none;
+  margin:0;
+  padding:0;
+  position:relative; }
+  .bp3-tab-list > *:not(:last-child){
+    margin-right:20px; }
+
+.bp3-tab{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:#182026;
+  cursor:pointer;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  font-size:14px;
+  line-height:30px;
+  max-width:100%;
+  position:relative;
+  vertical-align:top; }
+  .bp3-tab a{
+    color:inherit;
+    display:block;
+    text-decoration:none; }
+  .bp3-tab-indicator-wrapper ~ .bp3-tab{
+    background-color:transparent !important;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important; }
+  .bp3-tab[aria-disabled="true"]{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-tab[aria-selected="true"]{
+    border-radius:0;
+    -webkit-box-shadow:inset 0 -3px 0 #106ba3;
+            box-shadow:inset 0 -3px 0 #106ba3; }
+  .bp3-tab[aria-selected="true"], .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#106ba3; }
+  .bp3-tab:focus{
+    -moz-outline-radius:0; }
+  .bp3-large > .bp3-tab{
+    font-size:16px;
+    line-height:40px; }
+
+.bp3-tab-panel{
+  margin-top:20px; }
+  .bp3-tab-panel[aria-hidden="true"]{
+    display:none; }
+
+.bp3-tab-indicator-wrapper{
+  left:0;
+  pointer-events:none;
+  position:absolute;
+  top:0;
+  -webkit-transform:translateX(0), translateY(0);
+          transform:translateX(0), translateY(0);
+  -webkit-transition:height, width, -webkit-transform;
+  transition:height, width, -webkit-transform;
+  transition:height, transform, width;
+  transition:height, transform, width, -webkit-transform;
+  -webkit-transition-duration:200ms;
+          transition-duration:200ms;
+  -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+          transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+    background-color:#106ba3;
+    bottom:0;
+    height:3px;
+    left:0;
+    position:absolute;
+    right:0; }
+  .bp3-tab-indicator-wrapper.bp3-no-animation{
+    -webkit-transition:none;
+    transition:none; }
+
+.bp3-dark .bp3-tab{
+  color:#f5f8fa; }
+  .bp3-dark .bp3-tab[aria-disabled="true"]{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tab[aria-selected="true"]{
+    -webkit-box-shadow:inset 0 -3px 0 #48aff0;
+            box-shadow:inset 0 -3px 0 #48aff0; }
+  .bp3-dark .bp3-tab[aria-selected="true"], .bp3-dark .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#48aff0; }
+
+.bp3-dark .bp3-tab-indicator{
+  background-color:#48aff0; }
+
+.bp3-flex-expander{
+  -webkit-box-flex:1;
+      -ms-flex:1 1;
+          flex:1 1; }
+.bp3-tag{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#5c7080;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:#f5f8fa;
+  font-size:12px;
+  line-height:16px;
+  max-width:100%;
+  min-height:20px;
+  min-width:20px;
+  padding:2px 6px;
+  position:relative; }
+  .bp3-tag.bp3-interactive{
+    cursor:pointer; }
+    .bp3-tag.bp3-interactive:hover{
+      background-color:rgba(92, 112, 128, 0.85); }
+    .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{
+      background-color:rgba(92, 112, 128, 0.7); }
+  .bp3-tag > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag::before,
+  .bp3-tag > *{
+    margin-right:4px; }
+  .bp3-tag:empty::before,
+  .bp3-tag > :last-child{
+    margin-right:0; }
+  .bp3-tag:focus{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:0;
+    -moz-outline-radius:6px; }
+  .bp3-tag.bp3-round{
+    border-radius:30px;
+    padding-left:8px;
+    padding-right:8px; }
+  .bp3-dark .bp3-tag{
+    background-color:#bfccd6;
+    color:#182026; }
+    .bp3-dark .bp3-tag.bp3-interactive{
+      cursor:pointer; }
+      .bp3-dark .bp3-tag.bp3-interactive:hover{
+        background-color:rgba(191, 204, 214, 0.85); }
+      .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{
+        background-color:rgba(191, 204, 214, 0.7); }
+    .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{
+      fill:currentColor; }
+  .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{
+    fill:#ffffff; }
+  .bp3-tag.bp3-large,
+  .bp3-large .bp3-tag{
+    font-size:14px;
+    line-height:20px;
+    min-height:30px;
+    min-width:30px;
+    padding:5px 10px; }
+    .bp3-tag.bp3-large::before,
+    .bp3-tag.bp3-large > *,
+    .bp3-large .bp3-tag::before,
+    .bp3-large .bp3-tag > *{
+      margin-right:7px; }
+    .bp3-tag.bp3-large:empty::before,
+    .bp3-tag.bp3-large > :last-child,
+    .bp3-large .bp3-tag:empty::before,
+    .bp3-large .bp3-tag > :last-child{
+      margin-right:0; }
+    .bp3-tag.bp3-large.bp3-round,
+    .bp3-large .bp3-tag.bp3-round{
+      padding-left:12px;
+      padding-right:12px; }
+  .bp3-tag.bp3-intent-primary{
+    background:#137cbd;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.85); }
+      .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.7); }
+  .bp3-tag.bp3-intent-success{
+    background:#0f9960;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.85); }
+      .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.7); }
+  .bp3-tag.bp3-intent-warning{
+    background:#d9822b;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.85); }
+      .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.7); }
+  .bp3-tag.bp3-intent-danger{
+    background:#db3737;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.85); }
+      .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.7); }
+  .bp3-tag.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{
+    fill:#5c7080; }
+  .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+    background-color:rgba(138, 155, 168, 0.2);
+    color:#182026; }
+    .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+        background-color:rgba(92, 112, 128, 0.3); }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+        background-color:rgba(92, 112, 128, 0.4); }
+    .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+      color:#f5f8fa; }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+          background-color:rgba(191, 204, 214, 0.3); }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+          background-color:rgba(191, 204, 214, 0.4); }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-large{
+        fill:#a7b6c2; }
+  .bp3-tag.bp3-minimal.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15);
+    color:#106ba3; }
+    .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{
+      fill:#137cbd; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25);
+      color:#48aff0; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+          background-color:rgba(19, 124, 189, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+          background-color:rgba(19, 124, 189, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15);
+    color:#0d8050; }
+    .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{
+      fill:#0f9960; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25);
+      color:#3dcc91; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+          background-color:rgba(15, 153, 96, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+          background-color:rgba(15, 153, 96, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15);
+    color:#bf7326; }
+    .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{
+      fill:#d9822b; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25);
+      color:#ffb366; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+          background-color:rgba(217, 130, 43, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+          background-color:rgba(217, 130, 43, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15);
+    color:#c23030; }
+    .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{
+      fill:#db3737; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25);
+      color:#ff7373; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+          background-color:rgba(219, 55, 55, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+          background-color:rgba(219, 55, 55, 0.45); }
+
+.bp3-tag-remove{
+  background:none;
+  border:none;
+  color:inherit;
+  cursor:pointer;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin-bottom:-2px;
+  margin-right:-6px !important;
+  margin-top:-2px;
+  opacity:0.5;
+  padding:2px;
+  padding-left:0; }
+  .bp3-tag-remove:hover{
+    background:none;
+    opacity:0.8;
+    text-decoration:none; }
+  .bp3-tag-remove:active{
+    opacity:1; }
+  .bp3-tag-remove:empty::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    content:""; }
+  .bp3-large .bp3-tag-remove{
+    margin-right:-10px !important;
+    padding:0 5px 0 0; }
+    .bp3-large .bp3-tag-remove:empty::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1; }
+.bp3-tag-input{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  cursor:text;
+  height:auto;
+  line-height:inherit;
+  min-height:30px;
+  padding-left:5px;
+  padding-right:0; }
+  .bp3-tag-input > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag-input > .bp3-tag-input-values{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag-input .bp3-tag-input-icon{
+    color:#5c7080;
+    margin-left:2px;
+    margin-right:7px;
+    margin-top:7px; }
+  .bp3-tag-input .bp3-tag-input-values{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    -ms-flex-item-align:stretch;
+        align-self:stretch;
+    -ms-flex-wrap:wrap;
+        flex-wrap:wrap;
+    margin-right:7px;
+    margin-top:5px;
+    min-width:0; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      -webkit-box-flex:0;
+          -ms-flex-positive:0;
+              flex-grow:0;
+      -ms-flex-negative:0;
+          flex-shrink:0; }
+    .bp3-tag-input .bp3-tag-input-values > .bp3-fill{
+      -webkit-box-flex:1;
+          -ms-flex-positive:1;
+              flex-grow:1;
+      -ms-flex-negative:1;
+          flex-shrink:1; }
+    .bp3-tag-input .bp3-tag-input-values::before,
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-right:5px; }
+    .bp3-tag-input .bp3-tag-input-values:empty::before,
+    .bp3-tag-input .bp3-tag-input-values > :last-child{
+      margin-right:0; }
+    .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{
+      padding-left:5px; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-bottom:5px; }
+  .bp3-tag-input .bp3-tag{
+    overflow-wrap:break-word; }
+    .bp3-tag-input .bp3-tag.bp3-active{
+      outline:rgba(19, 124, 189, 0.6) auto 2px;
+      outline-offset:0;
+      -moz-outline-radius:6px; }
+  .bp3-tag-input .bp3-input-ghost{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:20px;
+    width:80px; }
+    .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{
+      cursor:not-allowed; }
+  .bp3-tag-input .bp3-button,
+  .bp3-tag-input .bp3-spinner{
+    margin:3px;
+    margin-left:0; }
+  .bp3-tag-input .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-tag-input.bp3-large{
+    height:auto;
+    min-height:40px; }
+    .bp3-tag-input.bp3-large::before,
+    .bp3-tag-input.bp3-large > *{
+      margin-right:10px; }
+    .bp3-tag-input.bp3-large:empty::before,
+    .bp3-tag-input.bp3-large > :last-child{
+      margin-right:0; }
+    .bp3-tag-input.bp3-large .bp3-tag-input-icon{
+      margin-left:5px;
+      margin-top:10px; }
+    .bp3-tag-input.bp3-large .bp3-input-ghost{
+      line-height:30px; }
+    .bp3-tag-input.bp3-large .bp3-button{
+      min-height:30px;
+      min-width:30px;
+      padding:5px 10px;
+      margin:5px;
+      margin-left:0; }
+    .bp3-tag-input.bp3-large .bp3-spinner{
+      margin:8px;
+      margin-left:0; }
+  .bp3-tag-input.bp3-active{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-input-ghost{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0; }
+  .bp3-input-ghost::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:focus{
+    outline:none !important; }
+.bp3-toast{
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:20px 0 0;
+  max-width:500px;
+  min-width:300px;
+  pointer-events:all;
+  position:relative !important; }
+  .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-exit{
+    opacity:1;
+    -webkit-filter:blur(0);
+            filter:blur(0); }
+  .bp3-toast.bp3-toast-exit-active{
+    opacity:0;
+    -webkit-filter:blur(10px);
+            filter:blur(10px);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:opacity, filter;
+    transition-property:opacity, filter, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast.bp3-toast-exit ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0); }
+  .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px);
+    -webkit-transition-delay:50ms;
+            transition-delay:50ms;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast .bp3-button-group{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    padding:5px;
+    padding-left:0; }
+  .bp3-toast > .bp3-icon{
+    color:#5c7080;
+    margin:12px;
+    margin-right:0; }
+  .bp3-toast.bp3-dark,
+  .bp3-dark .bp3-toast{
+    background-color:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-toast.bp3-dark > .bp3-icon,
+    .bp3-dark .bp3-toast > .bp3-icon{
+      color:#a7b6c2; }
+  .bp3-toast[class*="bp3-intent-"] a{
+    color:rgba(255, 255, 255, 0.7); }
+    .bp3-toast[class*="bp3-intent-"] a:hover{
+      color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] > .bp3-icon{
+    color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button, .bp3-toast[class*="bp3-intent-"] .bp3-button::before,
+  .bp3-toast[class*="bp3-intent-"] .bp3-button .bp3-icon, .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    color:rgba(255, 255, 255, 0.7) !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:focus{
+    outline-color:rgba(255, 255, 255, 0.5); }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:hover{
+    background-color:rgba(255, 255, 255, 0.15) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    background-color:rgba(255, 255, 255, 0.3) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button::after{
+    background:rgba(255, 255, 255, 0.3) !important; }
+  .bp3-toast.bp3-intent-primary{
+    background-color:#137cbd;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-success{
+    background-color:#0f9960;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-warning{
+    background-color:#d9822b;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-danger{
+    background-color:#db3737;
+    color:#ffffff; }
+
+.bp3-toast-message{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  padding:11px;
+  word-break:break-word; }
+
+.bp3-toast-container{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box !important;
+  display:-ms-flexbox !important;
+  display:flex !important;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  left:0;
+  overflow:hidden;
+  padding:0 20px 20px;
+  pointer-events:none;
+  right:0;
+  z-index:40; }
+  .bp3-toast-container.bp3-toast-container-in-portal{
+    position:fixed; }
+  .bp3-toast-container.bp3-toast-container-inline{
+    position:absolute; }
+  .bp3-toast-container.bp3-toast-container-top{
+    top:0; }
+  .bp3-toast-container.bp3-toast-container-bottom{
+    bottom:0;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:reverse;
+        -ms-flex-direction:column-reverse;
+            flex-direction:column-reverse;
+    top:auto; }
+  .bp3-toast-container.bp3-toast-container-left{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start; }
+  .bp3-toast-container.bp3-toast-container-right{
+    -webkit-box-align:end;
+        -ms-flex-align:end;
+            align-items:flex-end; }
+
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{
+  -webkit-transform:translateY(60px);
+          transform:translateY(60px); }
+.bp3-tooltip{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1); }
+  .bp3-tooltip .bp3-popover-arrow{
+    height:22px;
+    position:absolute;
+    width:22px; }
+    .bp3-tooltip .bp3-popover-arrow::before{
+      height:14px;
+      margin:4px;
+      width:14px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{
+    margin-bottom:11px;
+    margin-top:-11px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+      bottom:-8px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{
+    margin-left:11px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+      left:-8px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{
+    margin-top:11px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+      top:-8px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{
+    margin-left:-11px;
+    margin-right:11px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+      right:-8px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+    top:-0.22183px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+    right:-0.22183px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+    left:-0.22183px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+    bottom:-0.22183px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-tooltip .bp3-popover-content{
+    background:#394b59;
+    color:#f5f8fa; }
+  .bp3-tooltip .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-tooltip .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-tooltip .bp3-popover-arrow-fill{
+    fill:#394b59; }
+  .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8); }
+  .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover-exit > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tooltip .bp3-popover-content{
+    padding:10px 12px; }
+  .bp3-tooltip.bp3-dark,
+  .bp3-dark .bp3-tooltip{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-tooltip .bp3-popover-content{
+      background:#e1e8ed;
+      color:#394b59; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{
+      fill:#e1e8ed; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-content{
+    background:#137cbd;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{
+    fill:#137cbd; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-content{
+    background:#0f9960;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{
+    fill:#0f9960; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-content{
+    background:#d9822b;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{
+    fill:#d9822b; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-content{
+    background:#db3737;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{
+    fill:#db3737; }
+
+.bp3-tooltip-indicator{
+  border-bottom:dotted 1px;
+  cursor:help; }
+.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{
+  color:#5c7080; }
+  .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-tree-node-list{
+  list-style:none;
+  margin:0;
+  padding-left:0; }
+
+.bp3-tree-root{
+  background-color:transparent;
+  cursor:default;
+  padding-left:0;
+  position:relative; }
+
+.bp3-tree-node-content-0{
+  padding-left:0px; }
+
+.bp3-tree-node-content-1{
+  padding-left:23px; }
+
+.bp3-tree-node-content-2{
+  padding-left:46px; }
+
+.bp3-tree-node-content-3{
+  padding-left:69px; }
+
+.bp3-tree-node-content-4{
+  padding-left:92px; }
+
+.bp3-tree-node-content-5{
+  padding-left:115px; }
+
+.bp3-tree-node-content-6{
+  padding-left:138px; }
+
+.bp3-tree-node-content-7{
+  padding-left:161px; }
+
+.bp3-tree-node-content-8{
+  padding-left:184px; }
+
+.bp3-tree-node-content-9{
+  padding-left:207px; }
+
+.bp3-tree-node-content-10{
+  padding-left:230px; }
+
+.bp3-tree-node-content-11{
+  padding-left:253px; }
+
+.bp3-tree-node-content-12{
+  padding-left:276px; }
+
+.bp3-tree-node-content-13{
+  padding-left:299px; }
+
+.bp3-tree-node-content-14{
+  padding-left:322px; }
+
+.bp3-tree-node-content-15{
+  padding-left:345px; }
+
+.bp3-tree-node-content-16{
+  padding-left:368px; }
+
+.bp3-tree-node-content-17{
+  padding-left:391px; }
+
+.bp3-tree-node-content-18{
+  padding-left:414px; }
+
+.bp3-tree-node-content-19{
+  padding-left:437px; }
+
+.bp3-tree-node-content-20{
+  padding-left:460px; }
+
+.bp3-tree-node-content{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:30px;
+  padding-right:5px;
+  width:100%; }
+  .bp3-tree-node-content:hover{
+    background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-tree-node-caret,
+.bp3-tree-node-caret-none{
+  min-width:30px; }
+
+.bp3-tree-node-caret{
+  color:#5c7080;
+  cursor:pointer;
+  padding:7px;
+  -webkit-transform:rotate(0deg);
+          transform:rotate(0deg);
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tree-node-caret:hover{
+    color:#182026; }
+  .bp3-dark .bp3-tree-node-caret{
+    color:#a7b6c2; }
+    .bp3-dark .bp3-tree-node-caret:hover{
+      color:#f5f8fa; }
+  .bp3-tree-node-caret.bp3-tree-node-caret-open{
+    -webkit-transform:rotate(90deg);
+            transform:rotate(90deg); }
+  .bp3-tree-node-caret.bp3-icon-standard::before{
+    content:""; }
+
+.bp3-tree-node-icon{
+  margin-right:7px;
+  position:relative; }
+
+.bp3-tree-node-label{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-label span{
+    display:inline; }
+
+.bp3-tree-node-secondary-label{
+  padding:0 5px;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-secondary-label .bp3-popover-wrapper,
+  .bp3-tree-node-secondary-label .bp3-popover-target{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-content{
+  background-color:inherit;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,
+.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{
+    color:#ffffff; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{
+    color:rgba(255, 255, 255, 0.7); }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{
+    color:#ffffff; }
+
+.bp3-dark .bp3-tree-node-content:hover{
+  background-color:rgba(92, 112, 128, 0.3); }
+
+.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{
+  color:#a7b6c2; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+.bp3-omnibar{
+  -webkit-filter:blur(0);
+          filter:blur(0);
+  opacity:1;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  left:calc(50% - 250px);
+  top:20vh;
+  width:500px;
+  z-index:21; }
+  .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2; }
+  .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar.bp3-overlay-exit{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1; }
+  .bp3-omnibar.bp3-overlay-exit-active{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar .bp3-input{
+    background-color:transparent;
+    border-radius:0; }
+    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-omnibar .bp3-menu{
+    background-color:transparent;
+    border-radius:0;
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+    max-height:calc(60vh - 40px);
+    overflow:auto; }
+    .bp3-omnibar .bp3-menu:empty{
+      display:none; }
+  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-omnibar-overlay .bp3-overlay-backdrop{
+  background-color:rgba(16, 22, 26, 0.2); }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+
+.bp3-multi-select{
+  min-width:150px; }
+
+.bp3-multi-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto; }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8bWFzayBpZD0iZG9udXRIb2xlIj4KICAgIDxyZWN0IHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgZmlsbD0id2hpdGUiIC8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSI4IiBmaWxsPSJibGFjayIvPgogIDwvbWFzaz4KCiAgPGcgY2xhc3M9ImpwLWljb24zIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxyZWN0IGhlaWdodD0iMTgiIHdpZHRoPSIyIiB4PSIxMSIgeT0iMyIgdHJhbnNmb3JtPSJyb3RhdGUoMzE1LCAxMiwgMTIpIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIxMCIgbWFzaz0idXJsKCNkb251dEhvbGUpIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-console: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwMCAyMDAiPgogIDxnIGNsYXNzPSJqcC1pY29uLWJyYW5kMSBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiMwMjg4RDEiPgogICAgPHBhdGggZD0iTTIwIDE5LjhoMTYwdjE1OS45SDIweiIvPgogIDwvZz4KICA8ZyBjbGFzcz0ianAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNmZmYiPgogICAgPHBhdGggZD0iTTEwNSAxMjcuM2g0MHYxMi44aC00MHpNNTEuMSA3N0w3NCA5OS45bC0yMy4zIDIzLjMgMTAuNSAxMC41IDIzLjMtMjMuM0w5NSA5OS45IDg0LjUgODkuNCA2MS42IDY2LjV6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-copy: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTExLjksMUgzLjJDMi40LDEsMS43LDEuNywxLjcsMi41djEwLjJoMS41VjIuNWg4LjdWMXogTTE0LjEsMy45aC04Yy0wLjgsMC0xLjUsMC43LTEuNSwxLjV2MTAuMmMwLDAuOCwwLjcsMS41LDEuNSwxLjVoOCBjMC44LDAsMS41LTAuNywxLjUtMS41VjUuNEMxNS41LDQuNiwxNC45LDMuOSwxNC4xLDMuOXogTTE0LjEsMTUuNWgtOFY1LjRoOFYxNS41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-copyright: url(data:image/svg+xml;base64,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);
+  --jp-icon-cut: url(data:image/svg+xml;base64,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);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-edit: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMgMTcuMjVWMjFoMy43NUwxNy44MSA5Ljk0bC0zLjc1LTMuNzVMMyAxNy4yNXpNMjAuNzEgNy4wNGMuMzktLjM5LjM5LTEuMDIgMC0xLjQxbC0yLjM0LTIuMzRjLS4zOS0uMzktMS4wMi0uMzktMS40MSAwbC0xLjgzIDEuODMgMy43NSAzLjc1IDEuODMtMS44M3oiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-extension: url(data:image/svg+xml;base64,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);
+  --jp-icon-fast-forward: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTQgMThsOC41LTZMNCA2djEyem05LTEydjEybDguNS02TDEzIDZ6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-file: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-html5: url(data:image/svg+xml;base64,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);
+  --jp-icon-image: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
+  --jp-icon-julia: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyterlab-wordmark: url(data:image/svg+xml;base64,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);
+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4=);
+  --jp-icon-listings-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbi13YXJuMCBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,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);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,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);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,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);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,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);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+.jp-CopyrightIcon {
+  background-image: var(--jp-icon-copyright);
+}
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+.jp-JuliaIcon {
+  background-image: var(--jp-icon-julia);
+}
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+.jp-ListingsInfoIcon {
+  background-image: var(--jp-icon-listings-info);
+}
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+/* CSS for icons in selected items in the settings editor */
+#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+#setting-editor
+  .jp-PluginList
+  .jp-mod-selected
+  .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected tabs in the sidebar tab manager */
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable-inverse[fill] {
+  fill: #fff;
+}
+
+/**
+ * TODO: come up with non css-hack solution for showing the busy icon on top
+ *  of the close icon
+ * CSS for complex behavior of close icon of tabs in the sidebar tab manager
+ */
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty.jp-mod-active
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: #fff;
+}
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) svg {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-border-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0px;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-warn-color0);
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+/* Override Blueprint's _reset.scss styles */
+html {
+  box-sizing: unset;
+}
+
+*,
+*::before,
+*::after {
+  box-sizing: unset;
+}
+
+body {
+  color: unset;
+  font-family: var(--jp-ui-font-family);
+}
+
+p {
+  margin-top: unset;
+  margin-bottom: unset;
+}
+
+small {
+  font-size: unset;
+}
+
+strong {
+  font-weight: unset;
+}
+
+/* Override Blueprint's _typography.scss styles */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Override Blueprint's _accessibility.scss styles */
+:focus {
+  outline: unset;
+  outline-offset: unset;
+  -moz-outline-radius: unset;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  border-radius: var(--jp-border-radius);
+  padding: 0px 12px;
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Use our own theme for hover styles */
+button.jp-Button.bp3-button.bp3-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+.jp-Button.minimal {
+  color: unset !important;
+}
+
+.jp-Button.jp-ToolbarButtonComponent {
+  text-transform: none;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color3);
+}
+
+.jp-BPIcon {
+  display: inline-block;
+  vertical-align: middle;
+  margin: auto;
+}
+
+/* Stop blueprint futzing with our icon fills */
+.bp3-icon.jp-BPIcon > svg:not([fill]) {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-InputGroupAction {
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+/* Use our own theme for hover and option styles */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-top: 1px solid var(--jp-border-color2);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size2);
+}
+
+.jp-Collapse-header:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Collapse-contents {
+  padding: 0px 12px 0px 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0px;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0px 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-SearchIconGroup {
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  padding: 5px 5px 1px 5px;
+}
+
+.jp-SearchIconGroup svg {
+  height: 20px;
+  width: 20px;
+}
+
+.jp-SearchIconGroup .jp-icon3[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color2);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0px;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.6;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty:after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0px 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0px;
+  left: 0px;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px;
+  padding-bottom: 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0px 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+.jp-HoverBox.jp-mod-outofview {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+.jp-Input-Boolean-Dialog {
+  flex-direction: row-reverse;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-Input-Boolean-Dialog > label {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #aa00ff;
+
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ffff00;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eeeeee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent:before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent:after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0px 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input[type='checkbox'].jp-mod-styled {
+  appearance: checkbox;
+  -webkit-appearance: checkbox;
+  -moz-appearance: checkbox;
+  height: auto;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FileDialog-Checkbox {
+  margin-top: 35px;
+  display: flex;
+  flex-direction: row;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-FileDialog-Checkbox > label {
+  flex: 1 1 auto;
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  height: 28px;
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  background-color: var(--jp-layout-color1);
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  height: 32px;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 1;
+  overflow-x: auto;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px;
+  margin: 0px;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px 6px;
+  margin: 0px;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent span {
+  padding: 0px;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ body.p-mod-override-cursor *, /* </DEPRECATED> */
+body.lm-mod-override-cursor * {
+  cursor: inherit !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/* BASICS */
+
+.CodeMirror {
+  /* Set height, width, borders, and global font properties here */
+  font-family: monospace;
+  height: 300px;
+  color: black;
+  direction: ltr;
+}
+
+/* PADDING */
+
+.CodeMirror-lines {
+  padding: 4px 0; /* Vertical padding around content */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  padding: 0 4px; /* Horizontal padding of content */
+}
+
+.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  background-color: white; /* The little square between H and V scrollbars */
+}
+
+/* GUTTER */
+
+.CodeMirror-gutters {
+  border-right: 1px solid #ddd;
+  background-color: #f7f7f7;
+  white-space: nowrap;
+}
+.CodeMirror-linenumbers {}
+.CodeMirror-linenumber {
+  padding: 0 3px 0 5px;
+  min-width: 20px;
+  text-align: right;
+  color: #999;
+  white-space: nowrap;
+}
+
+.CodeMirror-guttermarker { color: black; }
+.CodeMirror-guttermarker-subtle { color: #999; }
+
+/* CURSOR */
+
+.CodeMirror-cursor {
+  border-left: 1px solid black;
+  border-right: none;
+  width: 0;
+}
+/* Shown when moving in bi-directional text */
+.CodeMirror div.CodeMirror-secondarycursor {
+  border-left: 1px solid silver;
+}
+.cm-fat-cursor .CodeMirror-cursor {
+  width: auto;
+  border: 0 !important;
+  background: #7e7;
+}
+.cm-fat-cursor div.CodeMirror-cursors {
+  z-index: 1;
+}
+.cm-fat-cursor-mark {
+  background-color: rgba(20, 255, 20, 0.5);
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+}
+.cm-animate-fat-cursor {
+  width: auto;
+  border: 0;
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+  background-color: #7e7;
+}
+@-moz-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@-webkit-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+
+/* Can style cursor different in overwrite (non-insert) mode */
+.CodeMirror-overwrite .CodeMirror-cursor {}
+
+.cm-tab { display: inline-block; text-decoration: inherit; }
+
+.CodeMirror-rulers {
+  position: absolute;
+  left: 0; right: 0; top: -50px; bottom: 0;
+  overflow: hidden;
+}
+.CodeMirror-ruler {
+  border-left: 1px solid #ccc;
+  top: 0; bottom: 0;
+  position: absolute;
+}
+
+/* DEFAULT THEME */
+
+.cm-s-default .cm-header {color: blue;}
+.cm-s-default .cm-quote {color: #090;}
+.cm-negative {color: #d44;}
+.cm-positive {color: #292;}
+.cm-header, .cm-strong {font-weight: bold;}
+.cm-em {font-style: italic;}
+.cm-link {text-decoration: underline;}
+.cm-strikethrough {text-decoration: line-through;}
+
+.cm-s-default .cm-keyword {color: #708;}
+.cm-s-default .cm-atom {color: #219;}
+.cm-s-default .cm-number {color: #164;}
+.cm-s-default .cm-def {color: #00f;}
+.cm-s-default .cm-variable,
+.cm-s-default .cm-punctuation,
+.cm-s-default .cm-property,
+.cm-s-default .cm-operator {}
+.cm-s-default .cm-variable-2 {color: #05a;}
+.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}
+.cm-s-default .cm-comment {color: #a50;}
+.cm-s-default .cm-string {color: #a11;}
+.cm-s-default .cm-string-2 {color: #f50;}
+.cm-s-default .cm-meta {color: #555;}
+.cm-s-default .cm-qualifier {color: #555;}
+.cm-s-default .cm-builtin {color: #30a;}
+.cm-s-default .cm-bracket {color: #997;}
+.cm-s-default .cm-tag {color: #170;}
+.cm-s-default .cm-attribute {color: #00c;}
+.cm-s-default .cm-hr {color: #999;}
+.cm-s-default .cm-link {color: #00c;}
+
+.cm-s-default .cm-error {color: #f00;}
+.cm-invalidchar {color: #f00;}
+
+.CodeMirror-composing { border-bottom: 2px solid; }
+
+/* Default styles for common addons */
+
+div.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}
+div.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}
+.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }
+.CodeMirror-activeline-background {background: #e8f2ff;}
+
+/* STOP */
+
+/* The rest of this file contains styles related to the mechanics of
+   the editor. You probably shouldn't touch them. */
+
+.CodeMirror {
+  position: relative;
+  overflow: hidden;
+  background: white;
+}
+
+.CodeMirror-scroll {
+  overflow: scroll !important; /* Things will break if this is overridden */
+  /* 50px is the magic margin used to hide the element's real scrollbars */
+  /* See overflow: hidden in .CodeMirror */
+  margin-bottom: -50px; margin-right: -50px;
+  padding-bottom: 50px;
+  height: 100%;
+  outline: none; /* Prevent dragging from highlighting the element */
+  position: relative;
+}
+.CodeMirror-sizer {
+  position: relative;
+  border-right: 50px solid transparent;
+}
+
+/* The fake, visible scrollbars. Used to force redraw during scrolling
+   before actual scrolling happens, thus preventing shaking and
+   flickering artifacts. */
+.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  position: absolute;
+  z-index: 6;
+  display: none;
+  outline: none;
+}
+.CodeMirror-vscrollbar {
+  right: 0; top: 0;
+  overflow-x: hidden;
+  overflow-y: scroll;
+}
+.CodeMirror-hscrollbar {
+  bottom: 0; left: 0;
+  overflow-y: hidden;
+  overflow-x: scroll;
+}
+.CodeMirror-scrollbar-filler {
+  right: 0; bottom: 0;
+}
+.CodeMirror-gutter-filler {
+  left: 0; bottom: 0;
+}
+
+.CodeMirror-gutters {
+  position: absolute; left: 0; top: 0;
+  min-height: 100%;
+  z-index: 3;
+}
+.CodeMirror-gutter {
+  white-space: normal;
+  height: 100%;
+  display: inline-block;
+  vertical-align: top;
+  margin-bottom: -50px;
+}
+.CodeMirror-gutter-wrapper {
+  position: absolute;
+  z-index: 4;
+  background: none !important;
+  border: none !important;
+}
+.CodeMirror-gutter-background {
+  position: absolute;
+  top: 0; bottom: 0;
+  z-index: 4;
+}
+.CodeMirror-gutter-elt {
+  position: absolute;
+  cursor: default;
+  z-index: 4;
+}
+.CodeMirror-gutter-wrapper ::selection { background-color: transparent }
+.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }
+
+.CodeMirror-lines {
+  cursor: text;
+  min-height: 1px; /* prevents collapsing before first draw */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  /* Reset some styles that the rest of the page might have set */
+  -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;
+  border-width: 0;
+  background: transparent;
+  font-family: inherit;
+  font-size: inherit;
+  margin: 0;
+  white-space: pre;
+  word-wrap: normal;
+  line-height: inherit;
+  color: inherit;
+  z-index: 2;
+  position: relative;
+  overflow: visible;
+  -webkit-tap-highlight-color: transparent;
+  -webkit-font-variant-ligatures: contextual;
+  font-variant-ligatures: contextual;
+}
+.CodeMirror-wrap pre.CodeMirror-line,
+.CodeMirror-wrap pre.CodeMirror-line-like {
+  word-wrap: break-word;
+  white-space: pre-wrap;
+  word-break: normal;
+}
+
+.CodeMirror-linebackground {
+  position: absolute;
+  left: 0; right: 0; top: 0; bottom: 0;
+  z-index: 0;
+}
+
+.CodeMirror-linewidget {
+  position: relative;
+  z-index: 2;
+  padding: 0.1px; /* Force widget margins to stay inside of the container */
+}
+
+.CodeMirror-widget {}
+
+.CodeMirror-rtl pre { direction: rtl; }
+
+.CodeMirror-code {
+  outline: none;
+}
+
+/* Force content-box sizing for the elements where we expect it */
+.CodeMirror-scroll,
+.CodeMirror-sizer,
+.CodeMirror-gutter,
+.CodeMirror-gutters,
+.CodeMirror-linenumber {
+  -moz-box-sizing: content-box;
+  box-sizing: content-box;
+}
+
+.CodeMirror-measure {
+  position: absolute;
+  width: 100%;
+  height: 0;
+  overflow: hidden;
+  visibility: hidden;
+}
+
+.CodeMirror-cursor {
+  position: absolute;
+  pointer-events: none;
+}
+.CodeMirror-measure pre { position: static; }
+
+div.CodeMirror-cursors {
+  visibility: hidden;
+  position: relative;
+  z-index: 3;
+}
+div.CodeMirror-dragcursors {
+  visibility: visible;
+}
+
+.CodeMirror-focused div.CodeMirror-cursors {
+  visibility: visible;
+}
+
+.CodeMirror-selected { background: #d9d9d9; }
+.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }
+.CodeMirror-crosshair { cursor: crosshair; }
+.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }
+.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }
+
+.cm-searching {
+  background-color: #ffa;
+  background-color: rgba(255, 255, 0, .4);
+}
+
+/* Used to force a border model for a node */
+.cm-force-border { padding-right: .1px; }
+
+@media print {
+  /* Hide the cursor when printing */
+  .CodeMirror div.CodeMirror-cursors {
+    visibility: hidden;
+  }
+}
+
+/* See issue #2901 */
+.cm-tab-wrap-hack:after { content: ''; }
+
+/* Help users use markselection to safely style text background */
+span.CodeMirror-selectedtext { background: none; }
+
+.CodeMirror-dialog {
+  position: absolute;
+  left: 0; right: 0;
+  background: inherit;
+  z-index: 15;
+  padding: .1em .8em;
+  overflow: hidden;
+  color: inherit;
+}
+
+.CodeMirror-dialog-top {
+  border-bottom: 1px solid #eee;
+  top: 0;
+}
+
+.CodeMirror-dialog-bottom {
+  border-top: 1px solid #eee;
+  bottom: 0;
+}
+
+.CodeMirror-dialog input {
+  border: none;
+  outline: none;
+  background: transparent;
+  width: 20em;
+  color: inherit;
+  font-family: monospace;
+}
+
+.CodeMirror-dialog button {
+  font-size: 70%;
+}
+
+.CodeMirror-foldmarker {
+  color: blue;
+  text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;
+  font-family: arial;
+  line-height: .3;
+  cursor: pointer;
+}
+.CodeMirror-foldgutter {
+  width: .7em;
+}
+.CodeMirror-foldgutter-open,
+.CodeMirror-foldgutter-folded {
+  cursor: pointer;
+}
+.CodeMirror-foldgutter-open:after {
+  content: "\25BE";
+}
+.CodeMirror-foldgutter-folded:after {
+  content: "\25B8";
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.CodeMirror {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+  /* Changed to auto to autogrow */
+}
+
+.CodeMirror pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* This causes https://github.com/jupyter/jupyterlab/issues/522 */
+/* May not cause it not because we changed it! */
+.CodeMirror-lines {
+  padding: var(--jp-code-padding) 0;
+}
+
+.CodeMirror-linenumber {
+  padding: 0 8px;
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {
+  display: none;
+}
+
+.CodeMirror-gutters {
+  border-right: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.CodeMirror-selectedtext.cm-searching {
+  background-color: var(--jp-search-selected-match-background-color) !important;
+  color: var(--jp-search-selected-match-color) !important;
+}
+
+.cm-searching {
+  background-color: var(
+    --jp-search-unselected-match-background-color
+  ) !important;
+  color: var(--jp-search-unselected-match-color) !important;
+}
+
+.CodeMirror-focused .CodeMirror-selected {
+  background-color: var(--jp-editor-selected-focused-background);
+}
+
+.CodeMirror-selected {
+  background-color: var(--jp-editor-selected-background);
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/**
+ * Here is our jupyter theme for CodeMirror syntax highlighting
+ * This is used in our marked.js syntax highlighting and CodeMirror itself
+ * The string "jupyter" is set in ../codemirror/widget.DEFAULT_CODEMIRROR_THEME
+ * This came from the classic notebook, which came form highlight.js/GitHub
+ */
+
+/**
+ * CodeMirror themes are handling the background/color in this way. This works
+ * fine for CodeMirror editors outside the notebook, but the notebook styles
+ * these things differently.
+ */
+.CodeMirror.cm-s-jupyter {
+  background: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* In the notebook, we want this styling to be handled by its container */
+.jp-CodeConsole .CodeMirror.cm-s-jupyter,
+.jp-Notebook .CodeMirror.cm-s-jupyter {
+  background: transparent;
+}
+
+.cm-s-jupyter .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+.cm-s-jupyter span.cm-keyword {
+  color: var(--jp-mirror-editor-keyword-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-atom {
+  color: var(--jp-mirror-editor-atom-color);
+}
+.cm-s-jupyter span.cm-number {
+  color: var(--jp-mirror-editor-number-color);
+}
+.cm-s-jupyter span.cm-def {
+  color: var(--jp-mirror-editor-def-color);
+}
+.cm-s-jupyter span.cm-variable {
+  color: var(--jp-mirror-editor-variable-color);
+}
+.cm-s-jupyter span.cm-variable-2 {
+  color: var(--jp-mirror-editor-variable-2-color);
+}
+.cm-s-jupyter span.cm-variable-3 {
+  color: var(--jp-mirror-editor-variable-3-color);
+}
+.cm-s-jupyter span.cm-punctuation {
+  color: var(--jp-mirror-editor-punctuation-color);
+}
+.cm-s-jupyter span.cm-property {
+  color: var(--jp-mirror-editor-property-color);
+}
+.cm-s-jupyter span.cm-operator {
+  color: var(--jp-mirror-editor-operator-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-comment {
+  color: var(--jp-mirror-editor-comment-color);
+  font-style: italic;
+}
+.cm-s-jupyter span.cm-string {
+  color: var(--jp-mirror-editor-string-color);
+}
+.cm-s-jupyter span.cm-string-2 {
+  color: var(--jp-mirror-editor-string-2-color);
+}
+.cm-s-jupyter span.cm-meta {
+  color: var(--jp-mirror-editor-meta-color);
+}
+.cm-s-jupyter span.cm-qualifier {
+  color: var(--jp-mirror-editor-qualifier-color);
+}
+.cm-s-jupyter span.cm-builtin {
+  color: var(--jp-mirror-editor-builtin-color);
+}
+.cm-s-jupyter span.cm-bracket {
+  color: var(--jp-mirror-editor-bracket-color);
+}
+.cm-s-jupyter span.cm-tag {
+  color: var(--jp-mirror-editor-tag-color);
+}
+.cm-s-jupyter span.cm-attribute {
+  color: var(--jp-mirror-editor-attribute-color);
+}
+.cm-s-jupyter span.cm-header {
+  color: var(--jp-mirror-editor-header-color);
+}
+.cm-s-jupyter span.cm-quote {
+  color: var(--jp-mirror-editor-quote-color);
+}
+.cm-s-jupyter span.cm-link {
+  color: var(--jp-mirror-editor-link-color);
+}
+.cm-s-jupyter span.cm-error {
+  color: var(--jp-mirror-editor-error-color);
+}
+.cm-s-jupyter span.cm-hr {
+  color: #999;
+}
+
+.cm-s-jupyter span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+
+.cm-s-jupyter .CodeMirror-activeline-background,
+.cm-s-jupyter .CodeMirror-gutter {
+  background-color: var(--jp-layout-color2);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .remote-caret {
+  position: relative;
+  border-left: 2px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .remote-caret > div {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -2px;
+  font-size: 0.95em;
+  background-color: rgb(250, 129, 0);
+  font-family: var(--jp-ui-font-family);
+  font-weight: bold;
+  line-height: normal;
+  user-select: none;
+  color: white;
+  padding-left: 2px;
+  padding-right: 2px;
+  z-index: 3;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .remote-caret.hide-name > div {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .remote-caret:hover > div {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0px;
+  padding: 0px;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0em;
+}
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: 12px;
+  table-layout: fixed;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon table {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0px;
+}
+
+.jp-RenderedHTMLCommon p {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+/* ...or leave it untouched if they don't */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: 0.8em;
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser {
+  display: flex;
+  flex-direction: column;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  border-bottom: none;
+  height: auto;
+  margin: var(--jp-toolbar-header-margin);
+  box-shadow: none;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0px 2px;
+  padding: 0px 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0px;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  padding: 0px;
+  margin: 8px 12px 0px 12px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent:focus-visible {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent
+  .jp-icon3 {
+  fill: white;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: var(--jp-error-color1);
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileBrowser-filterBox {
+  padding: 0px;
+  flex: 0 0 auto;
+  margin: 8px 12px 0px 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing:focus-visible {
+  border: 1px solid var(--jp-brand-color1);
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px 12px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {
+  color: var(--jp-success-color1);
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.jp-mod-running.jp-mod-selected
+  .jp-DirListing-itemIcon:before {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0px;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-DirListing-deadSpace {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+}
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: flex;
+  flex-direction: row;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child {
+  flex-direction: column;
+}
+
+.jp-OutputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+body[data-format='mobile'] .jp-OutputPrompt {
+  flex: 0 0 auto;
+  text-align: left;
+}
+
+.jp-OutputArea-output {
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea-child .jp-OutputArea-output {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {
+  margin-left: var(--jp-notebook-padding);
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0px;
+  padding: 0px;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0px;
+  flex: 1 1 auto;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-stdin {
+  line-height: var(--jp-code-line-height);
+  padding-top: var(--jp-code-padding);
+  display: flex;
+}
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0px;
+  bottom: 0px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0px;
+  width: 100%;
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+}
+
+body[data-format='mobile'] .jp-InputArea {
+  flex-direction: column;
+}
+
+.jp-InputArea-editor {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0px;
+  background: var(--jp-cell-editor-background);
+}
+
+body[data-format='mobile'] .jp-InputArea-editor {
+  margin-left: var(--jp-notebook-padding);
+}
+
+.jp-InputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+body[data-format='mobile'] .jp-InputPrompt {
+  flex: 0 0 auto;
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: flex;
+  flex-direction: row;
+  flex: 1 1 auto;
+}
+
+.jp-Placeholder-prompt {
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  flex: 1 1 auto;
+  border: none;
+  background: transparent;
+  height: 20px;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0px;
+  margin: 0px;
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 200px;
+  box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  flex: 0 0
+    calc(
+      var(--jp-cell-prompt-width) -
+        var(--jp-private-cell-scrolling-output-offset)
+    );
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  flex: 1 1 auto;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+.jp-showHiddenCellsButton {
+  margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));
+  margin-top: var(--jp-code-padding);
+  border: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-border-color3) !important;
+  color: var(--jp-content-font-color0) !important;
+}
+
+.jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-MarkdownCell:hover .jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  position: absolute;
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: 2px;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-MainAreaWidget-ContainStrict .jp-Notebook * {
+  contain: strict;
+}
+
+.jp-Notebook-render * {
+  contain: none !important;
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+  float: left;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* cell is dirty */
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {
+  color: var(--jp-warn-color1);
+}
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {
+  color: var(--jp-warn-color1);
+  content: '•';
+}
+
+.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {
+  background: var(--jp-warn-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: block;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0px;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-NotebookTools-tool {
+  padding: 0px 12px 0 12px;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px;
+  background-color: var(--jp-layout-color1);
+  border-top: none !important;
+}
+
+.jp-ActiveCellTool .jp-InputArea-prompt {
+  flex: 0 0 auto;
+  padding-left: 0px;
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor {
+  flex: 1 1 auto;
+  background: var(--jp-cell-editor-background);
+  border-color: var(--jp-cell-editor-border-color);
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {
+  background: transparent;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0px 12px 0px;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-Placeholder {
+  padding-left: 55px;
+}
+
+.jp-Cell-Placeholder-wrapper {
+  background: #fff;
+  border: 1px solid;
+  border-color: #e5e6e9 #dfe0e4 #d0d1d5;
+  border-radius: 4px;
+  -webkit-border-radius: 4px;
+  margin: 10px 15px;
+}
+
+.jp-Cell-Placeholder-wrapper-inner {
+  padding: 15px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body {
+  background-repeat: repeat;
+  background-size: 50% auto;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  background: #f6f7f8;
+  background-image: -webkit-linear-gradient(
+    left,
+    #f6f7f8 0%,
+    #edeef1 20%,
+    #f6f7f8 40%,
+    #f6f7f8 100%
+  );
+  background-repeat: no-repeat;
+  background-size: 800px 104px;
+  height: 104px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  position: absolute;
+  right: 15px;
+  left: 15px;
+  top: 15px;
+}
+
+div.jp-Cell-Placeholder-h1 {
+  top: 20px;
+  height: 20px;
+  left: 15px;
+  width: 150px;
+}
+
+div.jp-Cell-Placeholder-h2 {
+  left: 15px;
+  top: 50px;
+  height: 10px;
+  width: 100px;
+}
+
+div.jp-Cell-Placeholder-content-1,
+div.jp-Cell-Placeholder-content-2,
+div.jp-Cell-Placeholder-content-3 {
+  left: 15px;
+  right: 15px;
+  height: 10px;
+}
+
+div.jp-Cell-Placeholder-content-1 {
+  top: 100px;
+}
+
+div.jp-Cell-Placeholder-content-2 {
+  top: 120px;
+}
+
+div.jp-Cell-Placeholder-content-3 {
+  top: 140px;
+}
+
+</style>
+
+    <style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
+    0px 1px 1px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 3px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
+    0px 2px 2px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 5px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
+    0px 4px 5px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 10px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
+    0px 6px 10px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 18px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
+    0px 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0px 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
+    0px 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0px 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
+    0px 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0px 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
+    0px 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0px 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
+    0px 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0px 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
+  --jp-ui-font-size0: 0.83333em;
+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+
+  --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,
+    Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
+  --jp-ui-font-color0: rgba(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
+  --jp-content-font-color0: rgba(0, 0, 0, 1);
+  --jp-content-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+
+  --jp-content-link-color: var(--md-blue-700);
+
+  --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',
+    Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
+    'Segoe UI Symbol';
+
+  /*
+   * Code Fonts
+   *
+   * Code font variables are used for typography of code and other monospaces content.
+   */
+
+  --jp-code-font-size: 13px;
+  --jp-code-line-height: 1.3077; /* 17px for 13px base */
+  --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
+  --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
+
+  /* may need to tweak cursor width if you change font size */
+  --jp-code-cursor-width0: 1.4px;
+  --jp-code-cursor-width1: 2px;
+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
+   *
+   * The following are the main layout colors use in JupyterLab. In a light
+   * theme these would go from light to dark.
+   */
+
+  --jp-layout-color0: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-900);
+  --jp-brand-color1: var(--md-blue-700);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-900);
+  --jp-accent-color1: var(--md-green-700);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-900);
+  --jp-warn-color1: var(--md-orange-700);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-900);
+  --jp-error-color1: var(--md-red-700);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-900);
+  --jp-success-color1: var(--md-green-700);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-900);
+  --jp-info-color1: var(--md-cyan-700);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0px;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Statusbar specific styles */
+
+  --jp-statusbar-height: 24px;
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-border-color1);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: #05a;
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+}
+</style>
+
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+.highlight  {
+  margin: 0.4em;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.CodeMirror pre {
+  margin: 0;
+  padding: 0;
+}
+
+/* Using table instead of flexbox so that we can use break-inside property */
+/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS */
+
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  min-width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-OutputArea-child {
+  display: table;
+  width: 100%;
+}
+
+.jp-OutputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  min-width: var(--jp-cell-prompt-width);
+}
+
+body[data-format='mobile'] .jp-OutputPrompt {
+  display: table-row;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {
+  display: table-row;
+}
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  width: 100%;
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+</style>
+
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-AMS_CHTML-full,Safe"> </script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    init_mathjax = function() {
+        if (window.MathJax) {
+        // MathJax loaded
+            MathJax.Hub.Config({
+                TeX: {
+                    equationNumbers: {
+                    autoNumber: "AMS",
+                    useLabelIds: true
+                    }
+                },
+                tex2jax: {
+                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+                    processEscapes: true,
+                    processEnvironments: true
+                },
+                displayAlign: 'center',
+                CommonHTML: {
+                    linebreaks: { 
+                    automatic: true 
+                    }
+                }
+            });
+        
+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
+        }
+    }
+    init_mathjax();
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h1 id="Subject-4:-Latency-and-capacity-estimation-for-a-network-connection-from-asymmetric-measurements">Subject 4: Latency and capacity estimation for a network connection from asymmetric measurements<a class="anchor-link" href="#Subject-4:-Latency-and-capacity-estimation-for-a-network-connection-from-asymmetric-measurements">&#182;</a></h1>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Exercise's-Instructions">Exercise's Instructions<a class="anchor-link" href="#Exercise's-Instructions">&#182;</a></h2><p><strong>Required competence: linear regression</strong></p>
+<p>A simple and frequently used model for the performance of a network connection consists of assuming that the time T required for sending a message depends mainly on its size S (number of bytes) and two quantities that characterize the connection: the latency L (in seconds) and the capacity C (in bytes/second). The relation between these four quantities is T(S) = L + S/C. This model neglects a large number of details. L and C certainly depend on the chosen communication protocol, but also to some extent on S. Moreover, a measurement of T(S) includes a strong random component. What we are interested in here is the mean time required for sending a message of a given length.</p>
+<p>Your task is to estimate L and C from a series of observations of T for different values of S. Prepare your analysis as a replicable computational document that starts with reading the raw data available for two different connections, which were obtained using ping:</p>
+
+<pre><code>- The first dataset explores a short on-campus connection: http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz
+- The second dataset measures the performance of a connection to a remote Web site that is popular and therefore has a heavy load: http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/stackoverflow.log.gz
+
+</code></pre>
+<p>The two files contain the raw output of ping, which has been executed in a loop while varying the message size randomly. Each line looks like</p>
+
+<pre><code>[1421761682.052172] 665 bytes from lig-publig.imag.fr (129.88.11.7): icmp_seq=1 ttl=60 time=22.5 ms</code></pre>
+<p>In the beginning, between brackets, you see the date on which the measurement was taken, expressed in seconds since January 1, 1970. The size of the message in bytes comes next, followed by the name of the target machine and its IP address, which are normally the same for all lines in a given dataset. At the end of the line, we have the message round trip time in milliseconds. The other information, icmp_seq and ttl, are not important for our analysis. Watch out, lines can be incomplete, you have to verify each line before extracting information from it!</p>
+<p>Your mission, should you choose to accept it:</p>
+<ol>
+<li>Start by working on the first dataset (liglab2). Plot the time evolution of transmission time, if useful at different moments in time and/or on different time scales, in order to evaluate the temporal stability of the phenomenon. Can the variations be explained solely by message size?</li>
+<li>Plot the transmission time as a function of message size. You should observe a "disruption", a size starting from which the variability changes qualitatively. Estimate this time graphically, in order to treat the two classes of message size separately.</li>
+<li>Perform a linear regression for each class and estimate the corresponding values of L and C. Superpose the result of this regression onto the preceding plot.</li>
+<li>Repeat the preceding steps for the second dataset (stackoverflow)</li>
+<li>Submit your work in FUN</li>
+</ol>
+
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="1.-Extracting-data-from-log-file">1. Extracting data from log file<a class="anchor-link" href="#1.-Extracting-data-from-log-file">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Importing libraries needed</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> <span class="c1"># Library for dataframes</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> <span class="c1"># Library for plotting</span>
+<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">stats</span> <span class="c1"># Library for linear regression</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Extracting raw data and defining environment variables</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">file</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;liglab2.log&#39;</span><span class="p">,</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>  <span class="c1">#Open data file in .log extension</span>
+<span class="n">data</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span> <span class="c1"># Saving each text line into list variable</span>
+
+<span class="n">tx_time</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># transmission time list variable</span>
+<span class="n">tx_time_filt</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># transmission time filtered list variable (there are no time trasmission data in data file)</span>
+<span class="n">time_scale</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># Time of measures list</span>
+<span class="n">messag_size</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># Message size list</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Filtering missing data in trasmission time
+Due to data is stored in string form, for extracting the needed data from each line as:</p>
+
+<pre><code>[1421761682.052172] 665 bytes from lig-publig.imag.fr (129.88.11.7): icmp_seq=1 ttl=60 time=22.5 ms</code></pre>
+<p>It is possible to use the method "split( )" to separate the data from the rest of characters. This process is the same for <em>time of measures</em>, <em>transmission time</em> and <em>message size</em>
+There are two for loops due to the first one is to find missing data and extracting the other data variables. The second is dedicated to extract the unit measure "ms" string from the <em>transmission time</em> data.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">#Loop for filtering missing data</span>
+<span class="n">j</span><span class="o">=</span><span class="mi">0</span> <span class="c1">#Counter of filtered data</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+    <span class="n">mem</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][:]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;ttl=60&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># split function allows to separate the string line and extract the data</span>
+    <span class="k">if</span> <span class="n">mem</span> <span class="o">!=</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
+            <span class="n">tx_time</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span><span class="n">mem</span><span class="p">)</span>
+            <span class="n">time_scale</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</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="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;[&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">messag_size</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</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="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;] &#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; bytes&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">j</span><span class="o">+=</span><span class="mi">1</span> 
+<span class="c1">#Loop for extract &quot;ms&quot; string from transmission time data</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">tx_time</span><span class="p">)):</span>
+    
+    <span class="n">tx_time_filt</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">tx_time</span><span class="p">[</span><span class="n">i</span><span class="p">][:]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;time=&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; ms&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="2.-Plotting-Transmission-Time-and-Message-Size">2. Plotting <em>Transmission Time</em> and <em>Message Size</em><a class="anchor-link" href="#2.-Plotting-Transmission-Time-and-Message-Size">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>To use the data, a convinient form is working with dataframes. For this reason, all data is stored in a dataframe variable <code>df</code>. After that, <em>Transmission Time</em> and <em>Message Size</em> are converted from string data to float and integer respectively.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">#Constructing dataframe</span>
+<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">time_scale</span><span class="p">,</span> <span class="n">messag_size</span><span class="p">,</span><span class="n">tx_time_filt</span><span class="p">)),</span>
+               <span class="n">columns</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;Time Scale&#39;</span><span class="p">,</span> <span class="s1">&#39;Message Size&#39;</span><span class="p">,</span><span class="s1">&#39;Transmission Time&#39;</span><span class="p">])</span>
+<span class="c1">#Converting the type of data into float and integer</span>
+
+<span class="n">df</span><span class="p">[</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">],</span> <span class="n">downcast</span><span class="o">=</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>
+<span class="n">df</span><span class="p">[</span><span class="s2">&quot;Message Size&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Message Size&quot;</span><span class="p">],</span> <span class="n">downcast</span><span class="o">=</span><span class="s1">&#39;integer&#39;</span><span class="p">)</span>
+
+<span class="c1">#Plot with all data captured</span>
+<span class="n">figure1</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span><span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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="c1">#Zoomed plot from last plot, centered at a high deviation of transmission time&quot;</span>
+<span class="n">figure2</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span><span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">20250</span><span class="p">,</span> <span class="mi">20750</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">20250</span><span class="p">,</span> <span class="mi">20750</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>From the four graphs above, it is clear to state there is no relation that explains the variation of <em>Transmission Time</em> a cause of <em>Message Size</em></p>
+
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="3.-Transmission-Time-as-a-function-of-Message-Size">3. <em>Transmission Time</em> as a function of <em>Message Size</em><a class="anchor-link" href="#3.-Transmission-Time-as-a-function-of-Message-Size">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>The next step to visualize the relation between <em>Transmission Time</em> and <em>Message Size</em> is plotting the first as independent variable and the second dependent variable.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">figure2</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>We notice there hare a disruption arround to <em>Message Size</em> equal to $1500(B)$. This allows us to classify into two groups the data. One of them goes from zero to $1500$ and the other from $1500$ to $2000$. Doing this more accurately, we have to make a zoom around $1500(B)$ respect to the last plot:</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">figure3</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">1390</span><span class="p">,</span> <span class="mi">1610</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>The last figure shows the disruption is not exactly located at $1500(B)$, so we do another zoom between $1475(B)$ and $1495(B)$</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">figure4</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">1475</span><span class="p">,</span> <span class="mi">1495</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Now is clear the disruption occurs at $1480(B)$</p>
+
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Classification-of-disruption-groups">Classification of disruption groups<a class="anchor-link" href="#Classification-of-disruption-groups">&#182;</a></h2><p>As we can see in the last plot, there are a several values of <em>Transmission Time</em> variable for $1480(B)$, the start point to classify is to find the location of these point in the dataframe.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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"># Sorting the data according to &quot;Message Size&quot; column</span>
+
+<span class="n">sort_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span><span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">sort_df</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[&nbsp;]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Time Scale</th>
+      <th>Message Size</th>
+      <th>Transmission Time</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1421770806.842532</td>
+      <td>24</td>
+      <td>1.130000</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1421767547.555943</td>
+      <td>24</td>
+      <td>1.120000</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1421764655.951966</td>
+      <td>24</td>
+      <td>1.210000</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1421766751.339029</td>
+      <td>24</td>
+      <td>1.160000</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1421770669.071285</td>
+      <td>24</td>
+      <td>1.100000</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>44031</th>
+      <td>1421768501.216148</td>
+      <td>2007</td>
+      <td>2.290000</td>
+    </tr>
+    <tr>
+      <th>44032</th>
+      <td>1421766239.850005</td>
+      <td>2007</td>
+      <td>2.480000</td>
+    </tr>
+    <tr>
+      <th>44033</th>
+      <td>1421765463.802747</td>
+      <td>2007</td>
+      <td>36.200001</td>
+    </tr>
+    <tr>
+      <th>44034</th>
+      <td>1421770854.067229</td>
+      <td>2007</td>
+      <td>2.350000</td>
+    </tr>
+    <tr>
+      <th>44035</th>
+      <td>1421766451.583931</td>
+      <td>2007</td>
+      <td>2.490000</td>
+    </tr>
+  </tbody>
+</table>
+<p>44036 rows × 3 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>Now it is necessary to obtain the indexes for $1480(B)$ values of the  <em>Message Size</em> column in dataframe</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">idx</span> <span class="o">=</span> <span class="n">sort_df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">sort_df</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1480</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+<span class="n">lastidx</span> <span class="o">=</span> <span class="n">idx</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">idx</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">lastidx</span><span class="p">)</span> <span class="c1">#Last index corresponds to the separation between the groups</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[32649, 32650, 32651, 32652, 32653, 32654, 32655, 32656, 32657, 32658, 32659, 32660, 32661, 32662, 32663, 32664, 32665, 32666]
+32666
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>With the row number detected, It is time to construct the groups. Group 1 is sorted data up to $1480(B)$ and the rest correspond to the Group 2.</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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"># Defining the groups</span>
+<span class="n">group1</span> <span class="o">=</span> <span class="n">sort_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:</span><span class="n">lastidx</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">group2</span> <span class="o">=</span> <span class="n">sort_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">lastidx</span><span class="o">+</span><span class="mi">1</span><span class="p">:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="c1"># Exploring the groups in table format</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">group1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">group2</span><span class="p">)</span>
+<span class="c1"># Proving the number of rows are well splited in the groups</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">sort_df</span><span class="p">)</span><span class="o">==</span><span class="nb">len</span><span class="p">(</span><span class="n">group1</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">group2</span><span class="p">)</span>
+
+<span class="c1">#Plotting the groups</span>
+
+<span class="n">figure5</span><span class="p">,</span> <span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">group1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Group 1&#39;</span><span class="p">)</span>
+
+<span class="n">ax1</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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">figure6</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">group2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Group 2&#39;</span><span class="p">)</span>
+
+<span class="n">ax2</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>       Message Size  Transmission Time
+0                24           1.130000
+1                24           1.120000
+2                24           1.210000
+3                24           1.160000
+4                24           1.100000
+...             ...                ...
+32662          1480           1.530000
+32663          1480          16.799999
+32664          1480           4.940000
+32665          1480           6.420000
+32666          1480           1.550000
+
+[32667 rows x 2 columns]
+       Message Size  Transmission Time
+32667          1481           2.280000
+32668          1481           2.150000
+32669          1481           2.250000
+32670          1481           2.230000
+32671          1481          38.099998
+...             ...                ...
+44031          2007           2.290000
+44032          2007           2.480000
+44033          2007          36.200001
+44034          2007           2.350000
+44035          2007           2.490000
+
+[11369 rows x 2 columns]
+</pre>
+</div>
+</div>
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="4.-Linear-Regression-and-Parameters-Estimation">4. Linear Regression and Parameters Estimation<a class="anchor-link" href="#4.-Linear-Regression-and-Parameters-Estimation">&#182;</a></h2><p>Linear regression has the form:</p>
+$$y = solpe\cdot x + intercept$$<p>and the relation we are trying to model is:</p>
+$$T(S) = \frac{1}{C}\cdot S + L$$<p>so $C = \frac{1}{slope}$ and $L = intercept $</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">slope1</span><span class="p">,</span> <span class="n">intercept1</span><span class="p">,</span> <span class="n">r1</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">std_err1</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">linregress</span><span class="p">(</span><span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#39;</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;C1 = &#39;</span><span class="p">,</span><span class="mi">1</span><span class="o">/</span><span class="n">slope1</span><span class="p">,</span> <span class="s1">&#39;in (B/ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;L1 = &#39;</span><span class="p">,</span><span class="n">intercept1</span><span class="p">,</span><span class="s1">&#39;in (ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Std1 = &#39;</span><span class="p">,</span><span class="n">std_err1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;r1index = &#39;</span><span class="p">,</span><span class="n">r1</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">func1</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">slope1</span> <span class="o">*</span> <span class="n">x</span> <span class="o">+</span> <span class="n">intercept1</span>
+
+<span class="n">model1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="n">func1</span><span class="p">,</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">]))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>C1 =  3064.5146307032574 in (B/ms)
+L1 =  3.275673965631576 in (ms)
+Std1 =  8.496511589950841e-05
+r1index =  0.02124507571596384
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#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">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">model1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</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;S (B)&#39;</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="mi">30</span><span class="p">,</span> <span class="mi">180</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$L_1=3.275,\ C_1=3064.5146$&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;T (ms)&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#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">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">model1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</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;S (B)&#39;</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="mi">30</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$L_1=3.275,\ C_1=3064.5146$&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;T (ms)&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">slope2</span><span class="p">,</span> <span class="n">intercept2</span><span class="p">,</span> <span class="n">r2</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">std_err2</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">linregress</span><span class="p">(</span><span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#39;</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;C2 = &#39;</span><span class="p">,</span><span class="mi">1</span><span class="o">/</span><span class="n">slope2</span><span class="p">,</span> <span class="s1">&#39;in (B/ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;L2 = &#39;</span><span class="p">,</span><span class="n">intercept2</span><span class="p">,</span><span class="s1">&#39;in (ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Std2 = &#39;</span><span class="p">,</span><span class="n">std_err1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;r2index = &#39;</span><span class="p">,</span><span class="n">r2</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">func2</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">slope2</span><span class="o">*</span> <span class="n">x</span> <span class="o">+</span> <span class="n">intercept2</span>
+
+<span class="n">model2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="n">func2</span><span class="p">,</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">]))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>C2 =  387.76040454764706 in (B/ms)
+L2 =  5.289833455834813 in (ms)
+Std2 =  8.496511589950841e-05
+r2index =  0.018872155725227994
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#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">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">model2</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</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;S (B)&#39;</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="mi">1500</span><span class="p">,</span> <span class="mi">125</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$L_2=5.289,\ C_2=387.760$&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;T (ms)&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#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">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">model2</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</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;S (B)&#39;</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="mi">1500</span><span class="p">,</span> <span class="mi">13</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$L_2=5.289,\ C_2=387.760$&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;T (ms)&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">25</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABUDklEQVR4nO29f5wcRZ3//3rP7Gx2Ngk7GwghjCEJiIlATNZEQKNegkoURFaigIceKid6ngoxl6/L6ZngyZdoRDg9z4/nj1O+5kMCwq3RoIEjWdFo4BJ2QwgQfhh+OCEhwM6aZCe7s7P1/aOnd3t6qrqrf/fM1PPx2MfOdPd0V1VXvetd73rXu4gxBoVCoVA0DomoE6BQKBSKcFGCX6FQKBoMJfgVCoWiwVCCX6FQKBoMJfgVCoWiwVCCX6FQKBqMwAQ/Ec0gom1E9DgR7SWi68rH1xBRjoj6yn8XBZUGhUKhUFRDQfnxE9F0ANMZY48Q0WQAuwB0ArgcwFHG2LcCebBCoVAoLGkK6saMsZcAvFT+fISIngCQDep5CoVCoZAjMI2/4iFEswA8COAcAF8E8HEAfwWwE8BKxlg/5zfXArgWANLp9MIZM2YEns7R0VEkEs6sX8eLo2CoLkMCoSUVzykUN/mMikKxJDzXnExguDTKPZ5MkC/5LI0yFEsMDAwEQipJSCbI0z15z7DKhx1Bvc+w67ZdWddSveUhU55+5/Gpp556hTE2teqZQQt+IpoE4HcAbmKM3UNE0wC8AoAB+Fdo5qBPWt1j0aJFbOfOnYGmEwB6enqwZMkSAEB3bw7rtuzDgXwBp2bSWLVsDjo7qgcs3b053HDPngoBlU4lcfNl87jXxwFjPuPO4rVbkcsXqo5nM2kAEJ7b3nWB53yG+W5l6xvv+q4Fo5g2582BpMlr/v1sR07ep9Py9Bve81ds7OOIfYAA7F97MQD/2yYR7WKMLTIfD8zUU35oCsDdANYzxu4BAMbYIcP5HwL4dZBpcIO5EubyBdxwzx4AqKo8+vcoK5lXom4kVqxaNqdKIKQShMHhEfQPFrm/OcDpDNywbsu+qhFHoVjCui37fC+fzo6sI2FqLJPh0qiwfnpNE+C+bjtpR36WtZPnBoHo+ZnWFLfOnlpWYsIkMMFPRATgxwCeYIx923B8etn+DwAfBPBYUGlwi9NK6KTRxg0vjSSMDsMsfNrSKRyzEPqAu4bEy4uoA/GrY3FLXDskM6J0Xr+xD+u27KuoL36WdZjl4+T5E5oSSKeSVaOaVcvmBJ4mM0EazBYD+BiAC0yum98koj1E9CiApQBWBJgGV8S1wXuluzeHxWu3Yk9uAIvXbh0TdqJGYnevG+7Zg1y+AIbxDqO7N+d7ujs7stjedQH2r70YEyc0oVgSmyfdNCRRXjKtKe71YWlo+vua3bV57H0BtVM/rdJjri+iMnVT1lGXj+g5A4Uibr5sHrKZNAiaSTIqk3CQXj1/gGa+MnNvUM/0i1Mzaa7tmEGzOcfJFALIad4Vmv2M8YYnmjy1ayRRaVVW6cq6HHXEUUPr7s1h1S92j3VyuXwBq36xG4C4fkZhMrBClE4dY33hmfTclnXU5WP1/LhYB2p3ijxAVi2bg3QqyT0XpGbrBlnNWyTcksT3GrFrJFFpVaJ06RO6bhpVHDW0G3+1t2pkUywx3Pirvdz6GZXJwAqrdqSjl31nR9a3suY9l6C1DePIKShk3o9oNBcWgU7u1ipGuzKv5w7TXmiHrOYtEm4lxlxptVFpVU40w3yhiMVrt9rOQcRRQxPNYfQPFqvmPZqTiVh6kdm1I6CyvvhV1ubnEjDmTRPGRK/dpLjVvFomkBRVozR+AbpdWeRFHRd7qigd5oZmpSm70bSi0jplNcPu3hxy/QWpOYha0aCNGOc95pwyOXZCX0dP521XLAi1jPXnZjPpKhdKmTksv56/f+3FVSNRt/NqfqI0fhuithfaYWVH7fjafVh9ydm2NlQ3mlaUbqwy6V23ZR+unFHZ5EUjtahdcnlzNJl0CvlCtdafSfMnnONOVGUc9USvk2drxyeGkgYl+G3wc9LJDjfukVYLQ/oHi1XDWk2rOOJ6ItRIXCaqeBzIFwDOYm9eo4tyHYNo2L98YRYbH34RxdHxN5tKENZ84OxQ0hUEUdSXOCpucUiTMvXY4OekkxVu3SM7O7Jcoa9jHELqw8952TbXE6F6WqOcmJJB1j0wCLdUJ+UjGvZve/Iw1n14fkW9W/fh+bHtaONKHM14cUiT0vglCFpT6e7NYeWdu1Fi1qYJkWaatXGb83NYG/WqSFlWLZuD3BO7Ko7xGpffbqlOy8dq2B/nEVWtELUZz2maenqeDiUNSvBHjC4ozEJfRxcMVgKFZ44y4ucQMupVkbJ0dmTRffBxZDNJywbvtw3YafnEYdgPxDtsh1fi2IFGnSYl+EPAqlHxBIURXQBYCZTtXRcAANZs2ls1Iej3EDLsyTIvAimTTmF71xLLa/wWvE7LJ8w5JBG1MopT+Iey8QeMnQ3ZSmAaBYCdQOnsyKJv9YW47YoFgc5H+Lm03o4wwkL4bW91Wj5hzSFZEQf3QkW4KI0/YOyG/iKNM0lUIQBkNVO7IWR3bw6HDh7BJ7o2uxrSh6mhujErmcMV53tzlvnz2wbspnyiHvbH0eUxDOrZvGWHEvwBY9eoRILCrPX5IXB1Dfqzc0fBkHA1pA9zssypQHIbrthPwavfx2h282vTEieCysm1cZlnCJNGN28pwR8wdo1KVpD6IXD9mpgNS0N1KpDiNPE8NDK+oxZvPYVTnCzzdyrU4jDPEDZxqitRoAR/wMg0KllB6lXg1tqQ3qlAijJ/Rg07QWTrmusUK0F10/kJ6Wt5z4+jy2PQ1Fpb8Bsl+AMmTo1KVoOOi+3TadlFZbIwa9h2rrlucLLM341Qi3qeIQis6nEjmreMKMEfAnFpVLoGDYyMHeOFi42T7dNJ2bk1WXjt6OxccnW8CBUngqrRhRpgX48b0bxlRLlzhkBcQhzoroPNyYTQdbCWXfvMrpEy4Yr9cBmV0eR5QsVJvXDidhqHkABRY1eP4+BGGyVK4/cBK40xDhp0Vfrmt2D/2vdwz4vi/gRp+/TTtGQcIfT09GCJRBRPGXu4G7NBkgijjHHz5LReOFnmH5Z5MS4mQR5W4cpl9mgwE+e8ukEJfo/YNeCovQd46cv1l9Bd9m83nxcRlJkgrI5R1HBl7OFuzQZWGqSbeuHE7BVGfKmoFRorRJ2xvhMXIJ/muOfVDcrU4xG7IWXU3gO89I0yNpY+Gft0kGaCMExLVuYcmZW2ojSuvHM3Zndtxrot+7B8YVZqcxjdtCMKqhemV4kXE2TcTYKi7RfdbMoS97y6QWn8HrET7CLNoy2kDTXs0mcnaMwriP0mjI7RquHKTPJZbVsJaB3J3btyluUU9cjKLj1OtdioFRo7eOYut51t3PPqBqXxe8ROY1y1bA5SieoNHI8Nj4QyyWuXPjtBU2IMKzb2BTYpbZc+PybG7UIf203yyQhjOw0w6pGVTHqcaLFhxmxyS2dH5faHWZdproW8OkUJfo/YeVB0dmQxqaV6YFUssVCGirz0JYjG0sc7byaoAGmi5+vl51eQNruGaxYQZo1XpowAaw3Q6lwUXiVetdha9Bxym+ZazKsdSvB7REZjzA9W750KhDNU5KUv254eS59+XmYv1yDsmlbl55dt1WvDNacxSdUjOMBaA7Ta7F7U4QSJVy22Ft0h3aa5FvNqh7Lxh0DUC2rMHh49PT3c807dOv1ycTPbY/2eGPfDvdFYhjx7vV1HErcFQ7z0EIClc6dK34PnORQ3t0deevT9K5wQl0WYfqEEv0dkJsni1uhFGDsA3laQQKXt3S8XN9G9Mq0p9HNGS246zCAicDoRcHEK3aGnZ+fzr2H9jhfGOnkG4O5dOSyaOcVRunThmssXKjxnonZ7rEc3TL9Qgt8jMv7YcWv0VlhtBWnsrPxcnyC614SmBNKpZCw7TDcdSdy0xm1PHha6N8qm0yxcvd7PT6JeQxNnlOD3iKw5Im6NXoTI+8Ts1umni5voNwOFIm69YkFNdJi1iB/vUMZbKSq3R7v8xc0sFSZK8Hskavu931j5rK/Y2Dfm++5nvq3uVSsdph1uhUyQwsmPdygj1KNqC1b5kzED1XPHoLx6PFJvrl5WjdToUrl07lTf8l1vZWjGrVtq0HsO+1HudkI96glsUf7sPMbC2O85SpTg90hYrl5hRfgULTgzUiiWsO3Jw77lux7d5Yy4dUuVEU6L127FntyAqzrhR7mLQiPA5f38xCp/dmagegzTYESZejxgHgreesWCQCp56N4J1nIfwPiqVz89ZepF0Jtxa0u3+l1FnZjhvk54Lfe4Oy6I8mdn5qrHMA1GlOB3SZjC2M47wc4WWR2WWTwZt27LPhRLIi/+ceK6a1cccWtLt/pdnDxWarHTtnOxrre5OzPK1OOSMIeCMpqfyBbJO5/rLwjNAm42Fal3e6hXROYQu8VSVjbqetdIrfDD7Gln5qr3eScl+F0SZsOzWl5v1wHZhWWWfVaSqC537QqDzo4sli/MVljQ9MVSRqFlFmgAhMKpHgOHyeCnkmEVo6ne550CE/xENIOIthHR40S0l4iuKx+fQkT3E9HT5f/tQaVBFjeTZGE2PC+an9MOSvSsWy6fL4wp08japyxWi6UAsUADUCGcAGDx2q1jq2SN1JNGKiJMJcMueF8tE6TGPwJgJWPsLADnA/hHIjoLQBeABxhjZwJ4oPw9MowNDpDXIMIcClppH27DLovCHgNiLVOE6BkMCHWPYXNe8gV+cDyr3wSVVj+8SMx1lSE+HjRhoZQMfwhscpcx9hKAl8qfjxDREwCyAC4FsKR82c8A9AD4UlDp0BFNPrqdJPPqzeB0MlQ0gWY3ScU7r4dlFk1Q33zZPEeBrHjP0AkrPordFpOyv/E7rfp7Fk2XO/Ei4dVVBm1TeTeBx2qRepl0jdoZghgnJovvDyGaBeBBAOcAeIExlikfJwD9+nfTb64FcC0ATJs2beGGDRtcPz9fKCLXX8CoIa8JImTb03jxtcGxY9PSwCFTnWpOJjCtrUUqbLEf6XHznHyhiEMDxzFcGuWmt+p8K5A5YTL2HTyC4dJo1f2akwnMOWWy62fw4N3TT3h5mZYG+ofFz3WSfzfw3rMR4zuXScue3AD3PtPSwMlT2jynV4Tduw+Lo0ePYiQ5wde2EwVW7b+pNIRJkyb59qylS5fuYowtMh8PXPAT0SQAvwNwE2PsHiLKGwU9EfUzxizt/IsWLWI7d+50nQbdJmpG35FHP7dy3ghu2VM9CLLbONvP9IShufX09GDJkiWY3bWZq4kSgP1rLx77LgpDzCsT0T0BLX9BaTa8566cN4Jv72mqyIvdb4Dq/JuR1dZE7xmoLguZMhbd74YFo/j0lZcI0+sFJ+8+aPR6G7W27BWr9n/T+QksWbLEt2cREVfwB+rVQ0QpAHcDWM8Yu6d8+BARTS+fnw7g5SDTAFgPo2V2V/J78igudkrZCWonE2pWQ+4g3TzdTLa7+Y0TrxLR+yTAlReJaF5pWluLML1eiaPHVq1Pusah/Qfp1UMAfgzgCcbYtw2nNgG4uvz5agC/DCoNOplW/hAw05qqaHBW+PlS4uKKJztB7aSi2nWkQQkNuy0mZX9jN0HvRydoPG6cXNYD4IkEmqhzCNLEEQchVW/Eof0HqfEvBvAxABcQUV/57yIAawG8h4ieBvDu8vdAEVmz9OO6BjEv2+Z6Q2YnxGVxiKyvsijvCaIqbxiZjtRvoaEP/QvF0ti2iOYtJnm48dX22gka37Mbn/Swtd04CKl6Iw7tP0ivnj9AHPXlXUE9l8eAwK2PdzyM3bLiFN9EZrm9yGtH36zF7A2j/4lsmX4KDbMNusTY2PvKDDxt+3un4QaceJXYvec4hV0QUSu7x9USVvWip8e+zvpBQ8Tq8bOx+kUtxTcxl0mCqGqHLp7ACkNoWAnPm873f0DrNE9W7zlIM0pQ+yFb3SuOk65xTBMQfftvCMHvZ2NtVIxlMrtrM/ca3q5jQLCdqLXwnOjbc3T8zFNQPul+r0+QaQ9x3N82jmmKCw0h+ONkWqkHnI6gZISG23cTxYIevxSDoEZEUZiQ4mi2imOa4kJDCH5AafF+oAtoPU6M0djjVmB51coshaeEjT9KglJIovDEiaP3TxzTFBcaRvD7SVzthkEgEvZGoe9lYZZXrSwOE2WA+zoRhEISxSgojqEU4pimuKAEv0NqzW7IE0gZB7815lW0ynXp3KlYt2UfVmzsc9wR+qGVRT2ai1udiMITJ47eP0vnTsX6HS/4MjL1i7gojSoev0PiuJJRhMhPXCZqJcDPqxkGYP2OF1zHR3fiJx5WJE2nxK1ORBFLPm7x67t7c7h7V65C6BOA5QujUxLitGGR0vgdUgt2Q6N5xkyhWMKhgWLVtTwNRDZPojjznm30pjzFSas2Esc6YRwF6e/YzYjM7TOjRhTJdNuTh0NLg7ltDQ6PxGayWQl+h7ixG/KEK+D/pF53bw5rNu211ej1KJB2wlSUVxlkhZ7sBGecPTTibEuOc4cZJFF3xrxyFxGFgqBMPQ5xutyaN7xbdddurPrFbl+HfPpzZMw4zUnttduZKGQC2ImWZjsRejJhCKJuyFbEYQm+iLiZocIi6lATMmZSnSgUBCX4HeLUlsmrAMVRhmKJv/LVLbIVzRjN0U6Y8vL60fNPq/h+1fmnhSL0om7IVsTNvm0kLh1m2PMzUXTGxjzKjpSjUhCUqccFTmyZThqYl8Yo81vd7VKPYSNjopDJ66KZUwL3VIij14iRONm3jcTBDBWFuSnsRZu8fQt4ZNIpTJzQFLlXjxL8GLfBXznjCL68dquvL8OJndxLY7R6jnnjDN2/3S9hGobQU6uvxeQLRSxeu5VbLnHoMKOan3FaL724WsqMuFNJwpoPnB2LOtvwgr+ip57hvzbCa3ipBAGECnOP18YoiqDZ3prC6kv4lc2pMI3aBzmuWnWUdPfmkOsvIJfXzBq8SKlAtO9YNBrN5QuWeyKHiddRidRoPfhdbqVpeMEftDYiani8Y16e51YjlhWmjeodEne0kap1pNSo37HVaDQudcirHJAZ2RdHWSy80AAl+EOZ/BI1PL8rQFAacXdvDivv3C0VilkRLgfyBWCG4Lgkdus+vL5j0WjUr/v7gVc5YJVHN/cLmob36omzt0gc0LVAs9DXiUtFblS81l+ju7EIr+9Y93oS4XatiJ94LUezZ5e+E5zb+wVNwwv+OPtgxwG7Sau4VORaQnf7m9W1GWfccC9meXBxXLVsDhImIeOk/spMSvrxjjs7ssLtOAmIPPyGH3LAuB7llsvnx1quNLzgN/bUQLx8sOOAlbYXp4pcK5g1bPP2lU4FYGdHFtn2tOs1BHbavJ/veNWyOdwFfwyIfEGZ32sx/LhfkGsfGt7GD4zbxnt6evD5q5ZEnZzIMXp28LZZBLShrOognWOlYbu1d2fSKWzvWuIqPVaTkl7CbfPo7Mji+o193HNxMBn6PUfm5X5BO1MowR8yUbtE2qXLHHefJ/TN6wIU8tgJuLAFoMjPP6j3m43BgrJaIGhvw4Y39YRJnMKyitIF8N2Nk0SxC0dQi9gJuLAFYNjhJtScmhxBexs2lMZv1Lbb0ikQAfnBouMNStwS1wiTMhN8o4xh/9qLQ0pR/WLl9heFAAx7BKpWYMsRdKiNhhH8ZpuZMYqlrnnf/DbrSJReCWPNgJuGLPN8NRT3B6Pgy+ULSJbnUPy2p8sQ1aK8eluBHUTnGXSojYYR/HZarXmDkiAIuhd325DtVh2qobi/xEXwxXUE6jdBjmqC6jyDHhk1jOCX0WqHS6OBVpKge3FRQ1555+6K3ZcyEunSJ3ij0EQV4RCXkM1BEvSoRrbNuXlWkApCwwh+mVgayQQFWkmC7sVFDdbsK242aSm7K5+4emD5RRxCNgdN0KMa2TYHyMkQq0irftIwgt8ulkY6lQRjJc+VxE5YBNmLy3RuIpNWXMwPcaERgtLFIWSz35jbn6g9+DWqkW1zMjLELtKqnzSMO6fZbS2TTqG9NTXmwrZ8YRajHuPRRO2uKbNVIjC+565CTCNsWRi2K2fQ8NqfaGtQBviyGla2zcnIkHVb9lXJoKDqXMNo/IC1Vrt47VZcyYlyCMgPfaOeLDObbESrbvU9dxViZO3ftW4OqqeRHq/9MaBiQaIRPzRq2TYnI0P8iLQqS0MJfitEhQ5Aeugbh8kyY0PmbQen7bnbHFp6ahUZ+3cjmINqCVE7050Uggo7LdPmZGSIVreOCI77S8MKfrOmlmlNARipui6TTklXirhNlokmbfU9dxXjmOvD0rlTcfeunGUDjnqE55RaH53YIWp/2Uwa27suwOyuzVzN3++9NwB3jhKrls1B7oldFceCmnNpSMHP09RSCQJxwtu+f/506Vn2MCfLZBsxbyiv77mr0ODVh7t35bB8YRbbnjwsLGPRpF4c4subievoxM/OyK79haWYuTWfdXZk0X3wcWQzSeXVEwQ8Ta04ypAgTTsQaX12jSUst8i4NuKw8UtoiDT3bU8exvauC4S/S1pELo0bcRyd+F2P7dpfLXgxeYm06oTABD8R/QTA+wG8zBg7p3xsDYBPAThcvuyfGWP3BpUGEULf21FW0dAXr93quLH4MVlmJ9Di2IjDxk+h4XZuRrQrmeh4lMRh/smMqB6v2bTXdYdu1f6iWq8SRxNbkBr/TwH8O4DbTcdvZYx9K8Dn2iIa8pm9XaJoLDICLY6NOGz87PxkTQDmBtzemkL/YPWaCNFOU1ESt/knQGwSyxeKY7G0jPU/48Mzw/ZiiuvoPDC/PsbYgwBeC+r+XhCFhp3W1lJxLIr9eGX8x9U+wf52fjKhgnk+4kePjyCVdL/tYZjEMRyyrEmsltdPxHU9CLEAh6VENAvAr02mno8D+CuAnQBWMsb6Bb+9FsC1ADBt2rSFGzZs8CVN+UIRhwaOY7g0CgKBgaE5mcC0thY0lYYwadKkimtz/YWqRRUnTmwOTMjuyQ0Iz83LtgnTlSBCtj2NTDpl+4yjR49W5LMW2XfwCHchWnMygTmnTAbgLJ/GeqHXB2NZip6XTBCSRMLfhYFsPu3yGDZWdZ3H7LZkzdVbmfZsxO+2uXTp0l2MsUXm42EL/mkAXoHmWvuvAKYzxj5pd59FixaxnTt3ek6PyMdWX63Y09ODJUuWVPzmK917sH7HCxVuYEHuULR47VZLlzQdL3ZDXj7jhl3+7N4l4G8+Ra6ABES+T0EtvE8eorrOI5tJ46bzEzWXT9n2rOP3uyQiruAPdQknY+wQY6zEGBsF8EMA54b5fKtIerO7NmPfwSNVS7i3PXm4qsEHOVSTHZJ3dmSxvesC7F97MbZ3XRD5ZJEINxtGy4S+CDvcgDKv+Q+vrqcSVDPmM5m6HUcTGxCy4Cei6YavHwTwWJjPt4qkx6DFsDELmLAnUuspforb2EWydlG987v1igUAgBUb+3yJv8Ijrg3YCW464SCfxavr6z48H+s+ND/29V+2bse1PQfpznkHgCUATiKivwBYDWAJES2AZup5DsCng3o+DzeR9KLwhqiH+CndvTmsvHN3lWujjOeNk87Wymsi4zLtPGo9dHWY3iVOniWq63EvVydeZXFsz4EJfsbYRziHfxzU82SwC82sYxQwtbDoI27oDV/kz243WnLS2Vo1wJvO93dAG8cGLEuYaz8aYZ1JrbtUN1SYRvOwS+ROZhQwcR2q6YQ5fJfFbptLu9HS0rlTq8LpijrbWm+AYRFmOTXCO6n1OZ+GC9ngJpJeXDW9uC4OsWrgdqOl7t4c7t6Vq5hQJwDLF/LfQRwXJsWRMMupEd5JrVsCGkrjN2PW5puTiVhp83bEdXGIqIEniWzLVxRTfduTh7nX18qkaxQjM+Mzjw2Ft9isVt6JF+JuCbDDVuMnorcC+CiAdwCYDqAAzRtnM4CfM8acrcKIGUZtvqenB0tq5MUB8R1Si7QhmYbhNE9Wk65xiUIaxcjM/Mx8oYhUgtDemkJ+sDgWhHDdln2eNwU3U+sT4XaY15jcesWCmsubpeAnot8AOADglwBuAvAygBYAbwCwFMAviejbjLFNQSc0VH7wA+DRR4Hvfc/f+86aBUyeDCSTQFMTYF6U9uKLwN/9HXDoEEAEXHstcN114+dvvRX40Y+0c/PmYdZZV2P/sRI+sfOXuHL3FhADNsxfhi3vubLitlWLoeab7O933QV861vA0BBQLAKXXw6sXs3NgszCMf37v/16D277/hfQykqY1tqEExJXAh03cvOC//ov4Pnncd/t16FYXiE7I38Qt779o/jJWy4dH0Xs2wdcccX4w/78Z3R+7Wvo7LoeyOeBv/974KePAUQ44XOfA/TFML/9rVaWpZJ2TVeXxYvyl6AmO/V3ceWMI/jy2q0V70IUgba1uQm9X73QVWfkZNFgXM2jXomredUpdhr/xxhjr5iOHQXwSPnvFiI6KZCURcmePZowCoJt24CTBEXW1ATccgvw5jcDR44ACxcC73kPcNZZQC4HfOc7wOOPA+k0cPnluGX0CazpT+PK3Vtw6d99G8VkCj+/azXe+sa/G7slr6Lm+kvo7s1pFfVnPwO++12guxt43euAwUHgx3znK8duegtOBVY8AkyapHUob3878L73ATNmVOUFGzYAH/849m7+HW64Zw+Ghobx0H9cjS1veGulmWDOHKCvT/tcKgHZLPDBD2rfr7sOeO97gV/8AhgexuB9941f94//CNx/v5bHt7wF+MAHtHINgSBGZhXvYkb1u7B7ptPOqF4EnhN4HV29eCxZ2vh1oU9EE4koUf78BiL6ABGljNfUFY8+Gpzgt2L6dE3oA9rI4I1v1AS+zsgIUCho/wcH8ea3no2vnEF4atZZGEq14JQpk5B537vxnn1/HPsJr6KOMqbNA/z1r8AXvwjceacmEAGgtRX4/Oe5yXM8p0CkCX1AE/zFonaMkxeceiqAcdvppa88iecz04GZM8UmogceAM44A5g5ExgYAB58ELjmGu1cczNG9Gc//DDw+tcDp58ONDcDV14J/PKX/DQ7RMZ2H4QHiN27sHum087IKoRyPSJaoCVaBxS1edUpsl49DwJ4BxG1A7gPwP8CuALAVUElLFIeeww45xz569/xDk1DN/OtbwHvfvf4dyLgwgu1/5/+tGbKKWPWLlbPa8WFvb3AeedpF2SzwD/9E3DaaZqWfOGFwIUX4twZTwA/ugWXrDpfO/6uLwPJ8dAclg28u1u7/+mnS2VTv9ed6/8fTBo23XfDCdX5BTRte+FC4JlnNK1bzw8nLzqdHVl04kmg67PY/jnxRijYsAH4SHm5yP79wNSpwCc+AezeDSxciMTy5dq5XE4bZei87nXAQw9J5dkKWS04CA8QO8Ht925UouflC8Xx0WMdIeroRJvv1JrHkqzgJ8bYIBFdA+A/GGPfJKK+ANMVHS++qGnbbYbIed3dwObNmoZ8zTUVQgoA8Pvfy9k///AHTYC//LJmwpk7F3jnO6sESP/LryH795/GQyv/BeedcIL22/5+TUvdvx/IZIAPfxj4+c+Bj34U+NKXtDRNnAgsWKDNIZSxbOCPPaZdz4OTZ/1el1/1zYpLRQGnAGhp6evT7O8f/KD2zGxWnBcAGB4GNm0Cbr6Zf0/eNSMjwCOPaGar884DrrsOp91xB/C+9+Hh/a/i0O4D+ELXZpyaSeM7xdewUHxnaWSH/UFMdtoJbr93o7Ja9V5rZg4jonZrFd4lnUrWrBunjrTgL3v3XAWgPJZG0uL62oVn3+/s1P76+zVN1ST4X+k4D3NeegU/NGgCdBth+5qbsPgzhonWbLlxnHyyJgQffhh45zsrBEhTaQT/57//X9zzxr/Bb0fOwHb9t//zP8Ds2ZpWCwCXXQb88Y+asLzmmnETxz//87jZBvwGniDSKuqm32vmFh6cPOv3+tlPV45p/ESEU9tagA0pvsavk8kAS5dqk6wzZ4rzAgC/+Y1m8po2jX8v3jWve532p48oPvQhTF61Ct29OWx8fBD/8MrBsSH77x7uQ8vZp+Bs8d2lcGIu8XuyU0Zw+7kb1aplc3D9xj7uuVozc+hYjdisOroJTQm0pBJj3lG16LEkK/ivB3ADgP9mjO0lotMBbAssVVFiZd//+tc1c4WJS6+4mR96NZ8eF9zHjgGjo9po4tgx4L77gK9+Fd29ufHfMoZv/Obf8MyJM/Djcz8IMt7ztNOAHTs0e3g6rdm3F5VNOi+/rHUmL7wA3HOPdh0AvOtd6Lz9duCyeRUNPNte0ipq8X2aqWTFCk2ADg0Bt98OfOpT3DzrlXvFxO9WCIs3iir94cNAKqUJ/UJBm1z90pc0gS/KCwDccce4CUeE+ZpTTtHMOfv2aRPADzyAY7NmYd2WfTg49Qx8o/8AXpc/iEOTT8T7HuvBTfP/BT+3foIl3b05JCIc9hsFN3AEWRcCyEln1NmRxY2/2svdcazWzBw6ViM2q/Au+UIR6VSyJt04daQEP2PsdwB+Z/j+ZwBfCCpRkbJnj6aV3nGH9n36dE0b7erSPFL0yVcDUprfoUPj3icjI8Df/i26p83DDffswX/dtRpfeu8XcNrAQSzfuw1PTJ2Fe//r80glE8A7CbjoIk2T/dCHtOc3NQEdHeNzBMuXA6++qgnZ731PE7Sjo5pdfcoUdGbTFRW0p6dH+3DuucCaNcCyZdr1xeK41s0YN8+ONNeXXgKuvlqz84+Oat4773+/dk6Ul2PHtA7iBz+ovt9FF2kuoG1t/Gu++13gqqs0M9Dpp+OFa67Bge0FsEQSX33PZ3D7nV9Fko3iznnvwfYJFqMJG6xiEYU57NffRU9PDz5/1ZLAn7f6krNrerWqGat2a+xYeUqdjCdPHPfa1ZES/ES0CMA/A5hl/A1j7E3BJCtC1q+vPvad72imloEBTZh+5jMVp6Umyk4/XZt0NLCuvJn7Jz6s+ba/PPlEzPrSrwGML3g601hRbrxR+zPz+99XH3v8ca1DSNtoYx/7mPZn5rvftcyzFG96E9Dbyz8nysvEiVonxuPee8c/865ZsKBibcRITw9OzYwily+g54y3oOeMt4yd87IvrigWkczK5DgLAzvivjDLadnKzJN0dmSFm/BYmbi6e3NYddduFEe1X+byBay6a/fYfaNG1tSzHsAqAHsAVO8/V+984QvanwC3XhtWFcfz8u9zzgG+/W33v7fJc60QpkfNKGO2Qr/WfeHjujDLTdnK1g03sYfWbNo7JvR1iqMMazbtjUX5ycbqOcwY28QY288Ye17/CzRlEeMktorbuB2iipPNpGNROeqBIGKqiN4bAyzrSlxjK9UDbspWtm64iT2UL1TPhVgdDxtZjX81Ef0IwAMAhvSDjLF7AklVxLjRHtxoQrUe4a9WCMOjRseqrsQ1tlJc8GIGc1u2MnUj7iYuN8gK/k8AmAsghXFTDwNQl4Lfam9ePwNamStUWzoFIm0LQd2zoJYrV73iduKvVsMVhzEv4dUMFnTZOlUe2ltTXA+o9taUL+nxiqyp5y2MsUWMsasZY58o/30y0JRFiN3evLJ7x8rQ2TG+b+zQyCj6B4uWz4jjxit+Uwt51N8bfysffh3yGq44qtDObvZNdoqVsiXzLF7ZErT0RlGHVl9ydlUY7FSSsPoSr6tH/EFW4/8jEZ3FGHs80NTEhLZ0ytYW53dgJplVoPUwOWgHL48rNvZh5/Ov4eudEcRPssGJpunFZOBlb2E7jd3qfFhByayULZl8mkdhBIx54kTRTuJuHpIV/OcD6COi/dBs/ASA1aU7J8bjiNnhp21WxkYZVWTAMF0QRRuxrN/xAhbNnBKbhqPjdJ7G7XyD272F7ZQFu/NhzUtYrZSV3UNZL9vFa7dW3SuKCJpx9YAC5E097wVwJoALAVwC4P3l/3VJnmOb4+GnbVYmgmMUk4NhDfV1RHlhQCy9X7x6Dcmab9y+eztvF69RPv2CZ6ox4qSOq0l0e+w2YpnEGDtq5bqpX+N/0qLDSvvQ8dv7RkZzlDEr+K2dhz3KsCr7sBqu0zJ0q9k5Md25nby0E4Jeo3z6hZ7flXfu9hwGo1Yn0cPETuP/JRHdQkTvJKKJ+kEiOp2IriGiLdBGA3UFT/vQt60Lan9NGc3RbnIwCO08bO1p1bI5wgnTMBpumCMcJ77nS+dO5d5DdFzHTmO3Ox/EOggz+qhnxcY+TG5p8rw3cCPs+esVS42fMfYuIroIwKcBLC7H4x8BsA/anrtXM8YOBp/McIlqYsZKc9S1UGNMcHNgriC087C1p86OLHY+/xrW73ihYpl8WA3XjzKUHTE46VRFm81ve/Iw3m1h+7bT2L1G+fSKzN7ATvdQjvvEahywndxljN0L4F676+qNoCdmnJgTzI1Djwlu/k0Q2vnSuVPx8x0vcI8Hxdc752HRzClS5eO3actrGQZlvhE9X/v9RO454zNFZRS1kLTbG9gtevvV64daG1OJrFdPXWO1aXVQz3PilimrhQahnVtpmkEi0/EG4d7qtQydjBic2M9F6SLYhwGwK8sovU9E8zl2c2wyxNn9OepgfZY2fiKq+47BaNMFgvdaAZzHFZHVQoOwbcbZQ8JNfBY7LxqvZeh0cxZZ+7lo7oMBODRwXCptcSQp8J0WHXdCXGMjhe0px8NOsD8MoDoAfR1hp6EF0TM7FaayWmgQw3a3GnAYGo3TcpTRAL2WodPyktW2Ozuywh2whku1GzCX58FjddwJcVVa3K7J8BM7we+92405VpUjqKGiU+HgxCTgddhuFthL507F3btyjtz5whpiOy1HJ3vkuk1nkO6PWUF+m5PWwsJtJxxG5y3Kk5f9EnREK/Db0tHGy7HukMTzNX5i171MJaIviv5CSWHAWLmzBTVUdGpO0E0CGUOFbUn5rxnwhqB378ph+cKsI3c+Ubldv7HP17gpTssxLA1wQtP4u2lvTfnm/ijK77S2FuFv3JoVeL+7fmMfrvrhnzznw0iQrpcia5EPViRPhLUozgo7jT8JYBLqWPO30tBWBLS5tFtzwtDI+JC+f7AopUXztLaM4FqRwN725GFs77rAPmNlrMrHT+3faTkGMfltLN+2dArHhkdQLI2bKY4XR7nXutGgRfnNDIjdHN26p974q73csNPbn30NX+neI+115TZPfnSUohX4sivzg8JyVGjxLv3ETvC/xBj7WigpiQhjxTNvWi0Ku+tHz+zUnOCkAesCRhSs6ua38ZfG+6UR26189nPlr5Ny9NsMw/NBN2McIfph/uLl18q/3c077e7NcUMK66zf8UKF+c9rZx6UV1FcV/BadXayaxW8YmcvqFtN30hnhxZid162Ddu7Lhh7MXFaASjbgM1eSuYpskKxJPQC8WsIahd3BbDvTIIIQez3KlTR3rtmdDOJn2ZDY/nsO3hEWD5u3qldmhgQS28ZM3Fqv2Z0mbN/7cUVMoeLDxPdZuw0/nf5/sQaIurFLUZE2ot5okpGGIm8QPzSiI3lJtL8rQRPkJPDfmqXfswNuLmHuXyGS6PC8nHzTt3mK2pvGTOBt99SCSgUgMHB6j/Rcau/QgGLDh/WJiGMx3/9a+BC94vZeNiFbHjN16fVIHEJrbpq2Rysumt31QbOx4ZH0N2bG0ujTOMTeYH42VCMKyedCp6owk87RSaYn8w9nOKkfNy8U7t8TWxO4thwtXLRlk5h8dqtkStJGB0Fjh8HBgfReWIJnZ2njgvRVx4HfrnTsUDmHh8ask+LmUQCaG3l/7W3o9DcjEkzZ44fS6eBmTN9L6LAFmgR0U+ghW9+mTF2TvnYFAAbAcwC8ByAyxlj/UGlIWjCXH3X2ZHFjb/aW2V7LZZYRYO3a7SaF0iz5XOc5MGuDNwIHqvwBMZOLmp42nQqQZjU0oR8eSc1K9yaHZza7Z2+U9GewgkC/va80wCgKpZSKkE4NjwyNs/B3UCHMU1YutSQ5zz7LPCDH9j/puCyMxYJ5MmTgWnTKoWx6FrRn/6b5mZ09x0Qtoe9PT1YsmSJu/Q7IMiVuT8F8O8Abjcc6wLwAGNsLRF1lb9/KcA0BEYUO0WJvBGMDZ7XaPUJ3qyEF4gTZE0yTgWPVecVlyX3xjSIGjFvQxAdc4A9J/g+ackYUCyOCc7OyQWccE4SG373DI70H0F2AsPlZ52Ic6e1oO/hR/Gbh57F54aPIz0yhHRxCC3FIUweHUZq6DjSxSFMGBkeO5f+/hCOoohJpWHt/m7s1S0tQGsr2pNJoL29UqCeeKJnYbzpqX58o+d5HBg4HrgCF5cwEoEJfsbYg0Q0y3T4UgBLyp9/BqAHNSr4ee5uQe8UJdPgZTRsvzwHgjLJiDROv+7vJ1admsi+7mhCeWSkSqO9KTuInzz+OBKFAlpGhjBnYBBXPz+KD71xCnDTn5ybLAYHNXu1gQvKf2YWlP8AYCjZhONNE1BIaX/Gzy9PaMfxpgk4Xv5+/jkzcOask+U1Y+P3hGaa3BGANtzdm8MN9z4TmiCOixmTWAAzxmM31wT/rw2mnjxjLFP+TAD69e+c314L4FoAmDZt2sINGzYElk6do0ePYtKkSbbX5QtFvPjaoPB8czKBOadM9i1d+UIRhwaOcydlCYRkAhgZZWhOJjCtraVioRcP2XzasSc3IDw3L9vm6d52ZSxzf7/yyaVUQnJ4GInjx5EcGqr4nxgaGvs8dHQQg/mjoOPHMaE4jDaUkC4VkdSvO34cieHhyu+G/4mREcdJY4kESuk0ShMmYLSlRfs/YQJKLS0Y1T8bz9n9N1z/WP8wRponYKS5GSxp7bllxEub0Ot/e/Mo+ofl6rgs+w4e4bYrv9uwjl2b8bvOLl26dBdjbJH5eGSCv/y9nzHWbnefRYsWsZ07dwaWTkDr+Q/tewRr+xK2wz2rITygmVb2r73Yt3SJTDcZzoIhGY2yxyfNSVQO2Uza0YIvX+9vmNj70wMP4K3z53v2tPBtYo8ImDjRXst1YjNubcWORx/F+RdcMH4uFVxIglldm8XZQ7X7sPGcmzZhrP8r543glj1NzkdNFszu2sxNs59t2IhdnfarbeoQEVfwhx198xARTWeMvURE0wG8HPLzueiV67NzR8GQsB3u2XnOJIgwu2tzYFsf6vZ6oHrRkMywMV8o+uJ94chV0MXE3o+eO4jtj76AprLtOD0yhImlYcxrTwG//qrtxN5bnWRGJIgnTQJOljBRyAjw5uZA4gUcf/VVYPp03+/Lo701xV3c1d6awsVvms7duwHQzJFunCGCNo2EvcgrrK0s7Qhb8G8CcDWAteX/vwz5+VycVi47zxk9sqAf9kI3Ky/tVmXm+gvI5bVheq5/EF+96xGkjgzg4tdnHHladA4OYsGLh/HUn18GGzyGDEZwxqQkTvpNtV3azcTeGwHMbmpGoWkCjjc1ozihBW0ntqEt0Qa0tAJTpgiF7O5Xh/Fq/8voPtii2Z2bJmA0ncanlp2DpW+eVXl9S0v0AVwkcRKCIwhWX3I2Vv1id8UoM5UkrL7k7LE6zts9bencqa4mNYOOrxS2II7L2qAg3TnvgDaRexIR/QXAamgC/04iugbA8wAuD+r5TnBauazc3Uxu9t60k5ERvL5lFPlXBtAyMoR0UdN8W0aG8boJDC3FIQzmj1R4V6RHhjA1UQI+vYkrxN/0wmEsHS3g8sHy9cUhNLFR4GaHaWtuBtJpzGptxazWVgxQCn8ZIjw1lMK+dBqzTjsD2VNPdKUZ3/vsAL6y5c/IswRGE1oHJRrei7TIz67diivfdASb9lRW8eefT2H7R6JfuekGkUeIHoIjDPfizg5ta8w7HnoRJcaQJMIVb5kx9hzR7mluNfegNfIoBHEc1gYF6dXzEcGpSFcD8xqH4xjqbzoFycFj+D+/2YOBVwcwswX41KJT8B/37hkTvrpQ1YUyjm1z7mlRLOJ+h/kboQRYayvwDMeWfNJJ2DeQwuyTm7HraAsKTRNQSGka8VBTM/7l8kXyJo2m8aojWqTl1g570x1b8RqlKgKG8ISElWvcgXwBmFF977itLnWCSHgeGiiG5ibY3ZvD3btyY6PaEmO4e1euwpONJ9jcBjwMQyOPgyAOm/reYevAAeDgwTHhuuOxF/H7B5/C4uOFMYGcu3cYa6ek8OJfXsWCPw5i9uEiWorHMbFUxBtOSAIbOGaLoSFcAuAS0+OWWKXl9yQWpJkMcOqpQs2479Vh/PrpPF4qJpDOTEbn216Pt8/XVvfdt/+v+PcdB/BcgSFzUgZfvOhsy0r89bVbceWMI7jFpAlnM2n8y6fdTcj6bYeVHYGJnrvyzt3CSUYnmmLU2+OZEZXLcGlUWBZrNu31NQ9ha+7GEQag7cy1fGG8BHXc6okM9S34v/514PvfH/t6fvnPzPHUBJw7sRXDySQmsBaMtLTgpJPbceLUjCMzxR9yg/jeQweQp6ayNj0Bx1Mt+ODbzsCaDy90bUdegHHfaTMXzgMu/ID8vVYtm4PcE7sqjllpUDKV2i87rP4sWaEtur9o9yYnmmJcFtoYEQnP5mRCWBb5QrFiNW0Uc06Ae81dZoQRFDJ1P471RIb6Fvyf+hSwbNmYYL74R7vGBXJT85iJA5TA/rUX408eXaneDuC3p+ypmtzauOcVLDjzQCAVwam20dmRRffBx5HNJG1/I1up/bDD8sxFRlJJqhISTmLlOF0pG5eFNkZEwnNaWzNOzSSlysJrHrxo7oBzW3pU70G27sexnshQ34K/o0P7K5P//VBg27zpbHvyMDcUchAVwa22kUmnsL1rie39ZSu1H3ZYu6iiE5ubpCJP8iDA8bqCsHbrctJxi4RnZuBprFp2plRZeM2Dl3ftxpbudj8Br6YX2bof13197ahvwW8ijIkiJxXBawUNWtuQzYsfnhF2DWWAs8mJ+bkJIq6Zx40HSBj+3W46bp7w7Ol5mvsOBodHuD73XvIQtheM0/fgl+nFKlCgcY1OXDd7saOhBH8YlVa2IvhRQYPWNpxUaq+eEXZmG+MzRR2mmxDQZkS7l7m5lx1+d9zmd/CV7j3cBVVL5051nliL5wSJU2XNrzK1qo/GvYuXL8xW7EZml7640FCCHwi+0spWVJkKajciCFrbCHNxi5XZxvhMmQ5TL7PmZGLMpdTNRB1DZXgMIs0tcd2Wfb4oDH6ZMTKCa7c9edjR8ThifKfmrVF5+KUMyZgR9f2ob75snvLqiTtBu17JjirsKqiMgAtaMIc5rDc+K5cvIFk225gbul2HaezYe3p6sIQzEnAyUacL/aGRUd89N/wyYwS9h3LU6O+0p6cHn79qieW1filD5rov8jQ7kC/U5DqAhhL8YbleyVQEUQVNEI11TnYjAi+CWbYDDLNSyzzLjTDzOlFnjofE+70bhUKkVQ6adlWzy8ehger0AcGMCP1SnIJSwPxUhoz1URRcLQhbfhjrAhpK8IfleiXz4kSNvsSY5RCTN7HqJO3dvTkceOmv+OZv+8aO1YrvMeBOmMl2Fk63UnQyOuOhn1uzaW9F59I/WOT+3moBFw+/R4R+KU5B76kM+D9KDcvsmS8UccMDwSun/M1X65Qwhr56pc6Vh4f6i+vuzVVc19mRxc2XzUOSs6irUCxxjwPVk5yL127F7K7NWLx2a9UzRGkrmQMKYbwDjDurls1BOlVp2rBrgKJOwXxcdO/2Vn6YY/33VgqFHZ0dWUycUK1/8X4vyofVHso3XzYP2UwaBM1t2Us4Y6uV0uY6aFU3re5jV4dl6OzIYnvXBdi/9mJs77pAegRs1Zb8LksRhwaOu65LTmgojT8M1yunG2GLYpiUGEM6lRRqGG60JjtfebcdYNh7DwPONDpZbU10bwCWv/eqUMj+3moBlwg/TXV2K6X1Orjz+dcqPF3MddPqPlGMPIPaQtQN2uituiP3e16moQS/rADwIsicCgFRZ6RPaorSYaU1Ae72EXDTAUaxZN1pA3TSWVjdW/R7JwqFlyCBVgu4wkDGFFYolsYid5qP68qP1X2iWPUap9W3otGb33MJDSX4ZQSAV0HmdFRh1RlZCSE3WpNdw3Xj3x2nRgNUCtauBaPIlydJvWprVr93olDw6pYTX3BeOvzaQ9kO2ZXSolhJep21u0/YXkdx8n6a1taCdKoU+FxCQ9n4AXv7nxd7LeDcBu3WdmilAYjSa1d53Ph3x6nRmOdXhkuj3PkVv5F9h6K6pfuCB20/9oo5n6J5KLv5Kav5LeN1YSE7BxQGmXQqlLpQ9xq/U7ONH4tqli/MYtuThx0FTnP6Yt1oTZ0dWdz4q70A+Bt4uxHWcVqyHuXow6sraq34ghvTKVopLTOC0e8Rh20I47Idok4YdaGuBb8bs40fi2ru3pULXGPT773yzt2O4tOsvuRsvPg4f+P6tnTKdi9ecye3dO7U2CxZj9Pog0ecOkkebiK9ApXuqC2pBBbNnMLdhYvn3ABEvw2hKB921GIcfp26FvxuNEBR77907lSuUIxaywScaU2dHVn83+cfBWG0YjViKkE4NjxiGbtd1Mk5HeEERdwFa9w0SyNe5raGRsbXEehrEG6+bJ5URNQ4jXR4+QD4+a/VOPw6dS343WiAPC3ErNVWbfHn8BkyOFlZCzjTVk7NpHHrFWfaRnI0d2BWNmpzI49CG4qzYAXio+HycKvA+K34RKVFO82H6Hq/dzwLiroW/F42jTC+rMVrtwpdJ/3Y4s+MG23CrK2sums3bvzVXuQHi9wKaM7j7K7N3PsaOzDZTi4qbcgsWI1B2uJCnDRcI24VGJGXWC5f4IadsCJKLdpp/q3Ce1iNmuNCXXv1uFnlycNu4YoZr1qmU88i3vXFUYb+waLl6mEjMp4Nst4PVul3utrYKUavrTmnTI5dgwsDN2XsxrOluzcHq81EnXpUefWok0FUNk7zL6vYxXVFfF0Lfr+WWTvR3s3PcNMI/dI+jNhVQJlOUrYjtdrEQiachcI9siFDzLhRktZtEe+PDDgXekFPzluVjdP8864XERfnAiN1beoB/Blau93iz+3Q1amJSja4mNO5DZ55yO4aq/QkiWK12KuWkLV9u7W5u5l/kBFoToRe0JPzVmWjt1teuA6eUwevvGR3PIuDN1DdC34/ML9k2S3+3DZCp5OUsh2T07kNt9eI0h+XlZq1hhMFwovW7FRJklE42tL8AHc8gp6ctysbc/7tyt18/Ve692D9jhcsd22LizdQXZt6/MRoO77l8vmeTB52jdCpicp8fSadQipZaX0N07tFlH7RpvZxcbeMK05s30GsQhWZK2XMHUeGRqRNeX6ZZkU4LRsn5d7dm8Pdu3IVQp8ALF9Y2TmEMY8hg9L4XeDV5CHTCJ1qXzxtJcrhpCj9cXa3jCtOFAgZrdlJ3ZDd6lKk+ZdGmSNTXpBeT05HFE7KXbR7mzkMSlwWGSrB7xIvJo8wBF0c3Qaj8GOPugP0AycKhF0ZOzU1+OGnHxdTnmz90+uME1dtr5v9hD3qVYI/QOK8YCcqwuyQ8gHuZhRmh+JUgbAqY6eC3Eqg8WL18IiTKc+u/tnlKZUkbrnLCvS4LDJUgj9g4qh51ytmYfzRmQUUipU2aD+8iHha8/Ub+3Djr/Zi9SVn+/6+/VQg/Nov4tRM2nZjH0AsKIPCa4dsl6eJzU3c+y2dO9V2Yhewf5f5QtE2XpYfKMGvkCYqs4ndc7t7c1X71ubyBYzMsI4L7xaRcLCL7+IFvxQIP/eLEO0ep9PemgqkIxThh8eMXd0YMNQx43NlJnZ1RO+yuzeHXH8BuXzSdfplqXuvnqBXijYKbhcGme/h9F3YPVc/n+c0SBFeTQ9WwsGNh0YYdVR/Ri5fqFpt63a/CFE5ZjNpPLf2YvR+9UJfBJae9j25Acvy8cNjxq5u8M7LTuzasW7LPowKdi7zm7rW+OPiM1sPuJ3k07V1XeDo1dq4P6tVZE+758qYG4w4saeKRhp2/utORhRh1FHzMxgw9i6yNiM3q9FWGPbqirTPCG4Ng86qZXNwvcVIhpc3vzx1DuQLwAzv95GhrjX+uPjMxgWR5iSjcVqFYRD9zqitA6jykigUS1i/4wXLUYRdo7JrFJl0ypVfuNPl/UacjCjCqKMijTSbSXN3odOxG23po4GMYZGWTBx7GfQ6ef3GvlDXMHR2ZNHeyl90lkmnuGXl19qJMHcCq2uNPy4+s3FApDntfP41YchpYyW30nKZ4Hcy2jivMzCOIqxs0t29OeEqagBIEGHNB9zZmGWW95vnFQDnGm8YddTtM6xCD+vnzaYjP+Y5ZLyF3K5hkGH1JWdz77PmA2dzr/fruauWzUHuiV0Vx4Ly+IlE4yei54hoDxH1ERF/OygfiNNemlEjasR3PPSilEYls0pTD1WtjwBk4gfxMDZqUfCspXOn4oZ79giFfntrCtn2tGvhI7O8v2/1hbjtigWeVpqGUUfdPsMq9PCqX+y2HMl5GbHIKAyiNQx+rPz1unLey3Oz7elQ9l6OUuNfyhh7JcgHWPXEPNtlJsjERIzT0NLm681uaKLFLfr9zDZ9HqLzxkYtcn8TCYckEW65fD46O7Lo6empOOfEK0nW+8Wrt00YdnK3z7Aa5RVLVm/W24jF7rdu1zA4wcvKeb2erdjY59j7LZNOYXvXEjdJdkRdm3pEQgMAd0Lt5rfJhVmtRWQjeBqvN2Os3DIavXESUcc4qSi7Xy+vEYpcCUcZE7rKOZlEDWuhTRiL/Nw+w26i0wq3IxY7853dZHTU1IpDCTFBAQf6UKL9APqhyYAfMMb+k3PNtQCuBYBp06Yt3LBhg2/P33fwCIZLo1XHp7cCJ7W3cX+TLxRxaOA4hkujaE4mMK2tpWJSK+4cyBfw6rFhAMC0NHDIQmYniJBtT1vmL18oItdfqHI/49GcTAjLzW25it5hczKBOadMBgAcPXoUkyZNkr6el0e7tLlJv991yZhPv3nipb9iZNSZjJCpPzys6lSCCNlJhMwJ/HcVF9zUMyN+v8ulS5fuYowtMh+PSvBnGWM5IjoZwP0APs8Ye1B0/aJFi9jOnf5NBczu2sw1MaycN4LPX3Vp1XHeZFM6lXTkIRJl2AZz+lfOG8EteyoHe0kijDLmKH3GfIm0NN1zxG9k3klPTw+WLFkCQPzOAeC5tRcHlgY3v3FaX4z59BteelMJAqjS3CPrHmqFaBSpm+8yA08Hlk+/ENUzArBfop75/S6JiCv4IzH1MMZy5f8vE9F/AzgXgFDw+43I7NGc5M91ewlUFYehn8xk2ShjUhXTiNmuGVYMEl0wFoolJMsdjkjg2AXcovI1fnv+uI2VE4f6YsTKXOq3MiOy7evmu56epz3dXwavSlpcgrDZEbrgJ6KJABKMsSPlzxcC+FqYaRDZb6e1NXOv9+Jy50d0Q6/IpNNJxbRqHG4ajZcwwSXGxjoY82/MQdp4sHKaw4h7I/ObONQXM6KJTr/TE7XQ9KPTtZsbinr0rxOFxj8NwH8Tkf78/8sY+22YCRAJqcwAX6PwUiFFE6BuXR3dYDex63Q1q92uRE4IMkzwoYHjKBTtPZbdeqC4qRd2v7FaKLd47dZIBEVYwirqyJV+dLpWClCcRnOhC37G2J8BzA/7uWZ4Qko0lPRSIZMC23eSzBFTgoOXfrc2WRlThRMhYbVIiHcfGS1bT8OVM0Yhs1TFrUbppl7Y/caqk45CUIQprPzycHLbUfm1mE6kAMVpNFfX7px+4aVCitzSRMeDwJz+5mQCt16xwJUZRiSUePHZZYSE1SIhfVWs8T52GrN5hbIdXjRKt/ViQlNirIzaW1O4+E3Tx/y+28rbZor85MMWFGELK69++F46qqBNTXGKJKAEvyRuK2RWUJlE+88GhTH9PT09WOIgXo2xEYloS6ew8s7dVR2anZCQXV+g38dOY7abyE4lCJNampAfLPpitnBSL3gT4EePj2Dj/744JujzhSJSCUJ7awr9g/yIo0ELCmNnL1JP4hr2xE1HJQokCGgjY7/MbFHPYRhRgj9geIIqlSAMDo9gdtfmWOzKJRoay0a+TBBwbHhEehWwEV75iDiQL9hq2VbPinrxD688ixwf+eIoQ2tzE1qbm0IXFEHtqhXWPIFTrdoqcikvmizg3sQV9RyGESX4A8YsqNrSKRwbHhnT5mTDEweF1dBYVqtjsF7CzwChxsQT5IOG8jGiCxsrLVukVenrCYxx6e1cQf1ARnvmcSBfwFXnn4af73ih6tzSuVP9S6AJmc5eRlgZ863Xeb2OBDlP4FSrFkUu5c3N6bGoAHfpDmOVtixK8IeAOdSBOaKjHp7YT+1CFquhsawZRma6wpgn/bnGym9c5OVlTYBdfCazK6g5bX6Wt6z2zOPUTFq4kYfTDT6cYNXZEyAlrMz5Ntd3ILh5AqdatdMYViXGPNUVv2IJeUUJfp8xbwNo3n5OVNHswhMHhdXQ+NYrFkgJLpHnkhndW2doZNRy8s2rZmScPG1NJTAhlcCKjX2WMWCCKG+nm8QYsdra0E/7utkEkxHMLfBWYHs1EQYxT+C07oiUG6s6HfW6Cj9Qgt8jX+negzseehElxsbikhurS/+gFsIW0Cqlk2BpbhuGX1Eo9d/wJm110qkkli/MVgVbEyGr/Zk1I91EY5UnnoY9WBzFYFGLnWLXOcmWt2z5Wr1nAoQdke7pK3o3CSLXq42N8Mx8qQRxvYoGh0cqnumHibAtnQpkY3ErrdqsmLWmElX5lanT5jzGZWGWLErwe+Ar3XsqbLAisVIsMazZtBedHVlLn3ozbibxgohCObmliSuwjaOZRTOncDcmkcVKWNjlyeiV4QWZ8pYt3+7enPC9GucbeCMqxrTosSLh49XcYFVexVE2FlzN+C6NG6wAfGWgUCzhhnsetRxZ6aQShGPDI1yXXdF6kIzjnFbS3ZvDFzf2wRhCbbA4igRpddns6bVo5hSh0mOsK1Z1ApAbfYyvPTmCL4ewUE8Jfoxr7defU8Q1N9yLj5w3A1/vnGf7uzseelH6GflCsUJjMlYGXnhioFrLksGpO5vdSsNVd+2u8jwxm6/0+6zbss9S8KdTSbSkEpYTt0C19jQ4PCLMEwDXdnRz2mTmEGQXnA0OjwiDdRn3gxClu1AsYduTh3HzZfNcucmKEL1TIwMFTQDy5qJ0U53YDFIdmRKodqPlTeCL3qlfYdPXbNoLXupGmdaxZdIpDA6PYMXGvjHX4Vsun89V1IwunlZ1ws6sCTjbV9gvGl7wm7X2EmNj362Ef3dvzvEiLLNwMC6i4mnMbraxc+POJtJI1mzayxUQ+UKxonE4caUEqgW1OZaJ7NqBXL7gOl48AFdePbILzkQwANdv7LPdpEZ/VmdHVmjrHxM+8+07PSejolMzact8OiVJhHUfnl9RvrO6NnOvPZAvCAXpoQH+s+3MLPp5u7Qbz+fyBay6azcmtTTBGAzQ7OK5YmOf8D3KmjVF+b2e08b8IpKwzE7xEpbZrlKcccO9YwLcHK74o+efxhX+Xrw1jJjD8YrC0joJbdzxtfuEk3O6dnLljCPY8OJk4UgjQZoWJIMx9EN+cBjHhqvLJEHAty8f7+SMQsgsfP0w2ejwwk/riMInm+vL0rlTK9xsRa6mQSEzca7n0ypCqWx9lemQ3KLnJZ1KCEcGVvDCpvPyZrfZj1v8Khs9RDOvM+bVWSch4KueJQjLXNeC36zNA9qQ84pzZ4w1ZmPueYU+sTmJY8OlipfuRDDaoTcGuwaueackLVec8myYPKwEYtAkiXD+6e145IV8VeNPp5K+NFAdu3wabe1+djhhw8snAWhtTmJwuCRlc5chyE5BhpXzRvDjZ9IYHimNTdjXIlblKKqzbve1iFU8/jDgCX1Am7ziHReha7DGF+WX0AfGPU3sGqbRO0U3cazY2Acqd0JJIiQTsBX6UVNiDNuffY17zk+hL0MuXxCaHGodhvG661dcqDioiG6dB+KEm3LMlWNh+WXyqUvB392bw3oHwr1WYRhfPFViDKVw5aZCoQgRfT7LD+FvH7O2BrHacUmhUChqFdFEv1PqUvDXqq1WoVAorPBLoa1Lwa9QKBQKMUrwKxQKRYOhBL9CoVA0GErwKxQKRYOhBL9CoVA0GHUp+M88eWLUSVAoFArfue2KBb7cpy4F//1fXKKEv0KhCJ2JzVoEUTIdT5QPJMubLZj/G69vTSXQ3pqqOJ/NpHGbIaijV+py5S6gCX9AD0PbB15oj6hjjwCVG4Bf9cM/ccMZ8OL42KXdeN4cRrmnpwe3nXWmq40jrAKs8SIi8u5v3LyGVw5OnmsOoma8R09PD567aoltnmodlc/6oaenB4+HkMe6Ffw6Tva4jLpirf/UW0N7ltu9P2V/Z3Xd1zvnSe134Oa5CoXCnro09SgUCoVCjBL8CoVC0WAowa9QKBQNhhL8CoVC0WAowa9QKBQNhhL8CoVC0WAowa9QKBQNhhL8CoVC0WAowa9QKBQNhhL8CoVC0WBEIviJ6L1EtI+IniGirijSoFAoFI1K6IKfiJIAvgfgfQDOAvARIjor7HQoFApFoxKFxn8ugGcYY39mjA0D2ADg0gjSoVAoFA1JFNE5swBeNHz/C4DzzBcR0bUAri1/PUpE+0JI20kAXgnhOVGj8llfqHzWD37ncSbvYGzDMjPG/hPAf4b5TCLayRhbFOYzo0Dls75Q+awfwspjFKaeHIAZhu+vKx9TKBQKRQhEIfj/F8CZRDSbiJoBXAlgUwTpUCgUioYkdFMPY2yEiD4HYAuAJICfMMb2hp0OAaGaliJE5bO+UPmsH0LJIzEW9a6zCoVCoQgTtXJXoVAoGgwl+BUKhaLBqHvBT0Q/IaKXiegxw7E1RJQjor7y30WGczeUQ0nsI6JlhuOxDjPBy2f5+OeJ6Eki2ktE3zQcr7l8Ct7lRsN7fI6I+gznai6PgDCfC4hoRzmfO4no3PJxIqLvlPPyKBG92fCbq4no6fLf1VHkxQpBPucT0Z+IaA8R/YqITjCcq9X3OYOIthHR4+V2eF35+BQiur/8fu4novby8eDfKWOsrv8AvBPAmwE8Zji2BsA/ca49C8BuABMAzAbwLLQJ6GT58+kAmsvXnBV13iTyuRTA/wCYUP5+ci3nk5dH0/lbAHy1lvNo8S7vA/C+8ueLAPQYPv8GAAE4H8BD5eNTAPy5/L+9/Lk96rxJ5PN/AfxN+fMnAfxrHbzP6QDeXP48GcBT5fx8E0BX+XgXgG+E9U7rXuNnjD0I4DXJyy8FsIExNsQY2w/gGWghJmIfZkKQz38AsJYxNlS+5uXy8ZrMp9W7JCICcDmAO8qHajKPgDCfDICu/bYBOFD+fCmA25nGDgAZIpoOYBmA+xljrzHG+gHcD+C9wadeHkE+3wDgwfLn+wEsL3+u5ff5EmPskfLnIwCegBbB4FIAPytf9jMAneXPgb/Tuhf8FnyuPIz6iT7EAj+cRNbieNx5A4B3ENFDRPQ7InpL+Xi95RMA3gHgEGPs6fL3esvj9QDWEdGLAL4F4Iby8XrL516MC+4PY3yxZ13kk4hmAegA8BCAaYyxl8qnDgKYVv4ceF4bVfB/H8AZABYAeAmaiaAeaYI2LDwfwCoAd5Y143rkIxjX9uuRfwCwgjE2A8AKAD+OOD1B8UkAnyWiXdDMIsMRp8c3iGgSgLsBXM8Y+6vxHNNsOaH51jek4GeMHWKMlRhjowB+CG24CIjDSdRqmIm/ALinPGR8GMAotCBQdZVPImoCcBmAjYbDdZVHAFcDuKf8+S7UaZ1ljD3JGLuQMbYQWkf+bPlUTeeTiFLQhP56xpj+Hg+VTTgo/9dNscHnNeqJjzD+AMxC5QTSdMPnFdBshwBwNionkP4MbfKoqfx5NsYnkM6OOl8S+fwMgK+VP78B2jCRajmf5jyWj70XwO9Mx2o2j4J3+QSAJeXP7wKwq/z5YlROBD5cPj4FwH5ok4Dt5c9Tos6XRD51B4QEgNsBfLLW32f53dwO4DbT8XWonNz9ZljvNPJCCaHQ74BmzilC04CvAfD/AdgD4FFocYKMHcGXoWkZ+1D2oigfvwjabPyzAL4cdb4k89kM4OcAHgPwCIALajmfvDyWj/8UwGc419dcHi3e5dsB7CoLtocALCxfS9A2Nnq2XKcXGe7zSWiToM8A+ETU+ZLM53Xld/MUgLUoRxeo8ff5dmhmnEcB9JX/LgJwIoAHADwNzftuSljvVIVsUCgUigajIW38CoVC0cgowa9QKBQNhhL8CoVC0WAowa9QKBQNhhL8CoVC0WAowa9QmCCiL5ejKD5ajoZ5nuC624joneXPPeUIkX1E9AQRXWu47n8MYUEUishRgl+hMEBEbwXwfmjRFN8E4N2ojI+iX3cigPOZFmhM5yrG2AIAiwF8g7Q9pQFt3chnA024QuEAJfgVikqmA3iFjUc0fYUxdoBz3XIAvxXcYxKAYwBK5e+boMUSUihigRL8CkUl9wGYQURPEdF/ENHfCK5bDG0lrZH1RPQotJWl/8oYKwEA00LoTiiPEhSKyFGCX6EwwBg7CmAhgGsBHAawkYg+zrl0evm8kavK5qHTAPwTEc00nHsZwKn+p1ihcI4S/AqFCaZFbu1hjK0G8DmMbwZipACgRfD7w9BiIxknhVvKv1EoIkcJfoXCABHNIaIzDYcWAHiec+kTAF4vuEcrtM02ni1/JwCnAHjOz7QqFG5pijoBCkXMmATgu0SUATACLQritZzrNgP4NIAfGY6tJ6ICtNDBP2WM6XMACwHsYIyNBJZqhcIBKjqnQuESIvoDgPczxvI21/0bgE2MsQdCSZhCYYMy9SgU7lkJbSLXjseU0FfECaXxKxQKRYOhNH6FQqFoMJTgVygUigZDCX6FQqFoMJTgVygUigZDCX6FQqFoMP5/QvuXrtEZsPsAAAAASUVORK5CYII="
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="5.-Repiting-the-steps-for-stackoverflow-dataset">5. Repiting the steps for stackoverflow dataset<a class="anchor-link" href="#5.-Repiting-the-steps-for-stackoverflow-dataset">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>a) Loading database</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">file</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;stackoverflow.log&#39;</span><span class="p">,</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>  <span class="c1">#Open data file in .log extension</span>
+<span class="n">data</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span> <span class="c1"># Saving each text line into list variable</span>
+<span class="n">tx_time</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># transmission time list variable</span>
+<span class="n">tx_time_filt</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># transmission time filtered list variable (there are no time trasmission data in data file)</span>
+<span class="n">time_scale</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># Time of measures list</span>
+<span class="n">messag_size</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># Message size list</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>b) Filtering the missing data</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">#Loop for filtering missing data</span>
+<span class="n">j</span><span class="o">=</span><span class="mi">0</span> <span class="c1">#Counter of filtered data</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
+    <span class="n">mem</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">][:]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;ttl=50&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># split function allows to separate the string line and extract the data</span>
+    <span class="k">if</span> <span class="n">mem</span> <span class="o">!=</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
+            <span class="n">tx_time</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</span><span class="p">,</span><span class="n">mem</span><span class="p">)</span>
+            <span class="n">time_scale</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</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="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;[&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">messag_size</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">j</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="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;] &#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; bytes&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">j</span><span class="o">+=</span><span class="mi">1</span> 
+<span class="c1">#Loop for extract &quot;ms&quot; string from transmission time data</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">tx_time</span><span class="p">)):</span>
+    
+    <span class="n">tx_time_filt</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">tx_time</span><span class="p">[</span><span class="n">i</span><span class="p">][:]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;time=&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; ms&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>c) Plotting the Transmission Time and Message Size</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">#Constructing dataframe</span>
+<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">time_scale</span><span class="p">,</span> <span class="n">messag_size</span><span class="p">,</span><span class="n">tx_time_filt</span><span class="p">)),</span>
+               <span class="n">columns</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;Time Scale&#39;</span><span class="p">,</span> <span class="s1">&#39;Message Size&#39;</span><span class="p">,</span><span class="s1">&#39;Transmission Time&#39;</span><span class="p">])</span>
+<span class="c1">#Converting the type of data into float and integer</span>
+
+<span class="n">df</span><span class="p">[</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">],</span> <span class="n">downcast</span><span class="o">=</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>
+<span class="n">df</span><span class="p">[</span><span class="s2">&quot;Message Size&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;Message Size&quot;</span><span class="p">],</span> <span class="n">downcast</span><span class="o">=</span><span class="s1">&#39;integer&#39;</span><span class="p">)</span>
+
+<span class="c1">#Plot with all data captured</span>
+<span class="n">figure1</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span><span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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="c1">#Zoomed plot from last plot, centered at a high deviation of transmission time&quot;</span>
+<span class="n">figure2</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span><span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">2000</span><span class="p">,</span> <span class="mi">3000</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">,</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">2000</span><span class="p">,</span> <span class="mi">3000</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Measure&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZcAAAEGCAYAAACpXNjrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADDTElEQVR4nOydeXxU5b3/389MMgFkiQSCiQkEolBAdrfRauO+odiirbW9oLjUtbV6tbW3C7ftlVZr5WfrrWINklbrVbEqKG7IKMq4AWFTQQIxQUiQsAWBmWTm+f1x5jlzzplzZs5kJguYD695kTlzznO+z/fZv6uQUtKNbnSjG93oRjbh6WwCutGNbnSjG4cfuheXbnSjG93oRtbRvbh0oxvd6EY3so7uxaUb3ehGN7qRdXQvLt3oRje60Y2sI6ezCWgPDOjTR5aNGJFRGVJKhBCHfhlNTVBQ0Lk0dJUyDhNeZIOGbl4Y0M0LHcuXL98hpRyYUSExHFaLixDiYuDi4j59eOmll2hqamL79u0ADB8+nObmZrZt2wZAeXk54XCY+vp6AMrKygCora0FYPv27fj9fmpqagAoKiqiT58+bNiwAYDCwkIKCgr45JNPACgoKGDQoEGsX7+eSCRCfn4+W7ZsoX///oTDYfr06UNJSQm1tbUcOHCAnj17UlZWxpYtW2hubsbn81FeXs62bdvYvXs3Xq+XESNG8Oqrr1JaWgrAyJEj06/T7NnUXnopAKWlpfh8vrTr9OyzzzJq1Cjy8/MpKiqipqYm7Tq98847jBs3jhEjRtDY2EhTU1PadVq7di2TJ082tVNadXr8cQruuCOhndKp0/r167n00ksT2imdOu3atYuxY8c69r1Udfriiy84++yzk/a9lHV65hm2fP/7Sfteqjq99dZbFBUVuRpPTnV67rnnOO6441yNJ7s6vfjiixx77LGux5Ntne69F666Ku05wlintWvXcs4556Q9RxjrtGnTJi666KK05whVp7Vr13L55ZdnNO+dccYZn5MtSCkPu8+koiKZKZYsWXJ4lPGb33Q+DV2ljMOEF9mgoZsXBnTzQgfwkczSPNytc3FAnz59DpsyugINXaWMrkBDpmV0BT5ANy+M6OZFIroXFweUlJQcNmV0BRq6ShldgYZMy+gKfIBuXhjRzYtEdC8uDlAyyMOhjK5AQ1cpoyvQkGkZXYEP0M0LI7p5kYjuxcUBBw4cOGzK6Ao0dJUyugINmZbRFfgA3bwwopsXiejwxUUIUSmE2C6EWGu5fqsQ4lMhxDohxL2G63cLITYKIdYLIc7rKDp79ux52JTRFWjoKmV0BRoyLaMr8AG6eWFENy8S0RmmyI8DfwWq1AUhxBnAFGCclDIkhCiMXR8FXAGMBoqBN4QQw6WUkfYmUpnoHQ5ldAUaukoZXYGGTMvoCnyAzuVFMAiBAIwde2zGNGQD3f0iER1+cpFSvg3stFy+EfiDlDIUu2d77PoU4CkpZUhKuRnYCJzYEXRu2bLlsCmjK9DQVcroCjRkWkZX4AN0Hi+CQTjrLPjVr2Dq1HyCwYzJyBjd/SIRXcWJcjhwmhDif4CDwH9KKT8EjgbeM9y3JXYtAUKI64HrAQb37AkzZ2ZEUEFtLWS4E+gSZQQC7caLYH0JgdoyKspq8Zcm79iHOy+SwcqnTOuRDV52Fi+yUUZg6TcJHzyTiPRAVBL45Rv4T3un7UQcwrzINg1ZRbYcZtL5AGXAWsP3tcBfAIF2Mtkc+/uvwA8N9z0GXJaq/Gw4Ub777ruHRxlZcBCzo2HZMil79pTS69X+X7Ys/TKyQUdaaCdeJIMdnzKtRzZ42Rm8yFYZRp7m5bWm7HspcQjzIts0cBg6UW4BnovV7wMgCgwAvgBKDfeVxK61O8rLyw+bMtqDhkAAwmGIRLT/A4H0y8gGHR2NdGmw41Om9egKfIDOa1O/HxYvht/9DubP34PfnzEZGaMr9O+u0i8Uusri8jxwBoAQYjjgA3YALwJXCCHyhBBDgWOBDzqCIBWL53Aooz1oqKgAnw+8Xu3/ior0y8gGHR2NdGmw41Om9egKfIDObVO/H+6+G44+ui5jGrKBrtC/u0q/UOhwnYsQ4l9ABTBACLEF+A1QCVTGzJPDwPTYEW2dEOJp4GOgFbhZdoClGMDu3bsPmzLagwa1ewwEtAkz1e7xcOZFMtjxKRBIr4xMaWgvdIU27eZFdmnIJjp8cZFSft/hpx863P8/wP+0H0X28Hq9h00Z7UWD3596UUlVRjbo6Ei0hQYrnzKtR1fgA3SNNu3mRXZpyCa6ilisy2FEhvlgulIZnUFDMAizZqGbiaoyrNfbmw4r5syB887T/m8LukKbdoU+Ad28MKKbF4noXlwc0NjYeNiU0dE0GP0QzjpL+97Y2Gh7vT3psGLO8on86Efw2mvwox+1bYHpCm3aFfoEdPPCiG5eJKKr+LlkBcZkYSqBTluT5nzxxRfk5+dnlCxs06ZNNDc3Z5Qs7MMPP2xTYi29Trt3Uxsz5WprsrAlS5bQ1NTkOrHWE0+0EgoVE40KwmHJk09uo7x8MZ980ptwuIxIRBAKRamsrGXYsCNc16m6uloPK96WZGGPrhgKSDQrd8mjj+7ixBPr0koWtnbtWgoLCzNKFrZ9+3Z69erV5mRhtbW1FBYWZpYsbN8+tixfnlGysJUrV+q/tzVZ2OLFi2lqampzsrClS5fS1NSUWbKw2loIBDJKFlZdXY3P58soWdj69espLCxsc7Kw6upqCgsLM5r3sops2TR3pU93sjADOiERkp1vx5IlS9L2jcmUDisemfyCBKl/Hnkk/TK6Qpt2J8jKLg3dvIiDLPq5HFYnl2xi5MiRh00ZHU2DnYVUY+NIBg1KbmGm4kU5WZ9lyovrJ62Aiy9h/nyYOhWuvz79MrpCm3aFPgHdvDCimxeJyFjnIoQ4UggxWggxTAhx2Ohw1NH5cCijM2hQfghqkVBlWK8ruNHHZIMX118Pr77atoUlWzRkWkZX6BPQzQsjunmRiDYtBkKIfkKIXwgh1qDF/noEeBr4XAjxTCzK8SENJbM8HMroCjSkKsONx//XhRcdQUM20M2LOLp5kYi2isWeRQuZf5qUcrfxByHEJOA/hBDDpJSPZUhfN7oQgkGoiiVKmDbNvY9LMAhPPDGYvDznZ5QnezjszuO/G93oRtdGmxYXKeU5SX5bDixvM0VdBMOHDz9sysgGDcGgNuGHw9q1uXNhyZLUC4wSd4XDQ3niCU3nYveMG4//rsKLzi6jK/ABunlhRDcvEpGRQl8IcSpQLaX8SgjxQ2Ai8P+klJ9nhbpORHNzc4eW4aTMzgYdmaK5uZlAAFpa4teU6CrV4hIXdwnbZ6z1TlZeV+FFZ5fRFfgA3bwwopsXichUAf83YL8QYhxwB1CDIcPkoYyODESXTJndFYLRbdu2jYoKyM2NX3MrulLiLo8nmvBMuk6VXYUXnV1GV+ADdPPCiG5eJCJTU+RWKaUUQkwB/iqlfEwIcU02CGsLsu1EWV9fn5ET5c6dO1m2bFlK57zKyiMJhYbqToeVlZtpbf2CESNGsGnTJr1+neVEuXr1asaOhTlzinnzzaPZu3cvZ5+9DZ9P0tiY2jH0b3/bwzPPfMlFFx1BeXkxa9ZobfPEE4MJh4eanCqHDOmR1IkylXNeQ8NQVq06kpKSjYwevddcp9paCtasSd/h0OJEOXLkyIydKGtqajJyomxsbOx0J8q6ujoCsb7VVifK6upq1+PJrk4ff/wxQJdwomzLHGF1ohw5cmRGTpRtmiPogk6UwFvA3cAG4Ci0k9CabDnhtPWTDSfKurq6DisjmXNhxnRkwUGsvXiRjlPlsmVS3nXXrpT3JC3vN7+Ry5ZJec896TtwJqtHR5eRDRq6cr/oaBq6eREHXciJ8nvAlcA1UsoGIcRg4L4My+wSCCvNdQeUkUyZnQ06MkV78cJt2H4lPguF+vGXvzgbBdiZM5v0O/UlMeMCTVTnVE669UgXmZbRFfoEdPPCiG5eJCIjnYuUskFK+WdglRCiP7APWJgVyjoZ6tjYUWU4ORdmgw4r0o1M3J68cKq3EWrR0MSGmjm0Hf2pEpgFasvSyp6ZTj06soz26BNtQUfxIll//brxor1pyCYytRb7EfDfwEG0iIDE/h+WIV3daCfETYPbvnvvaKhFIxSK4vV6mDsXWlsT6U91Eqooq8UX7PalOZRwKPbXbmjI1FrsP4HjpJRlUsqhsc9hsbAoRVdnl7Fz54g25z+xgxtPeCs6ux5q0bjjjj3MmKEtLE70JzsJ+Uu36LnX2zpJdYV+kQ0asoGO4EWq/vp14kVH0JBNZKpzqQH2Z4OQbiQiGIQf/GAQLS3Z27V1hid8Nurh90NR0R62bTuSefMgFAIhoKAg/XI6cuebKhhnN5KjO3LDoYtMTy53A8uEEI8IIR5Un2wQ1tnIhmlepmVouzaRkY7ACnUKSGf33lXqUVtbi98Ps2drepVoFG67LXunOrc0uIWTH0+m/GwXs9E2oCPGSKr++nXiRUfQkE1kenJ5BHgTWANEMycnMxyqfi5ONuxjx47G4+mHlB48HsnYsbv5+OOGjP1cQqEa/H7o37+IrVuT16mu7mgeftjHunUrOPVUT1o+IapOxcV78HqHIqUXIQQHD35BILARSM93R/m5bNzYj0gkX/cLev75PYRC1anbqYP9XCoreyT4L4VCdd1+LqTv53LBBVqdli3r9nP5uvi5rMyWTXQ2P9nwc9m4cWOnl7FsmZQ+X0QKIaXP10bfjAxs+JXfiMcTbVNyLyN+//tGmZsrpcfTtkRhUsb52eakY1nwZ0inTZ3ozLRfZKNvdjQv2quMbl5klway6OeSqVhskRDieiFEkRCiv/pkvuR1Pnw+X6eXEQhoMbmk1BSa2RCLpft+owlwJu/fu9dHNKqJstpaluJnW0R72UI6bepEZ6b9Iht9MxvoCmOkmxfZpSGbyHRx+T4xvQtaJOTlwEeZEtUVoI7vnVGGsusvKICcnKij30Z7I1lcsHQxePCmpD4obmDkpxv/mPZAum1qR2emfSsbfTMb6MwxAto4+e1vWzpU5+aEzuZFtmjIJjLSuUgph2aLkG5osNr133zzRgYMGNEp1kZq511ZWcuMGcMyev/o0XtdeeN3oxtuEI/akDyVQzc6D21aXIQQ35RSvpPk977AYCnl2jZT1skoKirqlDKsdv1S9ufuuzMmpc3QFP8tjBiRWTlFRUWMGJHZBJBpmwTrSwjMymxx66x+kW0asoHO5IWdyLYzF5fufpGItp5cpgoh7gVeQROFfQn0AI4BzgCGoIXgt4UQohKYDGyXUh5n+e0O4E/AQCnlDiGEAP4fcCGaT81VUsoVbaTbNfr06dMpZXRFu/7O4kU2ywgG4ayq6YRlZj5DnV2PbNGQDXQmL+LjROLziU4fJ939IhFt0rlIKX+KtjhsAy4HfgfcDhwLPCKlPF1K+WGSIh4HzrdeFEKUAucCdYbLF8TKPRa4Hi2HTLtDmRN2dBlWJXDfvusypiNTdBYv2lKGUxyqQADCEW/GvjZdgRfZoCEb6ExeqHFy9dWbu4RIrCN4kSomYFfpFwpt1rlIKXcCj8Y+6T77thCizOanB4C7gBcM16YAVTEzufeEEPlCiCIpZdfKjJNFGL3IO9pC7FBGsjhUFRXg80YIS0+XORF2IzP4/RAK1eH3HxYRp5LiUIyxJrQ5u40PCzEIuAcollJeIIQYBfillI+5eLYMWKjEYrGEY2dKKX8ihKgFjo+JxRYCf1A6HiHEYuBnUsqPLOVdj3ayYXDPnpM+v+uuNtcL4Msvv2TgwIGHfhlKg96ZNHRQGbOWfpNfLTmTiPTgFRF+d8YS7j7tHU3XUltGQf1KmkonUFFWi790S7vQ0BFlZIOGQ71fqDYdl1/NhWP2ZUTDocALp76dbRrEf//3cinl8RkVopCJkwywCPgusCr2PQeXycKAMmBt7O9ewPtAv9j3WmBA7O+FwDcNzy1GW3ja1YmyoaHh8CjD4iDWlmRZ6dDgVL6xjLYm7EpFh53ToulaTjgjR1A3NHREGdmgIRuOg53FC2Ob9ugRzbhNDwVeuHEczgYNdCEnygFSyqeJhX6RUrYCkTaUUw4MRcsLUwuUACuEEEcBXwClhntLYtfaFSpkw+FQhkK6OevTpSFZ+aqMttLghg47p0WT9V3Ek7GYsSu0aTb7RCboLF6YLSpllxAdtzcv3DgOd5V+oZBpbLGvhBAFxHK5CCFOBvakW4iUcg1QqL5bxGIvArcIIZ4CTgL2yMNY39KeSJWpMRvlh0KaF34oZF9+e9NgjXpssr4TUSoqvNl7WTc6BcY2zcmRXxv9WUdH9M4UmS4utwMvAuVCiHeBgcBlqR4SQvwLqAAGCCG2AL+Rznqal9HMkDeimSJfnSHNrlCQbiz3LlyGQlvNnN3SUFCgLSyg/W98TJWRial1W3hhSiC2cR5+/7Vpl5EpDdkuI5t9IhN0Fi+MbVpaWovfX54xHZmiu18kIlMP/RVCiG8BIwABrJdStrh47vspfi8z/C2BmzOhsy0YNGhQh5Zhl/cjGISFC4eyb192dixuc9Zb4bYeTU3g8WgLixAwfz6MGaO9R5XRVhrSocMK3fLujTIIZsbLju4X7UVDNtCZvFC7+O3bu4ZvR3e/SESmaY69aKeKslhZ5wohkFL+OQu0dSrWr19PYWFh6huzUIadmSGo8BZH8MAD2TM9bMvR2m09KiogLy8uGnvjDVi6VKO9tTVeRluP9/Pnb2X37sK0FyWdvwfPxHdWZrzsyH7RnjRkA928yC4dhwsvFDJV6C8ArgIKgD6GzyGPSKQtdgltK8NOD5HNiMSZwm091Knk7LPjJxhFe6b8DAbhpz8d0yZDAJ2/0pMxLzuyX7QnDdlANy/i6OZFIjLVuZRIKcdmhZIsIJvJwpqbmzNOFhaJRFwlC+vbV5CTMw7wkJMj6du3Go/HQ27uOKSUsWuraGw8Wq/TunV92bLlGMaN28VRR212rpNNsjBrnf797waqq/M54wzBWWf1SqjTpk2bAPj882LefPNo9u7dy9lnb+Pkk2VCnYYNK+OKK3bx1lvH0tIiyM0VFBd/xsaNG/nkk3y2bDmGkSMbKSnRaHSb3GjWrB6EQsUApsRbqRJrFRYWMnbsUeTk9ENGITdXMHbsbpYuXae30xdfDGbBgmbGjGmyrZMxYZNK1JVuYi1jnQ4ePJhRsrCmpqYukSxs9+7dGScL27hxo+vxZFen+vp6AoFApycL27hxY8bJwrZu3UpjY2Obk4Vt3LjxsEoW9kfg3GzZRWfrcyj6udj5fixbJuUvfrE3waY9rWRZKWz43drPa4nLpATtk5eX/L3W+ixc2NS2BF9SGt4ddfVuR3rOfD0zXspuP5ds09HNi+yVcbj5ubwH/FsIcUAIsVcI0SyE2JvpgtcV0NH5Gezyfvj9cNFFa1yZ87YVVVVw8GDysmpqaggEoMVgqhEOa8/OmgU/+xmcdx7MmaP9ZmecsGBBc5tprqpS7xYIAVdfnb7OJRBA88zPkJfdeTviOJR4kSouV6Y4lHjRUchULPZnwI/mld/2ODJdEOFwuMPKsJuMjWVYf89W5ORgEP7+d+0sApCTo5VlfV84HKaiAnJztXeqe+fO1ZT3Cq+9BjU18Je/JMZAGjOmCZ9viH69oEAb7Ip2YwQO47uDQXj0UUWjREpB377p1VE3lhDTWXytvR9MKKRZuKWy5uzIftGeNGQDhwovOiIu16HCi45EpotLPVoIl8NqYYGOC6GdquNv3nwUN9+c+Hs2Em9VVUFra/z7BRdo/1vp6dOnD5Mmae+rqorfr04qRjz3nL2T5MknS53mggK47Tbtd69Xm9RbW81/q3dXVWllaRAAPPAAXHqpu3qbTibCk+C06ffD7Nlwyy3aPbfdFjeftkN3aPU4DhVetLfjrls62ruMrtIvFDIVi20CAkKIu4UQt6tPNgjrbJSUlHRIGanEMhs3Hm37e3uk+T3qKHt6VD38fvjb37TPtGnaQmDFd76Dns7Y64W6Om0BNfJi5UrzO0Ih7e+WFvP1qipYYcrco+1hIpHk4iujCKSiIr5oeT323txNTZplm9G6zQkd1S/a8/ls4VDhhTqdtme68EOFFx2JTBeXzWiBJH0cZqbI2bCecFNGqo4/dGhduw2MCRMSv9vR41QP4+IiBNx1F/zxj9qJ47rrtGuPPqqdhGbP/kqPKVZZqZkqW5GTY16Y5s6Fjz4y3+PxaL40Tnywxi5bsyZOp81aCKQ3+XRUv2jP57OFQ4UXbuJyZYpDhRcdiUw99P87W4R0NRw4cKBDynAScSm9R9++oXbLPW/1qF+5UhMJTZ+u/T5tmgr+mFiPQCCuqxECfvQjbWFRdQoENPGWOoU8/3wBBw/Gn5k0CT74wFzmRRdppyeFRx/VaPN4NN+Z447bwIABI/TJX+lsjDyxxjebP1+jQ0pojQpHkYi1zk7oqH7Rns9nC4cSL9o7LtehxIuOQpsWFyHEbCnlbUKIBShZhQFSyksypqyT0bNnz04rw6iHyckZx5IlmgjM+LuTAtxt+Ur3kZOjvUdKeOwx7bSgdB7TppnrEQzGdS4TJpiNCtS9CkajA68XPvusT4LhgHFx8Xph0aL4u2fPNpc/cyasW9fKl19qp5Fbb9XEaLm5Zhm6Nb7Z+PFalACnwJWK16GQtohNmGDmo9W4wdimyQwx7PhtV0ZbkI2+mQ10xBgx9jm7hf/rxIuOoCGbaOvJ5Z+x//+ULUKygWw6Ufbs2TNjJ8ojjjgipRPlyy/v4sYbj6WlRcuQ+PDDn/HOOzmEQkOJRgVSCiorNxEK1TFy5EgWL97PjBmDaWnRHC4BWlsFublRnnpqB2PG7EvqRLlmTW+uuGJA7H2SM88M8eqrPZBS0NqqlSelIBSK8tRT2ykv99DQ0MBDD63gpz8dT0uLJlzKzZXceWcdUMDQoXWEQl/y/vtxp69QqJnZs/vz+edD2bDhIM89VxBrI8kll+xk5849CDEUKQVCSI49di8bNvSNRSSQfPjhZu67bzd1dcM4/vh9rFixndtvH0trq0QISSQiAO3ehx7aRyi0HIBPPx2NxzOAaFTg8UjC4e0880wuzz+/m/FfPEHv3peyfXu8nebPH04oVEQ0KohGJTffLDn66N0MGPAZH32Uyx13jKO1VeP1/fdXM2TIlzQ2NvLKK3v40Y/K9XZ79NFNto6h69b15T//czzhsNZG99+/Cr8/NyMnSo/H0yWcKFtbWzN2ovziiy8IBAK246mu7mi+/e1+tLRoMtTKSvjLX9YwfPhOvU47d+7sEk6UO3fuZP369Rk5UYbD4YycKHfu3JnxvJdVtMU5BliRLUeb9vhkw4nyo48+6pAy7rlHSo9Hc0z0eOKOh8qxLzc3Im+4Ie7cd8892nWQUgjtA9q1e+6xeYHFQcz4vNcr5Q03xN/l82kOilaHwo8++kjec0/8Xerdtu+zwbJlUublRfR33HCDlI88YnZefOQR7d1C2DtJanyK6u9WdIBWnvFdjk6RNs5yy5ZJmZMTL0u1gR2v7rkn3qZ2v9nhhhsS2yjTvpWNvpkNx8H2HiNu+tzXhRcdRQNZdKJs68nFSTd62KC5ublDyrALU6/0MFVVmqjq0Udh3jztmlXcZDTddaPst/rITJumfZKJ2ZqbmxP8XNIxLvD74f77q1m7diJz52r1UaKvpqZ4OUpsZmfYrr0/SmurF683pkNpTRTJpWum7ffDQw/FTZGNxgJ2/kSqTd34GgWD2m7bKg7MtG9lo29mA+09Rtz0ua8LLzqKhmyirYvLwGQmx/IwiIrs8/k6pAyjUt3j0b5DXCkeiQiTiezdd8cXHtB0BGqCdqNzsZt8jV7Lenj6QPy7qseMGdDQoCndlfzbKVWAVU4+YcJB9u6NK/mVsn3qVO35ujrtupTa/1VV5nL9fnjwwXU0NY1NqWtKpby10nz99Zohg7U8I68KCtT//fV7Ui1iWvtpfxsjCyxbllnfykbfzAbae4yoMWDtS0ad4YoVQ8nL6/wkWh01XyTT83WVfqGjLccdYBvwa+A3dp9sHava+jmUYoslE+MsW6blCLf+1p6xxaziqmXLnOOCOeWst4tBpuKT9ewZFwMqkYfHYxbJOYnnMm6T3/wm7Vhi1nqmk7Pd6V1dIYbUoRpPy9qHPJ5o2rHqEnCI8CJV3z1cYottk1L+Vkr533afLKx5nQ6lAGvvMpLZ4Pv9moLf+lu68bCMsMZYspY1f35i2a+8clB3dFTpi4NBzYJLxSVT1wMBcwyyUEi775VX9iSE5FfiomhUK+PqqzU+zJhhNmNW9UvGT7exo4z1PXBA88hP55mWlnj9U73PqW0z7VvZ6JvZQEeNESNUW8RFyZ2fkgI6hhepxn1X6RcK3ToXB+zevbvDyrCKcYxH3yFDtjJ9+nDT/QUF8ck5Hd2HNdTMrbdq71EOjT6fJqbSTXdjZT/7bLNJL7R7t1aO0W/FmNbYqjN54w14661yhg/X6jlzZnygKCgaVF3mzUvUZyh+WkUDyhPfzjTZCuWxr8RVH3wAZ5wBDz7oLF4052yPUlDgdR2ryk5El2nfykbfzAY6cowoGGPBaaJkic8n2sXrPh10BC9S6fm6Sr9QaOviclZWqeiC8Hq9qW9qhzKsC8D99+ebOlEwqO22IxFtQp4927282bjzOXgQ7r03/tull2oe9lqQSfPk/fjjPpNeqLo67hujYNQXqXtB0zVEo9DSEndg9Pu108kjj5gXJ6Phgp0+w+v12sZiq6qKL1QqbEyyyX7GDHj44fi1UEhT6Eej9ouFUb+Sn7+GpqbxGcWqyrRvZaNvZgOdMUaserDly2u56qqhna5z6QhepNLzdZV+odCmxUVKuTPbhGQD2fRz6dWrV8Z+LkceeaSrZGFGG/Ynn4zofhfhsGTFir66L8HIkSN5+mkIhQqJRjX/kE8/3UEgsM65TgY/l2OOOYbc3GLdiFc7gApAsmXLLvr1a6CxsYBQ6BP8fujdu4Dt2wdRXr6F3NzBtLZ6yM2F8eNreOutoUjp0Rec3NwoAwd+SlFREbm5+bS0aD4t4EFKbcefn7+a7duLee21Ztas6YsQBQih+aNEIppPTzgseeaZHVxyyTr8figpKaemRqvTrl27CAZ3EQrlE41qvjjz5+9i3z4f0Fuvy1dffUUg8FFiO9XWUrBmDZMnH81jj8X9JzyeeEj/cFiycOE+PJ6PTe306ae72LTJx4gRXzF27E5ycvJj9ZKMHbuHNWu+cPQJ2bt3NIEAlJdr7fLpp+U0NGxh4MCNtn0vlZ+L1+vtEn4uXq83Yz+XHTt2OPq5JKvTuedqdSot/ZRQ6HOTj1Vn+Lns2rUrYz+XlpYWV34uPXtqdVq61FynXbt2Hfp+Ll39kw2F/urVqzulDKvS7h//2Jj095SKTIuyUiXxuuuuuNIdNEV+snpYk3+p7488Yp/k7IYbNKW8x6P5kfz61/X6b0aFv9er0eKmTooOOyOCZD4ydrxQNF56qZS5uYkGCFaexRX6Ef2d1nrbwfisMlTIVAmdjb6ZDSV2Z42RbNPQzYs46AJ+LgAIIUZJKT+2XKuQUgYyKbcrQO1uOroM69E3FKoHyh1/T1ccYNQBlJfHzYGvvz5+j9HUs6kJ+vZt4eabE0VFyURPgYCmlFfisaef7ktsM2VS+EejkJ9vbx5t9b1RdNjVf8mS9Hii7pk5095c2AijOFHKuEl4uiH/FS+0CAjau2fOTL8Ns9E3s4GOGCOpQux8nXjRETRkE5nmc3laCPEP4F6gR+z/49ESiHWjjVATdzAITzwxOMGOPxtB+IJBbeGwTm5Kp2FU1nu948nNtV+AnAa9VfH66ad9+PRTTeGekxNfYJRi0lgno17F6CiakzOOiRPt658uT4wxxZRoLy8vMUaasS6aQt8+bL8T7Jxew+Eo0aiHN97QjCfaK1LvoY6OSPL1dYHbOHjZRKaLy0nAH4FlaKH2nwBOzZSoroCRI0d2ahnxgTWUJ57I7sBKNmgDAW3CNSrrIxHBLbfEk2i5GfTqhHXbbSpApWZg2NqqRVBWsAtGaL/bB0hM9tVWGE1aVdRlp1OE8bQ4duwe/P7+rt9jPWkC/OIXLbz9dp7JOTadOmWjb2YD7T1G7ExvrXz6uvAik+c7a5HONJ9LC3AA6Il2ctkspYxmTFUXQGcfc+MDK/t2/FVVcf8Ua9kVFXa5VoQpQZdagIz+LXbw+2HiRPM1j0dbUFTSMeNpxZjgy5jXxeNRRgPpnRqsCNaX2L4jLy+5eMq46xs6tCHt9/r9cTGa3w/XXbeVvLy25+jpKuKP9h4jTnl2jH3l68KLTJ7PxC8uE7RpcRFCqBPPh2iLywnAacD3hRDPpHi2UgixXQix1nDtPiHEp0KI1UKIfwsh8g2/3S2E2CiEWC+EOK8t9LYFytqis8pQA8vjiWY1SZhTvCsFFWsrNzd+TQhpirllFw/NCdOmafWAKF4v/O//Jk7i1gRfEE84puKIeTxw002ftXnHFQzCWVXTE96RKoGUlbYlSw62jQADios/zyh5VTb6ZjbQ3mPEzgm1PdojG+js+SLZ8+kkw8sm2npyUZk4rpFS/lpK2SKl3CalnAK8mOLZx4HzLddeB46TUo4FNgB3g2YwAFwBjI49879CiK5lzN1OUANrxozalJOfG890hUAgtQL7+uvhrbfgnns0X5RrrtlsokHFQwOzf4tTPQIBuPbaWpYuNettjDTZiT8GD44bBUgJe/fmJj7sEoEAhCPetHdvVtqqq/MBmDMHzjtP+z8dKD0aZD9N9eECY582nvrAuT264YxkUUDaFW0xMQNWZmKiBpQBax1++zbwROzvu4G7Db+9CvhTlZ8NU+QvvviiQ8pIZdKarIy77orH5/L5HMqwMUU2msYaw/k70WKloS3xuZLVw6k86/UXXtie8j1OdVi2TMqeOeGkMdTc0PbCC9vlI4+4N+M20hMvKzNT5Gz0zWyY36ZLh13bpNu32tInUqITeNGWMjKZK9yCLmCK3J5RkWcA/xf7+2jgPcNvW2LXEiCEuB64HmBwz56aED0D+HbsgAED2rWMYH0JZ1VNJxzx4vNGWDxtHv7SLa7KmLN8IvcuvDj2TXP+q7r1I/yTXzLfGAiYeOEHFn+/hKpV45hbPYFHH/Ew7+8RZp+/iNteucCWFisNqoxAbRkVZbX4X92iLftt5IVTedbrx75WDSvaxk8/sPi47QT6f4eKsloC/1dG+OCZRKSH8MEIgV8uwX/aOylpO/a1an6w6DY083DNaXP+H2u4fus/E5610jN9XDXhg5NSvjMVstE3rf2iLUiHDqe2sZYRWPrNpO2Sbp9whQ7mRVvKyGSu6DS0ZUUiw6jIOJxcgP8C/g2I2Pe/Aj80/P4YcFmq8o0nF7fOblYsWbIkvQfaUIabhFNOZZx7rnn3bE2apcNhV2Z997nnOtPy178ulzfcYD7lpIts8tOpTe34abrX4kTp9uRirPuSJUtcn1ysicJuuEE7LQoRcT5ppsGHjJCF3Xo6dDj1dWsZdlG67Zx31fdDkRdtKSOTuSId0AVOLtuklL9t47O2EEJcBUwGzopVEuALoNRwW0nsmit0dTt5NwmnnDB1Krz2Wvx7To69j4bbd9sFrASNhz/96TjdL2XuXM1hsbP4mKxNrXUqKLDc+/0S3QHLjTOqsipTccvmzoX77+/LzTdr3+0cUI3PWg0nJkzQ9FwgYv9/feC2r1tjh912W/yZ2bPN3xcv7ijqOx+ZzBWdhS4RFVkIcT5wF/AtKeV+w08vAk8KIf4MFAPHEjcmSAk3dvJOKC8vT31ThmU4TXBGD/mamvG2yZDUhPbYY1BcHA86mQpGs1rru8eMiSdmUtA87eN2H23xywAzL9rq0FVeXs4//+ncplZ+JrR/bZnJu9fvhzVrNImI3SJhDIgJ2t91dcMA7V67RUXBznCiqUkzUJBS0NraNj4qPnQFpEOHU1+3K0OZbM+aZQ60+thjcadXZQL/wx8eerxoSxluNkNdpV8odHhUZCHEv4AKYIAQYguaKO1uIA94XWhbuveklDdIKdcJIZ4GPgZagZullBG378pktQ8bZ5U2wk0ZduH2zZ7j/fjLX+xPXakmOCvsdv13322+R4W6V9GJCwrMDpVW02W3ULzI5DQZDodTtqmVn6Z7y2pN986ZE3foVKdAxU918jDC54Pjj98H5Kek1UqnOlVq1zILE5+NvpkNpEuHXRSFZGUY0yNICcuXJ5rAH6q8aEsZqaJQdBVeKLTJFFlmEBVZSvl9KWWRlDJXSlkipXxMSnmMlLJUSjk+9rnBcP//SCnLpZQjpJSL0nlXJiZ4KmpoJmhLGcrBsT2SIaVyprL7vakJXYQjBFxzTXI+OplGK164deiyK6e+vt6xTYNBuPFG7aOeSbjXogCdPx/H78aTB8CJJ2riQBXJOBWc6Jw+HU4+eQfTp7sqxhbZ6JvZQHuPEZUeQfW/qME9W5nAH468SNe9IJs0ZBOZhn/p8shGHK72gl3SK6OcHuyTIbVVrJRs1x8Mannsc2I9wvi7zxeltdVr2oE71SfVqcTNadIaW2zGjPh77epupxtReiFTzLK/lxCYFX/WqreaOtWZTpU3J51F3i5emnYiHUAwGD8ddtX+2RUwbVr8NG2MM6d0anax99zA1I/ag/A2oqvridNCtiwDutInG34umzdvbtcy7KyVjBYhQmjh4O+8c2dCOPtshNx3KtPq+yKllPPnb3VlcZfMosXIi1QWfMZyFC969pTynnu+tK37PffErbLU/VZrGqufi3r2kUc0Szk7iy87OtvaL8x1iia1+kmFbPTNbFhItfcYUbD6CqlUDz17ti19QcIYmvFo2ysQQ7Z44cYqrD1poAtYi3VJ2CULW7LkINXV+Vx8cR9GjNjpOmmOEAKv15tRsrCWlha2bt1qm7Dp6afLCYVKYkmvJPPm1XHxxX30JFS5uZJrr92D1/sBoVAPAoHEZGEqsVYo5C5ZWGlpKSUlPvz+GkIhWL9eq1Nl5UFCoaFEo5rfRmvrZkKhOtas0erU2roUv7+Qnj3zaWws4oUXGvnww96cckqYCy88Uq/TwIEDyc0dBah0wOtobBzEtm3b+PTTT6mvr2fEiBH07t2I399EKASNjSMT2qmlpRUYhLIb0ULUR/nXv1oIhaTOs8rKzRQWSkaO7E1OzgA9+VduLvTtu5JAYK/eTpWVXxFqHUIUTefx+OO1hEKfc+KJ+UyZoiVsCgTM7RQKHeDMM7WETcuXawmbmpqaWLeuL6+8cpBvfKOBsWO/cpVYa+jQFnJytPaWUkuQlpMTpW/fVdTW9jf1vVTJwlpaWujZs2enJwurqanRaW5rsrD33nuP2tralOPpggvidfL7wzz77LGEw8V60rh//OMLhg3zuUoWVll5hN7fw2FJZXU/QoHMkoU1NDQQCoUyShbW3NzM2LF9ycnph5RCT0S3fPlmV+3U0NBAz549u5OFtedHnVza4kmu0N52606+Eqns+DM9udghVZlGGtx4UNudSpLxwi6hlvEkopJ4XXFFraN/idUfxfYdNieXdPHXvy5vc59SvLn99k/b5Hul8HXx7UgG1Wc8nkiXOLl0hB9XR9BA98nFHTIxRW5vqPhcKuS7is+VSkfkxiTRCU66Gr9f0ykov41kZabiaVt0XMYyzSH2NShT3tbWiC3Pkr3XZHo9bR6BY651zTc7flVX57e5TykaA4FtVFSMcPeQS7jRw3UFPYM1CVxbdSZqHFRW1jJjhmYePmuWuzGRMIZe3ZL8gTSRae6UZGMonbI7I4eLEYft4jJnDjz4oNnXQEXvDQbj/hx9+2oN0KMH9I+l6TjqKIhGx/Kzn2k+JBdcoE1kBQWwciV8/DF8+SUMHBh/ZudOzcrrmms0c9Y5c+Chh04iP1/7/csvtdDuoRCMGKGVqb57PLB7t2bp1NCgvX/CBO2dxxxzjE6z8n1RtCjlslFpfO+9sH699o7hw6H62R8ycCOsWKFdB+29s2dr5ahB/uMfa5PlkiVaHSdM0P4HOPPMY3S+2inknTqxkc/GMqwwlgnxhUVKcxKvLVt8PPFE4rvVOxTPVDs1NMBLL8UVwEt+oJleK2scu0E3Z47mT7FrF2zcSExECRddpLWLx5Ov9yePRzOCUFY9qn3Uu486Kp6vZs4cjedCwLHHTtT71vDhUF0dNyZQfksXXACLFsXb8q67tN+rqmDPngksWgQLFmh09ugBX3yh9XUh4NRTYdQocxv27Qv33x+/Z0i/HzN4ifbbwYNw7LFaH1HlDR6sldG3r0bfwIFaH546VfOHCgQgGh3Fb34Dn3yiZRPNyYnT+vzz8NxzcNJJ8NVXWj0GDtR4pRxyhQAph1JZCd//Powebe/vZZedVE3AW7b4+PnPNQdg1W9OPx3+8AfNh2n2bDhwQKtP//7aOP38c+3d48fHxtHSb1Iwx77djH3C6E/2s59pxjehkHZPNPpNfD4t+sqmTfG+O3GiNicYfchUP929W2vDxkaNd5deOpYNG7R3qflIzQWqL2zcGG/Diy+Oz00VFfCvf43luutg2DCor4dPP9Xe5/Fo/ay1VWvDHj2076qPqLIHDgQYOthxoKaLbB2ButJncL/yhNAoEA8nYczh7vyJmr5bxTTJPj/4gX0Zxk9urhZ4MjfXuWyPR8vZHldemmnxeMx55HNyUtdDPZ+bGxcLXHpp8vr4fNEEA4DEYIyJQSeNfLaWYcWyZYl0/OAHZvFAXV1dwrutbZmsnW6Y9EFSsZ5VVOmmX3g8cVGeah+rOO+uu1K3SaqP16u1WVufd9Mv3H5yc1Vd7ctIZ6xYnzP2Z2sYGGu7aX0+4jh2XL+XxDLy8rTyrX0iN9c4vt3z02igku028XhU+dnoF5NktubhrBTS1T6CiUk7cHsPPrcfNx1OiIgcNSrZ71KOH68NBteDSZgXqBNPTM2LE0+0t7CyWnb16KFNplYLLogmxvqS5vKs9RwyJFH/ZHz+9NPT43dJn93y0kvNE8/pp8fLKytrn35RWNjxfatjPu2zyOXkmDcNQiS2zciRqt+2Hy+93rYvlJ3Dz+7Fpd0/MKkLNHRXKSP183fdlWqh08qw24U7PfuDH1hPUlF5112Ju89UpwXjbtaoTHe3E3THCyHSKe/QaNOvTxldgYauUkbXWlwyTXN8GCMb4dO6QnTC5DR4PJq8fNKk1GWEw5oc3YjqaigqSnzi/ffh2mvN76muTjQGsHrJH3GE+buU8Xtrakr1543e8+5hzwsp0ykv8zYdOLA1wxK6St/sKmVkiq5Sj0zL6Aq8jKN7cXGE7NAyvN7Eax4P5OQ4l5HrKjGj/fO5ufH88RUVmtLRmR6tDJ8PvvMd831Tp8KVVyaW/53vaErRnj1VelXJ1KmJ6VaNXvEAl15q/u7xxO81pmu145e6P8fRTEXq91ifcSov8fe29QvF75494T//c1/S96VGx/bNrl9Gpugq9ci0jK7AyzgOK2sx5UTpFWPp3TfCscce4PTTv+D99/uzYcOR7N2r7VA9HujVS+1Yo/Tr1wLkEgp5iEZbaWkRRCIwcKCguTnKgQNePB7N+c3rjXDEEa3k5wu++iqXr77SdqE9egjy8jw0NEBLi8Dng7599wO5gKRvXwn46NXrAHv3QkNDL4QQHH30QUaM2M3kyU3s3VvG4497OfLI/Zx88i58vmKkXEIoNJz580vYuzePUAj69m3hyivr+Na3+hMIwJo1rQSDBbS2eunTJ0q/fgfYtctHS0sOR0T3cjD3CI44ohXIpVcvuPjizQwb9hU1NaVUVEAotI7hw2HmzOEEAgVMnFjLsGFf8dZbQ9i37wi2bNlCWVlPpk79ivPP7wc08+ab/Tn33L1MmdKT2tpa6uqOYuHCYrxeD1OmbOeCC9YjpY9nnvkGr7xyEK93KSNHFvPMM6N57bUww4dvJRTay5QpI9m2LcLChT04/fQvueOOPgwfLliwII9jjmlm8OB+HH/8PkKhjWzaVM0///k93nuvB0OGbOaddwp47bWjiUahX7+D+P1NFBX1oqIC3nprJ08+OZhwOIfvfz9MXt4W3n4qzIXXHsmJJ/bij3+M8OWXPk4++QDFxUcwZMhmlizpx5tvHsURR3iRMkRJyX6++c1mPJ6BHHPMF7z2Wk8WLhxAr155jB69jwkTGlm8uJDPPutDJAJer0RKrS94vVGi0Sh9+rRy000tDB68l8WLI4wfv5uBAzfyr3+dwu9+dwT19b3o0cPD3r0CKaF//xChkI/9+wU9ekQ48sgQe/b0pLnZg5SSvLwo0WiEnBwfAwZ8xVFHhdix4wi2bfMhZZQjjmilb1/J7t15NDdrzqxCCCIRDz16tJKfHyIS8XLEvl3szB2AlFFycuDAAR8FBSEGDtxPc3MOu3b1Ye9eSSQi6dEjgpS55OZG2LPHQySi9e+WlihHHhnhuON2s2NHf0IhSWMj7NuXQ48egmHDwmze7MHrhUGDJM3NXlpbWygsDDFwoJd9+3zU1u4jJ6cne/fmAXHrK23jJOjTJ8yVV9axc2c/FiwYgJQRSkr207+/ZPDgHmzb9gn19cfSowcUFfloaAjz+ec+9u3LITdXG195eWH27vXRu3cuBw5E6N37IH36tLJ7dz/q6jwQ2k9ubx9ebw5SRgmFJKGQFyk1p+KcnHi7NDdrc0OPHpKzzjrAiBFRWlsbWb9+B0VFI3jrrb40NUVpaRGAl969YfduSSQi6NlT4vEIDh6UCAFer2DwYMmxx+5g3z5YtiwfIXwUFx+gR48WvvyyB6FQLqEQ9OgRYfDggxQV5dHYGGbr1hy++spLNJoDSFpawONpZeRID1u3Qk5OCzk5EiHy2LNH0L//fkaNauaUU3ry5ps+1qzx8NVXXq0vHKHNVV99lUNDQ+hg1ibkztaPtMcnG+FfOtNBLKtlHOLOclkt4zDhRbcTZXZp6OZFHGTRibJbLOaAwsLCw6aMrkBDVymjK9CQaRldgQ/QzQsjunmRiO7FxQEFyuPyMCijK9DQVcroCjRkWkZX4AN088KIbl4kQuWqP6wghGgG1mdYTD9gz2FQxgBgRyfT0FXKOFx4kQ0aunkRRzcv4hghpeyTYRkasiVf60ofsiA3BOYcDmV08+Lw40WWaOjmRTcv2oUX6tMtFnPGgsOojEzRVerRzYvs0ZANdPMijm5eWHC4isU+klIe39l0dAV08yKObl7E0c2LOLp5EUc2eXG4nlzmdDYBXQjdvIijmxdxdPMijm5exJE1XhyWJ5dudKMb3ehG5+JwPbl0oxvd6EY3OhHdi0s3utGNbnQj6zhkFhchRKkQYokQ4mMhxDohxE9i1/sLIV4XQnwW+//I2HUhhHhQCLFRCLFaCDHRUNb02P2fCSGmd1ad2oIkfLhPCPFprK7/FkLkG565O8aH9UKI8wzXz49d2yiE+HknVCcjOPHC8PsdQggphBgQ+35Y9glIzgshxK2xvrFOCHGv4frXql8IIcYLId4TQlQLIT4SQpwYu34494seQogPhBCrYrz479j1oUKI92N1/j8hhC92PS/2fWPs9zJDWbb9xRHZsmlu7w9QBEyM/d0H2ACMAu4Ffh67/nPgj7G/LwQWocWhPhl4P3a9P7Ap9v+Rsb+P7Oz6ZYEP5wI5set/NPBhFLAKyAOGAjWAN/apAYYBvtg9ozq7ftngRex7KfAq8Dkw4HDuEyn6xRnAG0Be7LfCr2u/AF4DLjD0hcDXoF8IoHfs71zg/VgdnwauiF1/GLgx9vdNwMOxv68A/i9Zf0n27kPm5CKl3CalXBH7uxn4BDgamALMi902D7g09vcUoEpqeA/IF0IUAecBr0spd0opdwGvA+d3XE0ygxMfpJSvSSlVopD3gJLY31OAp6SUISnlZmAjcGLss1FKuUlKGQaeit17yCBJnwB4ALgLcxzyw7JPQFJe3Aj8QUoZiv22PfbI17FfSKBv7LZ+wNbY34dzv5BSyn2xr7moMO1wJvBs7Lp13lTz6bPAWUIIgXN/ccQhs7gYETuqTUBbhQdJKbfFfmoABsX+PhqoNzy2JXbN6fohBwsfjJiBthODrwEfwMwLIcQU4Asp5SrLbV87XgDDgdNiIo63hBAnxG77OvLiNuA+IUQ98Cfg7ththzUvhBBeIUQ1sB1tgawBdhs2o8Z66XWO/b4HKKANvDjkFhchRG9gPnCblHKv8Tepnd++FrbVTnwQQvwX0Ao80Vm0dTSMvECr+y+AX3cmTZ0Fm36RgybWORm4E3g6thM97GHDixuBn0opS4GfAo91Jn0dBSllREo5Hk2acSLwjY547yG1uAghctE6yxNSSpVwtzF2hCX2vzr2f4Emd1coiV1zun7IwIEPCCGuAiYDP4gttHAY8wFseVGOJhNeJYSoRavXCiHEUXz9eAHaDvO5mHjkAyCKFqjx68iL6YD6+xniYp3DmhcKUsrdwBLAjyb6U8kijfXS6xz7vR/QRFt40dkKJ7cfNMVUFTDbcv0+zAr9e2N/X4RZSfeBjCvpNqMp6I6M/d2/s+uXBT6cD3wMDLRcH41ZEbcJTWmbE/t7KHHF7ejOrl82eGG5p5a4Qv+w7BMp+sUNwG9jfw9HE22Ir2O/QNO9VMT+PgtY/jXoFwOB/NjfPYGlaBvQZzAr9G+K/X0zZoX+07G/bftL0nd3duXTYNI30UReq4Hq2OdCNHngYuAzNKuY/oYO9hCafHENcLyhrBloCqmNwNWdXbcs8WFjbOJQ1x42PPNfMT6sJ2YtE7t+IZolTQ3wX51dt2zxwnJPLfHF5bDsEyn6hQ/4J7AWWAGc+XXtF7Hry2OT5PvApK9BvxgLrIzxYi3w69j1YcAHsXo9Q9yasEfs+8bY78NS9RenT3f4l250oxvd6EbWcUjpXLrRjW50oxuHBroXl250oxvd6EbW0b24dKMb3ehGN7KOnFQ3CCE8wDigGDgArJVxL98uiQF9+siyESMyKkNKSabuAF2ijKYmKCjoXBq6ShmHCS+yQUM3Lwzo5oWO5cuX75BSDsyoECNBDlYG5WiJYzahxWj6J1o4gNVo4UWuBjydbQ1h95lUVCQzxbvvvnt4lPGb33Q+DV2ljMOEF9mgoZsXBnTzQgfwkczSPJxMLPb72IJSLqU8T0r5QynlZVLKscAlaM41/+H0cJLIpIdEFONwOHzYlNEVaOgqZXQFGjItoyvwAbp5YUQ3LxLhKBaTUn4/yW/bgdkpym4F7pBSrhBC9AGWCyFeB64CFksp/xAL5/1z4GfABcCxsc9JwN+Ak4QQ/YHfAMej2a4vF0K8KLVAcm1GsD5IoDZARVkF/lJ/wu99+vTJ6Hk3ZaQqK1gf5NnGZ8mrz3N8R0fAbT06oww37dBW2JXdFXiRDRqyATd0ZDrOskFDOvS0taxs9M1MebG5dTPBpUEqyioAqFpVBcCEogk07W+ioFcBTfubTPS05/hxo3O5HHhFStkshPgVWhC438tY1FEnSC2Y5LbY381CCGMU44rYbfOAANriokcmBd4TQqjIpBXEIpPG6FGRSf+VXlXjCNYHOavqLMKRMF6PlxnjZzBt3DQTc0tKSlw97/P6WDxtsW3DJCvDqazZ58/WO8Jtr9xGOBKmcmOl4zvsyst2Z3FTDyc6VIce23ds1ulw2w5tgVPZbeGFFQ05DcxaOqvNbWSkoT0nh3TosIOb9kmHF3Z1TYcXjuPebYUtZVXMq6Al0kKuN5f/OfV/eG3pa6aJfW71XFqjra77ZiZ9K1gf5Kb3bqIl2oLX40VKSUu0Rf9dIJBIPMJDnjePxdMWAyS0TzaRcnEBfiWlfEYI8U20kAn3ETtVuH1JR0QxFkJcD1wPMLhnT5g505GeAEsJc5CIkERaIzzy0cPM++jvLGYa/lj4nJYtW8ChsY3Ph1sOUvXYrQToRwVl+vOpyrArK9RygJsW3EAUiQeBBKKxdwQe+yV+TktaVpB6zqKKMBF8eLX6BGqS8sIN3NTDjo4QrUQBDwKf9PDmv6eb+JMpHW7bIf5AQOdFkHoC1Dreay1b8d8tL5zKD1LPZXIeLSIab6PY76loUve8sGc1U/ppi3VCe7vlr4EXqWh2QipeOPHQ+D4nXlhh27cp1WkIUs8ZzNN/X8L0BL7fxisc5ABSYB73K47DP9P2tY6oYiFhwiAg3Brm52/dBYAXDwIIE0H5/rsdv+mOMyMCLKWFEBEhibbG3w2ABCkkSIgS1ekBEtonm3CzuERi/18EzJFSviSE+L3bF1gjkxqtGaSUUgiRlRABUso5aAYIHF9cLJNNqBX1QXxVZ3Gw9SBSSCRwkAhVk3z4J2vPbQwEKKmoSPp8OBLG6/Uyl7WxHUrQtENJVoZdWQiISI3dESRe4cUjJb7cPCqm/R5S7HwCS2cRXiKJSElYSAJnHKMNMOskkuZu10097OiIxlo2iiQkoswctoWZFddq9zi8PxltVjrctoNe9sxrCJyVFzsV3hvbsdnfayzbl+Oj4PzvMWt/E313TuDmKTcnrb95xx4vP1gfZGZgJqFNUSSGNjrtbsdn7MoN5Yd4MGcd5x1zHgc/jSSU5QozZ5r6xZzlc7jl5XuIyIi+s03VN1L1CysPrX04sHQW4TclURf02/bt0+7WaahaeCOh5drYCVnGsjplhCMGnYTQZOwhESUwsT/+dDdgCxth+XK9rNh0TpQoEA/NLhD4cnuY6m7t4+q7m77lhIr6IDmPnwGyFa/XcnIRsZOL0E4uvpzYfAKJ7fPfp7Tp/XZws7h8IYR4BDgH+KMQIg+X/jHJohhLKbelEcW4wnI94Ob9TvCX+lk8bTFVq6p4bOVjtERbkEjmVs/VxWM9e/ZM+XygNkDdnjoeXfEoERkhHAkTqA3oHebprU+n1JcYy/pg6wc8/+nz+m8XD7+YomgR/3Haf7haBCrKKvB5ffoxVzuiv2q6x60oyTgAkvEiGR2h1hBRovqR/I3NbxD4PIBA2IoLtAnuFtsJzspPRZ8SIzq1g6neVBF6M6pNLFJqk7LNvWBuF6OIMkfkMHHixKTtEagNEI6ETbSAJoIItYZ08YTP66OgVwGzls6ibk+d7TPGSUiVGyVKqDXEgvULkLFpLMeTo4tk0kWwPsjNL99Ma1RL7xGKhGx5YkWqfmHkod1moaKsglxPLq2y1dBf7emr21NHjicHouD1eKnbU0ewPqjT0LCvwZGOQG2AlkiL7W9e4aWCsqT1sMO0cdOYWz1X6xMebRqNyihej1fv33YidzsxeDp9ywn+Uj9/PeGvfHnEl446l92h3VRvq2bqqKn6O5K1T6Zws7h8F03H8Scp5e7YgnBnqodiOSMeAz6RUv7Z8NOLaKGv/xD7/wXD9VuEEE+hidz2xBagV4F7lFUZWjpfl9szZ/hL/TozH1n+CBJJa7RVH1RlZWWung/WB5m3ap5pQjd2oMc3P55yF2gsa9Fni/Sy7jr1Lob5hjFo0CDHZ63lJHYW8+JiN/E57ZAVHc9MfsbV++3oKOhVwPyP5/PGpjeIyigtkRZ9Qgy1hkyLsdMEZ+WncUAaZcWqHYyTj6pboDagi+nUtlJN8E6TmmqXWUtn6TxTZSVrT7tF3rgwePBw9tCzmTpqql4Pr8erT55q0bFuAozlCiGISm2XLBBcPf7qNk0O6jQViUb0a17hdbVQpRojYB5n6n3G/jn/kvms3rvatZ7k4uEXs2jjIh5d8SjzVs3jmcnPEKwP8vLGl/Vncj25TBs3Tf9eUVZBrjfXfHJBa/+f+n+K/530Nk+qXkumL9HrsnPnTr0e4Hwyt46/+R/PT6tvJcPFEy42zRUJm6sYH5fWLQXQlft3x06Lwfog9OGoNr3cBikXFynlfiHEdrSIop+hWYF95qLsU9FMldfEsqCBlsTpD2gJi65By2/+3dhvLxOP7rsfzY8GKeVOIcTvgA9j9/1WKfezgWnjpiUsDgBbtmxxNanbTejGychpAncqa8n0JfqOA+DlNS/TsKHB9c7COpitsD/dmBXw8z+eTygSIiqjhCNhFn26iIvGXZTy3U50jCkcw1u1b9EaS3ynBlKUKAW9NOe1QG2AaDSqPy8QpoHqNCAVf+8+7W4WT1vMve/ey4INC5izYg7zVs3TF/aKsgo8eHSxhUBw9tCzmVkxM+XJzcizHJH6hGDtE4Bp550jcphZMdNUL6LaSXV/y36mjppK0/4mxzo+sewJxh4z1rTAGidTt9DFbLHTlEDg9Xj564V/ddXX3I4R6/uMC+ZRrUdx0WnOfcvKo/0t+2mNtup8WfTpIo4uPlpfHAWCayZcY6LfX+onMD2gj6u+PfryQPABIjLCX97/C5fy/TYp9Y19fPn25aZ6OIl7C3oVmMbf+KLxLKldgkQm7VtuRNnJ2sPIx1BriFtevoWojJo2Z2dVnQW9s5dp0421mDIDHgHMRcvB/E+0xcMRUsp3iKuUrDjL5n6JlkvArqxKoDIVrVa4aRCno3tzc7Pr91gndKNYKNnO2AlqsausrkRGJVGiSUVY6cAoElQwTjJGMZba2Y/sMdJ0b7rHaH+pn/vH3s9a71oeXfGoft2Dh6b9TYDGsxxvjr679Ii45NXKz6mjprK0bmnCAgmw8LOF+uJlPP34S/08xIXc4nlVF7s5LSx24jnVR/ru7JuWVRNg2nlfN/E6joscp5ehJhqvx8uijYtojbaytG4ps8+fbbsJ8Jf6CQ0KUTGpgjGFYzISaSScpoY5L7Z2SGeMGN9n2nRFkr/Luhmytv3IHiOZWDbRdI/dQmsco7OWziIqo/rmKUBt0sXFjRVa5bpKZhTOSHr6CrWG8Hg83O6/nfy8fF3cGolG8Hg83Fx+c1rPW09JoeaQI73WU29ERuL1j4lgrSe7TOFGLPZtNEuvFQBSyq0xv5UujXTMVO12+z6fr83vVhP4vLfnMf306WkNfOMAjEaUctBZN9BWqAVs3qp5TB83XZ9k1PuU6GZmxUxkvSZHSqYTUXAaiBMGTmBvZK+K/gBosnPjpDlj/AxdRBmVUdPCYOWn3cRqPf1YxTvXM4kxV/0i5URhJ567+7S78Zf6WbZsWVK+Wvud4q3aeQO8/uXrvPHUGxzV+yhHnVHT/iZHebjqm6lOqalgnbjTWViMdLT1fRVlFXrfcoLd5m9M4Rh9c5TryU2p27GioFcBHuFBIjU6omWO9wbrg5wx7wyd5iXTl9iKm0KtIZ6of8J2TARqA/rGLRqN8kDwAd666i3T4i6k4Cv5lS0N1ufvffdePMJDjifHpL+cPWE2efV5tvOekw7RuHHxeX0c4EDWcrC4WVzCRqsuIcQR2Xp5e8KNbiEZdh2xixsX3giQ4APjBv5SP8POdq8vUTAOQK/HC1ITIxn1OZkq4IydNdSq7XaMCnhlC68mm0Zfoyulr9X2PzA9/nt5eTkiLMjLydN3YFbxi5OI0o6fdhNrRVlF0vLd8ibZAlVeXp7yeWO/A/PpRBmQKOR581gyfQlAQt2dFg8nGtLtG9YJR+1g3fLMSoeb908fpwXYUGOq0dfoWL6xvLstVmSKV7meXMaMGePIKzvLLONpYfb5s/Ev2OpIQ9WqKkIRbYyEIiGqVlWZ3mNcIMKRMFWrqkynVsVbj8ej96uIjOj3GBfbi4+72JaGgl4Fup5SQekvIb75/Fx8TlNtky7SVmNU0aH4GKwPJrQDaMr9U/54ijMz0oSbxeXpmLVYvhDiOrTMbH/PFgHthYTdSRqiqWB9kG+/8G1apNZ4c6vnJuxY3GDbtm1JFxe7wWjdhW34bANbc7cmiFgyEZMV9CrQTylRokwomsC0cdNMTo9GmrZt20agOfmkC9pAVBOqGmhqQD8ZfJIr/Vcm3WGm2oGm4qfT87q8m+XcVnVvUv6lWqBS0WCdMKaNm6bztm5PHY8sf8R0v1Wf4mZxsKOhrQ6l6h47Z7pUtBjpSPV+6+8TiiYQqA1Q3FLM9EGJEZ2SlWfSw0ScleB2ZVhPCyu3rWQWG6iIGX+4XaATdCit2uZBOU4arcZ8Xh+3+2/X9Tx53jy9fGOb92xKNCxQi6F1cREIcr25pncMzxtOqFdIN/SIyii7Q7sdrdOsIkR/qR+acTa7SxNuFPp/EkKcA+xF07v8Wkr5erYIyCaEEBcDFw/o14ufLPoJLdEWBIIpR01hiHcI69evZ9s2zX+zvLyccDhMfX09ELd8qa2t5Ym6J3TlM2gTwDMfPcMQ7xA2bNgAQGFhIQUFBXzyyScAFBQUMGjQINavX08kEiE/P59Nmzaxf/9+wuEwffr0oaSkhNraWg4cOMDGgxu59aNb9d3Xg5MeZMqkKWzbto3Q7hD5+/JZuG4hcrPk3JHnEqoJ8fqB100njhfXvEj//f31Ou3us5t3trzDUIYyut9orU67d1MbCABQWlqKz+fjw3UfxvUqePhw3YcMbx7OlMIpep1CNSHW7F7DoEGDePvtt+k7pC+5nlyNp0Jwa/mt+Lb7aPQ16nVqbDTvQhsaGnhp1UtMfXEq4WiYR9c/yvwp85mcP5mmmiYCNQFGjhxJU1MT27drFunDhw/nO4XfYVvNNgI1AVM7VVdXk5+fr7eTsU41NTUAFBUVMb18Ohs2bCBQE2CrdytXB67W6JZAq9D5V7mkkp5je1JUVERNTY3eTs9MfoaX1r3E6CNGM651HI2NjWzZsoXm5mbWrl1LUVER27ZtY/fu3Xi9XkaMGEFjYyNNTZr+6JnJz/DGxjc4JucYQjUhvU5v7HyDHJGjb1pAU+6PyBtBbW0todoQfvwUhgupr6831alPnz5636utraWoqMjU9xZ+sVDvG+HWMAvXLkTWS9u+17NnT8r27WPL8uU0Nzfz1BdPmZS9f3zlj7y6/VXCrVrfvH/s/Vx28mUJ7bR69Wp2797Nuj3reHr706a++e/qf1MUKdLbaeGehfo7DrYe5OaXbtYnwdUNq7lm/DWm8fTvHf820fRk8EmG+YZRU1ND3519yRHa1OWRHvru7Mv7779PWVmZ3k4+n4+X9rxkomnhuoWM7DGSHJGDlJofWeXKSloJk/v4Gfz2lN/ym+Bv9DH51IVPceaAM3lMPEarbCXXk8s5hefw0AsPccfqO2iJtpDjyeGEI09A7pWUDi7l2U3PJoi0Q60hdm7dSeVplXxy8BNKWksI1YSobqpmWNEwpFcSqgmxev1qioqKTO20cOdCXbqg4MXLhUUXckHxBQwePJjXNrzG8Nzh7Fq9iy9HfKmPbYHg/dr3TTx4YsUTSdspm3Cj0P+jlPJnwOs217oUpJQLgAUlxX2v2xk5qF1DMn/rfH4c+TH+EX5GWELxW4/2ZWVl5NXnMa92nj4J+Lw+Lj/+coqLiykuLjbdvym8SdvBhAtoWq/t+E8r1Txxm5ubOeWUuFNSsD5I1ZdxRXpLtIUoUVplK019mhg0aBCDBg0iWB/kjqo7dOuki8svxl/qJ68+jwdWPKDvOi4ZcwkjSkcwYsQIgvVBrqy60rRLKystg/x8yiyObjPOmMET9U/o9844w6yItO6KJ0yYwGmnncbEiRNtd3Xq/rzyPF6e93LclPq8uwjUBmiVrZqpt2xl9Z7VCdZBgwYNYtSoUaZrdu3k9Xr1TYDVDHYLWzTaelUwoniE3k43LryRcFQ7TUkBXuHBIz14PB5OGH0C48ePt62z1TpO/e71evV2MqKwsBDQ2jhYG+S7J343Yee7s9dOrvFew9rP1zKgYABH9T7KJJaw1qm01Oytruq0dOnSBBr25e/jgeXxvjH5uMkJJ4dAOEBFeQUnlZ4EixYxaNIkAPLq86iqrdKfLSoqomVbvG/u7b9Xf5+xnYYOHconvT7hp0t/Smu01RRe5Nvjv01ZaRllZWUE64N8teorcjw5yIgEgWnz9peav3DZaZcxatCoeF+qz+PR9Y/qNF3pv1Kn4RROIbckl/kfz2dA6wDWetey9su1TCuehn9SvM6iXvCn5X+iJdJCjjeHyaM1npSXl5t81KIxehZvXWwak5/s/4S7T7ubkqNLEqxBW2WrtpBHw7zb9C65IpdvHvVNPJs1aYlVH2IdY277VrQ+qo95p1BVF429SO8XOWU5pjniyglX8kHjB/r3H0z8AR9u/1D/bmynbMONWOwctNhfRlxgc63LoA8+GsR+3Z9ByTjdHHNVB/r3pf9mYd1CIFHnYjwS3/bKbQm6CiVWeOWrV8ipz9GP20Yv4VxPboJfg4qxZDr2Ez/2JxMbOTnuBViqH/kV0lWAqok+lQLZX2q2/bdaRGWqN1KLqJ3Yy61I6NTSUwluCRKREW575TbGFI5JmwYnJKPD+FuuN5c3L3mzzTozOxqStakdXVBPwBDTy2o67aT7MmJvv73c9PxNej81mneDZpVlVB4LIUz+OQp24zNVfYzjjjrtulV8vWb7GpOJsrFsNSbnrZpHuOUgvhxnK0Rrv1eizwOtB/RrLbKF+5fdr4Wa93j4ywV/SduaL912tWJvv72srl2tG4kYDSCsBhGZ6m3dwHFxEULcCNwElAshVht+6gO8224UZQke4dE7fa4nN6nOxW7wDRaD+dvkvyW9Vw0UXX8h40q9eavmEWoN8cDyB/TOYfQSbo228qNJP2Jwv8EJ1htGM1Qr7U4TvFXWrzvhcRBf1VkJE64bSyM1kZdGSvlh4Q+T3utUrhocT73/FFecdAXQdr3Rax+/xvXvXq/rQx668CGun3R9UuONaeOmUVldqRkZ4GHUwFG8W/9ughlmKgsy9Xvv3b31U4oVyegwbRha3TnLOS3CjY2NtjQ4tamVrqpVVcyjivASmWBRpOBmQvvze3/WxxhoY04tLAljRGo6DkAX2QghQKLrINKtjxp3CkaeKwMURV9LtMV5AXvsl1RM+73riVc9d9srt/HB1g/061GphfURUtC0v8nVGDMi3XY1Ilgf5LIXL6Ml2pIwrozPd2Sg02QnlyeBRcAstLD4Cs3ZdGJsDzQTTst7OR37e+O9HunRLbrUycXn1cwzjRYkqjGNXsJKmaaO2cb3G81Qk/lVWDuKcULQ6RTuzJjtrGqUiSXA/Mb53HXKXWl1SGOZ3x7wbdu6pmPF91bdWyaTzFtevoUxhWMcHUMVZoyfAcC0j8JgsUiz84RPtuu/77j7GDNmjC19dgu8Oo2m64iZ7BTU1NSU1iRh9BMSQtDwVQNhIlqcLoc2sE5otvGwtgVMz1w8/OKENvZIj3ZiQZDjycEjPLrC+8JjLiSyN8LdF9ydVr9SxjpqMleQSEenXKeoA/5SvxZQ0mYiTgZ/qZ/Z58/WzZQ9eMjx5uhisHR928DcrnaGNclgtVqza9P2jCJuh2T5XPYAe4QQ24AjpJQftxsVWUYffOz0tiZ1qjLCbnIK1YRc3WsMka86A6CfXIxmpUYvYaOoze796rfKzZWmMCYKTh3FeJ/P69OP/Ome3IzmygDPf/o8iz5b5Npqzhq247zC88grz0u5ECTD+H7jbU06nSytrPWaxvedF2GHxS5QGzCZdlbvqXakz1i29TRqdcQEkoaaT0bXuj3ruLPqTteThJoIlY/Sy5+9TA4eELhqA6f+YZzYvcLLXadqkYGt5vRSan5LQggevOBBVm5bydzquSzYsAAPHo5edbROZyoYTYm9Hi+jeo9i9V5NsGJ1ys3ULD0VjGLgvjv7Ouok3UK1q52Y3c0GIlWctkzdM9KFG53Lx8CjQogcNA/9f8UWni6LI/CxeNqCtEwKrXJKJ/t7JxmoKsd4z8K1CxMUq4P7DU6gSQ3++R/P14PKGQf0E1WJzlmpOorxyF9w/veS+jDYlVVRVmGayIGE9yTbPRvLjEQiLNy2kDeq3jBNsukOwstOvozcklyTI6eTXNy2XjFPbNtF2GGxK+hVYDLtHFHqrHMx0mF3QlOOmC+teillPqFki/BW31Z7/VoSnjbtb9LFU5FohOsYz+Azprryb3HqH3nePG3XHhNRGsUwqj/38vXSA2xGohGa9jcxuN9gPYRLhAiPLH/EFKonGaymxOOPHs9n+z+z1ZO0Z1BGBVXuwn0LmcjEBH+cdKDa1Spmd7MI+EtTx2nLZGPXFrgxRf478HchxAi0eF+rhRDvAo9KKZe0K3UZINnx1qqQN55C1EDr19zP1pdAdVZjJ3I6RfRr7seo0lFJ71G/KTqW1i3V5b7JFg83HUW7v4yzLDtoK1+cTk4PXfgQN70UV9ga35PqiK3KPNh6EIk5ArGaZNNFU1MT10+63rVCMqFeNp7YqSahpv1NekwyDx6+2PmFK1qTtc8bG98wLbx2k2syukb3Hm2vX3O5WHk9Xohie7rSRV4G5b4xLpqxfzz2rcf4nM8dFe7qXdZngYS+EWoNMTMwM2WUACtfzys6jxv8N5joNZ4I21uvoMbBwdaD3PvRvboesC1Q7Wo8uaSzCAzNHZo0TltHLbgKbk4uCCG8wDdinx3AKuB2IcSPpJRXtCN9WYFTrCejstEazO2+4+4zmV1axTzGAey0EGzfvp1Ro0bpkWeNwSCdlL3GnaEagEIIXZas4LajBKjVyz7YepB7372XE48+0fSMU1lqIp+1aBZHFx9tmrDcnpxURr6WSEvGuyXFz3Tk4qZ6PfZqwj2pdBdKvKIms2NyjnFFq/XdEJ/0jsk5xnHhdXMqLI4UO4r2Ui1Wqj0eZQXi5ZvNMbZiGytjPzeGj79u4nWmPlAcKebKiisT6m4yXojCdROvSzix6ykvVjym+YUQ5Y3Nb7C0bmnKUE3GuodqQnp/6GidgqqrCvzZGm3lppduStsCUUG1a9WqKhr2NSSYqqeCGh/J0BELroIbP5cHgMnAm8A9UkplHvFHIcT69iQuXSgnyuI+fXSntiWfLeGO1XeYnKD0nUFM2ejBo1mXRSO6c9FzNc9Rt7COwZHBjO43mhd3vZgwgB+vfpw/jfkTfdEcDFXE2747+1JdXc3OnTv52dM/40+f/Ek/6nrwkCNyGPjVQN05z+gUpp5vpZXfnvJbfv72z4lEI/z45R9zdM7RDM0dypLPllC9p5qLx1zs6HAImt/EiOYBePp5iKAllXp+/fO8sP4FfB4fj5/5OKcPPV13zptSOIUCXwGBQADQnPPKB5Vz9sGzGdt7LD2betLoa0xwZFM02zmyzTxhJif3OplnPniGi467iPK8ctasWaM7HNo5UTY3N9s6u1ZXV5ucXcHeidLocFhYWMiM4TP45JNPCNTWUrBmje7sunrnar1v5Igc7h97PyeXnExJSQkLVi7g/e3vc1LhSTwz+RkWfbqIkT1GIusljY2NSZ0oVZ1C2zWnyC93fMn3Xvqebv33y9JfMu+sefxj9T94peEVokTJ9eTSd2dfAoEAX/b4kmlvTNPvt7ZTbW0tF4y8gBU7VzDrk1l8xVd4PV6ikahpsZr39jxCR4d0J0rPVg+tOzVdpBQSoq0ItP6f68mluKWYyiWVcaOJSFxhLiOSHqEehGpCBGoCDB8+nLq6Or2vGB14rePhuMhxnF98Pj58+v1FRUX8auKvyPs0j3d977Ji1wp9k1e5pJLeE3onOCUbnV3P7XMuSzYuoTJYyQVbL+C75d/VHQ51p8m1C+nZ1DNlO22vrYVAIGnfU+PJ2vdG9hppmoMiMsKsRbO4ffjtrhytvxBfsGDtAsb0HkNOQw4lR5Ywd+VcWqIt5HpymVw6meXbl+vjqby83LHvPf/R87x+4HVG9x5NcaTYNJ7e+PQNqvdUc9HoixiTP8axTtmEm5PLauCXUtpGVTsxy/RkBOVEeXxx8XXKGemFphdola36Luro4qPJ+zK+E7XLWe/1eHnnq3d4a8Vb+g7oci7n4Y8fNu02W6It7O2/l7tPu9tWmVcn67h/wf0mk8nji4/X4hnF7hk0aBCTJk2yff6dpe/oia1aZSur966mf1l/7lyrKXNVoLyKigoTH4yOoWV9RnLNxP56QEhAd2jcHN3MFcVXJDiGWsWBl112meke5cimaFbGDNHiqK2D4fRB0znnG+foZVjNLd06Ue7tt5d/1f9Ls76y1NnJ4dBUp0CAYP4+Fq5fSEVZBXvZG+8bwN7+e5k0aRLB+iA/Xv5jE4//+r2/ArB161bbOtaEagjuDlJRVpHgcDhr6SyTc95XhV9x+cmXc/nJl9ueUKz3W9tp69atbApv4vY1t+vWh7meXKaMmKJHVvZ5fQlBUzeFN7Fj8w6tH0hi2RglXo+X/3fB/2P6pOkMrx+uO9gKIfRYclGijCwbScWkON/PPvtsiouLCdYHuWLeFfqYWjJ9CW9OfNP25GVtp7uuvIvPI5+bThwzzpjBmFLNIs/aVzaFNxGsDbJ7127uffdeAD757BNGjBjB5OMmmxwIJx83mfGl403P2/a9sjIw9Cc3jtb6b5RzyWeX8Pz65/VrRxcfbeqfyRxuL6+6XKf3qQufYvXe1bqDphrzdk7Hqt/khHLwj9FObY+88wgtH8ZNkQHm1cyjoFcBd67VDAUe//xxTXRXERfdBeuDBL3BrOtgki4uMSX+47HAlaVoSbxqpJQrQbco67KwZrCzxnqydnwVbXXFthV8tPUjk1mfskhSYgWryaGTQtnqMFbcp9j2WGr3vLIAMcqr22LxoQJCtlWW6xRaXb3XjSgi3fDsVgTrg3zvpe/Z2vFb73MSJwWpT4izZKcXScbjtze/zeaazaZ7nXQXClY9wbh+40w8dKMDM6K5uZnA9kS/qROPPpG7Tr3Ltv5G3QBgSoYhpdStrIxip7o9dcxZMYeo1PqMusdIB9gHd3SbX6a5uRn/iOQiXjsdqTXW1vyP53P9pOs7VKegcNepd/HyZy9rpw1vruu6V62q0jerB1sP8uS6J/nJt35i0o1Zk95B6php4Ujc105tEiJRTXJhNOFXokRjsFl8ZC0wcTInyuuAPwL7Ysm67kQLuz9BCFEppfxjtohoD1h1JFZ5sVPHSzYJq4nAaXGyotxTnpABb9HGRbamxXbwl/r505g/sbf/XtO7UinyTbbyLKWC80wmsunYz4MWoNDJM93tYrdt2zZ29trpaGXnRI/6XaUBzsSO36h/Ckecw9o7Te7B+iBXvXkVrdIcmNCou3PSnRitEZ3M3J3ut9Zz27ZtVJQn+k0lU2KrdtIn5djJxdrHrfrJZJ76Tv2iYV+Da92HKsNItxsdqdHjHmDqqKlAap1C0s1HGxwM1TO3lN/CgNIBrp8N1ge1fE0GacJzm57jJ9/6SdKkd+CsozWaIgP6PUr8r9JdGCMiWIPN0osCG3LbhGQnl9uAcjSP/E+AIVLKHUKIXmhZIbv04mJVKg7uNzg9M0ecMxW6VYqN7jeawPQAt71yGx9u/dCUSlm9z7gDNjmoxb6P7jeaitMqTO9OtcszJv7yIMiLeeinMpMM1gdt/XDW7VlHcGnQ9n1uzRvtfDMg+anHukHwCm1Cdwojk9LCjjJ83mCCVZxdW9qFJA/UBnRxlTEwoXKmNdJmpd9ojdh3T18qSOSTNSmU0bzXCn+ps9+UHazWYhe2DoURI01KY7vF2c1JwBgFwevxsrV5q6PxSioky4dj5fOtJ93Kmx+/yXWnXufKQivZ5sNNrqJk5eWIHJac5j5yeqA2YEotDVp8M8Vrp6R34Gzdef/Y+/WNKJg3BreedGtCVOb2RrLFJSyl3AXsEkJslFLuAD3tcXZTlrUD3Ex61snJ+EyuJ9cUI6ktx+zy8nJKS0uZff5sU6e2mo6aEv5YQmI/ef6TCeU67fKME6xuK5+Gh74x9pmK0wTwn2v+01Ec5dZqrc5bZ+ubYbcYWE8rKsrsOYPPoeKYioQdraIrVZv7KU1Ja4LjpSUXu8/royXaYttu1pOGcbEzWiPmenKZOHGirRjVLgKB9T6lA7D2A9VPVVlOFoEFvQq4bcHNhDdsNNXRbnF2MhsP1gdZtG8RefV5poVubvVcXaTsRvxq1WdYaQDzSd3K5/oR9Ql6HCdYy1a5VwpYzs0v/0/SXEWpylPf3c4RVlN9iEcYCNQmjy7gNOYumXiJiRfWey4dcWnCM9PGTWNu9Vydv6H9IbPsMwMkW1x6CiEmAB7AF/tbxD49skVAe8HtDt+6i1HPHJOrmZym2lk7nTj8pX7C4bAtLcZOac02ac0P/86Wd7h00qW2dbSrg+q0espiCTne1OFGArVmGb51AUgmjnJzkjt+wPG2E7/1mnH3LkRc9CGRBLYEmHm2dpJ0clJMtXikojXZ6cdf6qfq7Co2tmx0nMSNMLYFAj1yMFH7iaiirMI2AoH1PtWvFKwnPOOiZ/RdUaecuj11tuFfKsoqdKszY5ZQK4xt9JdVf9HfEagN0Bpt1X2C7E7+TmPEyjPj4p5MDG19PhmspzelOxVIIlFztAE3O3vrZjTd08D0cdNZsW2FLtVQEQaU+Xuy6AJ2/djKC+s9ds/4S83BZk/51Sn26TDbgGSLSwPwZ5u/1fcuj2QTidMkoj6BQCDpRGMn8lCRWpVIY3jzcNusgdZObpwMrJFZhzLUsX5OO03dh2DlY7RGWojIiD6xOPGjosxehg+kDCvhBgMPDrSd+K2RCWYtnRUPOyO12HAqP4USKVpPmakMK9JBqtPPwIMDubzicv17sonTXxoPu2IMSe8UW8xfqjmuqvs9wpPg3wRQX1/Pdt92V5sVtUFIiMjtEP5F6TKsOg0jrMpjpzaxW1ism6FQfcg0RqwbMfU+pwW8vr4+ZXZQI5S4E9DTSnuAHE+unp3SbagYI63JYgBaYd0M+Lw+WqOtpn4xfdx03ddlTKF9LDsr0uWFsR6ZjBknJIstVpH1t3UhuBGbJbvHOrHP/3h+gkjjgbEPUEFFSln2mu1r9AnW6oGeTPmbbIJVlmoytmNWjnVOiuJkMnyjLDeTTmjtxHaRCay7d4AcTw6RaMTkTJrsZJpJ5Fe3Yj7ru5wsxlTYFbUzPXvo2VzS9xLbk7R6518v/Ksu/zemBVD37Ni6g7+9+zeTPF1lXbXmEVGLT0JEbiYy+IypCWI8tQgaF3IrjCcyq0VTMt7ZbtZwPl1m0ynSbjOojx0pmH3hX9M2dDHSqvx3nN7tpBs0OpmqmHMmnanwmBT6bvp2R0Y+ToZk1mLflFK+k+T3vsBgKeXadqGsDbBzokzmnDfvrHm8tuE1xvcbr2djU85EQghKKOG+4+6jek81Z5WfxRDvEL0TDfEOIdeTi4xIckQOJ/c9mTc9b8ZFGtEIH+//mDkvz+HRjY/qstVwa5jKJZVcO+JaZgyfwctrXubHwR/TEm3h7c/fJm9PHkM8Q/im95uU55Wz4uAK/Z12DoeVFZUsrlnM+H7jKaGEmpoa6uvr2bF1h7bnl1qSLBViQ2UAtHPOKywsZOYJMxMyUQ4MDWR0ZLTJidIxw6HFiVI5fTU0NLB06VKT09cTdU+YdBKVSyr577P/m19N/BW/Xf5bpNRCwk8bMY3HPnmMqIzyk0U/YUBkAP339wfgu6XfNTnnNeQ2cPWSqwlFQniEh19N/BU3nHCD5shmcaK0c87r06cPw0qG4fF5OFBzgPe3mh1Dm5qadCfKdz9/V3fCFAgiMqLz+T9f+k+uLLoywaHwkr6XMGHgBL2dQEsi9oPXfqCLV75T/h1T5IhnPnqGL3d8yXcXflfPBCqlJEqUg60H+fOyP+uBIW8ZdgtjjxrLhtAGWptbqVxSSWHvQnI9uXrSNCEE5Qf6c0avc2muaWZZ/TLKy8spbinWszTmenMpjZQ69r2nLnyKRz94lFcbX2XO8jk8Xv04VWdXMfDgQPz4E8bTlz2+ZN0X6/CgLYK5nlxG9x5Nw/oGAoGArcOhm+yau3bt4qEXHmLdV+u4aPRFHNV6lK3D4QOfPaCPwVBriA/XfRjPGPraeoY3D9fnCFVnoxPluj3r+NzzOScPOlnve0YH3oaGBtavX5/gwLu5ZTNTX5yq6yx/d+rveH/j+/qp3Cu8TPBMYHhkOM2eZhaujdcZYvHFYnPGmgFr+MmKn2gnHuHlgqILuP6k6xksBtPU1KRnfr1swWV6X3p68tOM6DXCtWNoNpFMLDZVCHEv8AqwHPgSTddyDHAGMAS4I+sUZQA7J8o9ffYQqA2QF8lLyERZWlrK5SdfbirDyOzS0lJuLr1Z3wkMiQwxOUcNLRtq2iEcXXK0yeKkpH8Jt310mx4eQik4Z5wxQ8sGCDRsaNCdplqiLWzN3cr00+JH92984xsmpy2rw+EVxVdwxanmCDzbfdv527t/0/wTEHg8Ofrko/LPpONEeeKJJybQkOx+u+/5+fl6GcqJLK8+jyeqzBkxi4uL+XXxrzln7DkmsQ+foDuurg+t5+4Ks+WbUmQqXYxEEpER/mfl/3DuuHO1dgsEYIy9c57bOtXW1upOkouaF+lOmHqUh1gok2BjkA++/ICHLnwowaGwtraWsrIyXYRhdZrs17ef6UR6+fGXa6eKWD/RraakMLWpFy8DSgcw/bTpCTv1v1z4FxZ9togFG7Qgkv/V401mbPu76YQ6fdB0hh873HHXa+1772x5h0WNi/S+u7Flo0lkCOiZKKdXTdfFQNePv15/b+2RtY59a1/+Pu7/6H7NGsubkxAEFkAeLbnzdc1B8NGaRxMcBJXD4SvvvKIrznO9uXpmyIvGXQRrZpLMiXK7b3vSKNSlpaXU1tayzbuN52qeo6I8zrsXlr4Qz1oZCfOLd36hRwJROW3GjBmj94sB3gE8sOKBBHeIGWfMMFsryigLti7g9QWva9IIbxMjho1g9d7Vpr60bt86LplwSVqOodlCMrHYT4UQ/YGpwOVAEXAAzSz5kWSnms5GHXu4ceGNTCiakNS5LRnUBJDsaG4V81hFWpVLKnXZtJOCM5V4TtGRDowycQ8w4agJTCyamMCPZApbu8kw1X3JYFdGMjGKlbdKDJNK7+NWKd5WGOuh8oqojYPRYVaJlm55+Rbeuuotkxm4lRduldjqnhyRw4MXPpgQWSKZI2jT/iZOPPpEFmxYoO2GwTEGmVteDYkOcWWGbhUDGd0CUvVvoyWVHRZ9usjRws5odWjMSJkqv5Md/cawMnb96aVVL+mRM4zzhLFthRD65kPVySh+fGnVS+ztv9c2jYexD1gDfiorRNUv3LSJQnuK0JJ66MeSgj0a+xwy+JL9PLz8YbzCq3mltsHeXiGZUt8Ka0Ot6LciqYIT0pfxu0FFWYWmp4hEiAIfbfuINdvXMG3ctLRNcZU/ipv72kK7m8lM8ahySaVtLnIr35VSPJVNfyYDy5hXxOjcZ4Wbxc2pD1gXW6Py2OjXYRcl2mnTYp2c3Jqp2ynYR/cb7arvutFv2iFQG9A9yyPROB+N9Djl+AFzAE5rlI50UNCrIC6mImprZFG9p9rRQMia48fOSXvO8jn8ZNVPkEhHPxtVljFKiL5gyageacHtfOJ2rLcVbgJXDgLuAYqllBcIIUYBfinlY1mlpB0QkRFyPbkJzm1uoMQsbgeGXUOdf9z5rhIIGRWYVp8aJxv+VBOjcadnXFzt/BaMZdktpt8t/W5C+eksusnqkQzWOhaeWkh5aXnCPVa+uwnL39bFUdXDeDoUUpj47SHmER2bKKx9xo4XTousnQWaCtKZ7FmnBUufnD56lFYbazG79zuZOc87ax6Xl17uenNg1x7J+oXd2LO227yz5tluJpyU5m3ZSDTtb9JPpnZhcADOHX6uHpPNylNr+8z/eD7ji8aTn5ev32dMyZzMz0aVpU62xpOrMod2e/q0G8PZhJvAlY+jJQn7r9j3DcD/AV1+ccn15PJT/0+p3latm7oakWyC9vm0EApuTxZ2DfXDsh+6bminyU7R4eZeIy1G799ki2tSK5rYMz4SaUh3N+rz+dI6KdjVscRXknBfKpNyJ6S7OBrrYa2/mnRbIi26GXqyxc2uTd3ywKlP2MFp0fGX+pn2UZjAGcekbItkZs4f7fiIy7nc8dlUtEByXtiNPat/098/+TvkwE/9P9Una6sYUZ1W2ioVqCiLJ0Zz6usnH31yynnCGAXAmFpg1tJZrlIyW3mj3qH62sheI13X0S7uYlvdDJzgZnEZIKV8WghxN4CUslUIEUn1UGdDILjo2Iv4y/t/MZm6KuanmqBramr0XZWbBcJusjWWkQpOk50qI9XpwkifUReQIwUzJl3nOLjsZPPWQRIIBBLqka4478UVL9rKpBVchXKJ+BPoaKvIpa3PqfYwiigAJhRNSJCPO/HEbb9I1Sfcwm5R91OK30XWRLtFVJ1cBkcGO5bvFnb9O5nuzarDeK3uNQBe2/Qaj0x+xMR7NyLgQG2ACuptDKLN9ySL9abqUVGR3Dz45pdvto0CUFGmOU0ebD2I1+NN8LNJxV/Fo2Tm0FZarHEXJxRN0E4uHRG40oCvhBAFaKHuEEKcDOzJFgHthR45PTiq91G2gzNV8q5gfZAn6p7QQ1u4gV1nDtQEXNObbLKzxj1yiuaraL910a1aiBLh5S9cwPWT/5bWe1MtpsbO7jatq5NMWpXnJpSLnc9PW3VWTs+lO1Ea4zdlOzlVWxdAIzLVjVn5BHGdS6gmlBXdWzplGOl5/tPn+WDrB/pvKjJy2u9EsLj+WlvJhtsIHXbXrNIEp9OJqpOdTjGbvj5GWowiQ0AXrVHA8IwKN8DN4nIH8CJQHktvPBBcnoU7CUfTh2emvQokRnVNCOxoExVW/a5yeaQzYRnvLSoqck2z02TXkNuQsONZuW2lbWBFwBTlNCIjrGRbwrusg8KpLIWG3AZT3Kq2dPazys9ylEnb7dDtQrms378+aV3SHXTW9nIzkI1t2lbRmtt+4dQn3D6fahPlFlY+qb/X71/Pc7XPtYkHCkVFRQllqJhfqXbqBb0KTIuLioys6p5KdKy/E2FLd7L2tZZfWVGZ9J3qdOIU0sVf6qf/Sf0ZUTrCkYaDrQepWlXlyN+ioiJX48G6aYF4jD9MyRgyQ8rFRUq5XAjxLWBE7MXrpZQtKR7rFBidKIf5htHU1KQ7QV485mL67+/Pn97/kyFisIeJ+RO5ashVutNX5dvxTHzhiOa8FBocss1wmCrLnBCCZcuWuXY43HXELrZu28qz9c/yeORxLhl3Ca9/9rpZfyKFnhrW5/VRJIqoXFLJ+H7juWTiJezZaz5UNofC+nG5tLSUNbvXcMXLV9ASbdHkrWge27meXE7rdxrDfMN49r1nqd5TzbcGf4sj+x/J9MXT9Uye3/vG90yObQ8HH+YfS//B6CNGc/xRxzs6UdbU1HBu4bn0y+/HOQPP0TMajhw5kiEMIUfk6KHUW/a26DT/sPyHhMNaHXbs2EFeXh6gmbCu27NOD6qpMkme/Y2zTe201buVdfvWURwuZnQKJ8q5G+eaHO0ql1TiGeEx1WnPnj3k5+ezbds2UzZOYyZJq8Ph3n57CdQGKPeUM7rfaI444giTE2Wq7JrfKfoOfbx9TGKP/Pz8pH3vjV1v8LOlP9Mt2FQGVD1j6L59bFnuLsMhwFdHfqU5HOYcw+h+o9nbby8L1y6kj7ePLQ/cZgxds2YNfXPjjqYePPH+nePjz+P+zMjeI22dXaeUTGH14NW83/w+ZxedzZSSKSyP1empL57SJ8xQa4jHA49Tfl65Xqe+e2LvjECOhL47+7J161aTo/XIPiN1R2kPHtZtWcdzHzxH//39eaLuCZN58oLVCxi0fZDpnU9/8DQ7d+7k+VXPM77feOacOodPDn5CSWsJw5uHU11dbarTwYMHyc/PN80RY/uOxUM8k2zlykpO7nUyQzxD9HZ67ePXeKvuLTwHPTze+Lg+Hh4Y9wDfPuHbCc7jheFCfV684BsXADBXzFWOufY2322AG2uxGuA+KeXDhmsLpZSTs0VEtmDnRGnNcDij1wzTDvrBbz9oWuFneLXflU+F9Zj6eeRzbWfQp4JRg0Y5ZpkDCAQCCRkTnZzzgvVaVjrjieofdf/gxqE30iOnh77jmTx8MgvWL9AXv9+v+D1RGcXn9TFx4kRuPe1Wntv0nF6/m/NOwG+g4emlT5ucNiGemfJzPmdTeJMpa93k4ZNNmfF69eyl55T3erz834b/iwdJnLiYQYMGadkC9wepKK3Qv//u899p8cm2+7jh5Bs0/tQGyAvnceVpV7Kv1z5d9PeH6j9wzrRzTHwvLy83TVplZWUElwZpibaYMkkqZzGVIfHaqmvjO8my7zMmiRPl2ry1/H3z3wHN5PSE0Sdw0qSTTO0UCAR0J8rx48czceJEXe8ycVw80rHqe8H6IFdUXWHazX5V8xUnnHBCSkc2pVcJ1gdNznlGGowwZjj82Ys/M5lGWzOgsmgRgyZNsu2LCiq7ZkGvAm5bGPelmX3+bG57WTOpzcvJ031u7HbLTnVSGDBgAJdVXKZbVdbtqePRFY9q/TPSwu5+u00pJxKypA69jL9W/DXh97z6PKpqq3Sar6q4isLCQp1HFVTELTkXb8Q/5Wa9DD3vUGEFb05/Uzf9feqzp3hu03MsnraYGeXmeeSUYi0z68MfP6xfG1k2kssXXm5q+x+W/hAr7PqWEdfUX6Nnko3IiMnROlgf5Pp3ryccCetRGwBaZAtrvWu5uVirl9WJ8ubym03flxRpwSt/cc8vNiQQ2Ea4EYu1AGcIIU4CfiSlDANHZ4uAjkYqGX2m8k87OawbGE1bIW4+vLd1r8lOfuW2lbqFh9HG3ShOMkY59T/2quk9yRS0yljA6JS2YP0CUx4Vo4Ofmgispox2WfKU17ASe1h1FSoGV7KEW9Y8KKl0EgliDWodFbdgb3JqjB3WtL/JNheLqovVIdGWhtqAbTwtJ7TFF6FqVVWCz83EosQQ/1bMWT5Hj3E3pnCMbZKucCQeuVu1Z9P+JlvdWzoiSyXqCtYHkyYos5bvpBs1jnMVxl5dt76TxTNNZVr5PbjfYFqjrUnFtqGaUMLc0laxqRUqk2wqkbIVDfsaXKcLUbz4RfgXHRIVWWG/lPJ7Qoi7gKVCiMvBwV22C8I6OTgprK0Dod/x/RhVaj71pOos1o7599P/7ppONVFadUFnDD1Df4cxFP3FIy5meMFwHgg+AJhNCc31My8uyRS06hmjU5pE8u2h32Z82fgESyi7icCOR6puKr4SxGW8So48bdw024XCyFNrHpRUG4WExSdalrQNCnoV4BVeAPK8eXreHVObeHwmGlLJxI3tqgJvFvYstH2/Haz8rFpVRY9Qj7SMTQSCCUUT9O/B+iABllJRH8+IOmf5HH608EeAZnl16Tcu1d9rTdKlR+5uTZ4ryWrirsafqldFWUXCCdKtgYYb3ahx3LjVESbrv0pkuju0Wy9flfVx88cJ1yB11lgjrLxwwxPTZlF4icgIERnBK7ws2qiF+2kPYxM3cLO4CAAp5b1CiBXAa0D/dqUqS7BT3tt5v9rtVoYVDEsoL92d8rp961zTat1pqYE4zDdML9sYin7B+gV6tGCPx2MWebh4l3UHZ3TgtDqlTRs7TYvBROIibF2o7Gzn/aV+nr34WVbvXa3fV1ldSSSiyZHnVs91jB5gtWyxLujJLNsSBqXhFGfMb6I8tpXHveJn0/6mhNNkS7RF3wWrtvJ6vAl1MS6AKuy+inL8zORnGIV54+IE60lTeWY/8ukjjhOGygypDDtU3cYUjmHN9jUaLbTqGUr9pX7mfzzfVMbWvVtNfd1qijumcAwL1y60jfeleGPUP6gQJdbTsh0vkrWptfxkeYasdCS7z7gJtbOevPWkW7n33XuRUnLvu/dSfmS5yTKtoKAgoUy3C2WyMlJZZhrfkduayy/f/aXuj9QSbUnLkCNYH4Q+HJX0pjTgZnH5tfpDSvmGEOI8YHqS+7sMnERNxsnBabcdioQSZJ/p7pSLw1pASLfiAbtBpeSwFWXmmFmqLhKJkEL3Gm6L9ZTd4vrWVW+ZjvzW+7weLzPGz2DauGlUlFWYQlIo23njJHvEriNMwSZnjJ+hy5FVfCW76AFGnjrlQTHWI8Gfw+YUF6xPzLp59fir9b6i+Gl3mswROaZMoj6vjwuPvZAXPn3BMVS9VeT3/Krn9cU6FYx9zk4M6WRNFZgeYGZgJm9sfkN/b9WqKv6+8u+a5aEw+1pMHTWV1za9ppdxzcRrEhxBFX/VO5QoyA5WfxQlvrU6YjrxIlU/NrZNslOBG3PuIPWOpyz17upt1aZnHlvxmOmeTz75JGG+UHxyOw6tZQTrg5wx7wydriXT7dMoq3dcV3WdnjJBSmmbetsJyt2B3tlTeSQLuf8NKeWnwBdCiImWnxemKlgIUQlMBrZLKY+LXeuP5t1fBtQC35VS7hJaysH/B1wI7AeuklKuiD0zHfhlrNjfSynnua1cRVmFvqtUyPEkTg52fiNOeVTS2Slnyw9AlW08Udjl7bB9l4uynUyB9dNDzF/HeF8kEuGR5Y9QWV2JQOgLHZAQnNAOyeTI1nq7ScjkyichJgoK1CZm3YREEYbdaXJH/Q4td4/BvPeoI46iR04Px7pYJ7jx/cYnaQ17HhjFkG4CePpL/cysmMnSuqW6SK7hq4a4r4XElG1S7cKNeYVUOU78TUWzNaaWnZ7PjhdOmxjriTVZvDk7OpwWqgC1pv5vp0OyLr4rG1ayfNty13qwtqBqVRWhiDYPhSKhpGbIAOP7jU962nSC1cEzW0h2crkduB643+Y3CZyZouzHgb8CVYZrPwcWSyn/IIT4eez7z4ALgGNjn5OAvwEnxRaj3wDHx965XAjxopRyV4p3A1rHuvCYC3l+/fP6tQuOuUAXdyTzSl+ze42bV9i+UzXkmt1rWFi7MEFmns7JwnhUtsbMArO+xC71r5vFJdXuTtFglT1LpD5Jq4XFaadkPfKnIzJQPF2zxrlNqlZVxXPm2BgEnFV1FmEO4qs6i9nnz07IuukUidjYnsH6IGe+daZ+wlF6sVSpeK117b27t15eOn1BlfPU+09xxUlXpHzGKpJ7+bOXyfXmamFqIMHX4vpJ1zs6IdptQCYXJDcYNfLOqd8qXji9S21i7Iwl/KV+ek/ozZjS5JkaU50eKijD5w0m3egYF99evl4sWL8ggReZRhi2E4ulgvGdpw87ncUT03coDtSaHTyzhWQh96+P/X9GWwqWUr4thCizXJ4CuqnNPCCAtrhMAaqklBJ4TwiRL4Qoit37eiw6M0KI14HzgX+5peOo3kclfLebTK0d0O6Imy4GDRpERb69zNztKcZONGcdYAr2i4RZz2DteG7CWyga1ORmFYGpnajTLtOuHnZ1SUanUxnq/srqSn2By/GYxWf6ZCWkvplwyrqZrD2MVm92KRTcijy3521v84nWX+qnPK/cUflr5Z1RJBeJRuIBHBdvxO/Smx3s+9agvMT2sOqy7MWTcT3fU188xb78fbb92BpafmZgZkJk8VTj1M2E76fU1UZHLb7B+iCvbnzVxIu6XXVcXnV5Qnums+BY66J0Zy2RFnK9uQnRnK196JmLn+Gi0ovSGlNgdvDMpp+L0OZzmx+EOAGol1I2xL5PQ8vt8jkwU034SQvXFpeFBrHYbillfuxvAeySUuYLIRYCf1A5YoQQi9EWnQqgh5Ty97HrvwIOSCn/ZPOu69FOWgzu2XPS53fdBWjy1DOYR5gIPrw8yAU0sZ8CetHEfioow09inKbPP/+cIUOGJK1fkHoC1KYsQ91Xxx4eZQURIfFKwe84g7s5Lek73NCRlKZAACoqNLkyVTofFqN11Arm0UKEXLwEmO6aF8b3AEn5kE497OhUZTqVMYul/IolRIRESPgRk/gbkxPLlK34RI6pTCca7OoTpJ4z5TxaRNTEw1R1t+PFk0Pq+CVLiAqJRwp+76IvGJ+344NTG9vyM9Yv0oGVL1Y6gtRTERtrAHl4WeLQpxStIVrJI7FNgtRTxSrmUk0LWuoID4IcPMxgPNMYZ0uD0zs8eLgdP/nkJfRZVqwgMLF/Wm1o5cVduxfw5/yVprFdQZljX7ZDqnFmffZGFvIIy5ECvFJw++4J3Jt/sSMfktGh+P3w/1v+pdwl3ZszJkEysdgjwNkAQojTgT8AtwLjgTnAZZm8WEophRBZWyWllHPQ6OL44mLJzJkA+IEl9dcmyH6T7RaD9cGYLPc8INFUV90T3zUETWXpfhk7j+fmKTfjj9ERrA8yTz2T46Ni2u8hxW5mcyDAEMskkGwXYnzXrNoAFZTjnzmTwNJZhJdIIlISFpLAGcdQt6eO8HJtIggToWqSD//kma5oUO8xftffaUOXXRl2qFp4IweXa5ZXik4VYNGpjIr6ID4DX6dN+4uJr35gcf21BB77JRXX/D5RF2NRWju1qx/40wsT2dt/r34yst4L9v3FyouCPhuILnwTgKiQFEz+Hrg8STjxwa6N7z7tbq3uVppmzkSNEbewtrmVjsDSWbS8GRevhIkSOPMY2wCZitaoJKGdje+aFgthoxsmEOERVjAv52MWT1tMqCZkywsV+ubgpggSzSn2Xt5FIMj15hpO2+8gJkZoEVKPaK1EYG7GmcKQFwbiU4FZY2M7UBtIaI9kwULdjDNj/SrnzUK5t+Tk+BhyxgyYcnPCvU5jyuqTN6/qLOjJQEcC00SyxcVrOJ18D5gjpZwPzBdCVLfxfY1CiCIp5baY2Gt77PoXYFpKS2LXviAuRlPXA25eZJcHw1YnYek0RvPlqroqk/LRONE4mTgaJ6cckZOWX4Yd8vPzdbqqVlXRsK+BRRsXJRWt2QXlsxNrKPFFMr4ZaUjFbzsxjyqvOFqc9Fm1+CcTbznR4Yav/lI/fk4zLTp2NKcyXT11yKmMHz8eIKE/3fvuvbz02Uu6CbfT5iU/P5+m5iY8eHQRm12OECcY+4Sxzk66M2OfNX5PBjfiHGt7qGjcyqHPlRVXEl8ZRasyTLBLcnZB/gW2tKsxbM1gadUTRiNR/R5jJktIzz/m1CGn6voO5bRpNWsu6FWQ1KnRzThTCNQGErJrnlpyqi0v7MaUte9PHzfdZLqeDSRdXIQQOVLKVuAsYiInF88lw4toZsx/iP3/guH6LUKIp9AU+ntiC9CrwD1CiCNj950LOC/9MXxF2LZjOA0+u3D2KvwEYKskdirLqFiG9Pwy7KCC0RlNZxXszKr9pZZw9Qjd+stuAp5bPVevw4SiCbZ8cxMo0W5ShvgAzfXkMvzY4UkXQkD3LLdLR5uMjnT56kSztV2tE4KRBqsPyoINC1wlfCoqKqKioEIPo+PGVNT6vNNi7hTpOR0rQrf6ICMvgvVaZk4pJV7h5eIRF3PXKXclteKaff5sHn7/YYYUJBeX2un6FM+KfIl9wjiGheamZ07mJjzkeHJ0PWGktYVI7PeIjFC1qopNuzalFfCzqKhI15nYmTW7kZq4DTwJifPPtHHTHHlhl+LZujECbTNwgAMdElvsX8BbQogdwAFgKYAQ4hhchNwXQvwL7dQxQAixBc3q6w/A00KIa9B0NyrF4ctoZsgb0UyRrwYtzbIQ4nfAh7H7futG19NM2Hb3aTf47DyJlf18jjfR3FfBqSzjLgFJWpOGHWpqangr8lbCwqKssqxm1Qnh6qUw7WCtC50xVIzTrr2mpial4tRusTWWJyMyYYBao/YaoQaMlRdtMbTQByzmvB1Ohh12JrSKt7JeJhg4KB+UOcvnmN5rlw5X1eOUU05pc8h/Y5+ws0K0mtHatmsSfqU6vRnp0ONiGSZ0L15OLD4xpfjx1kW3Eo6EWfnlShasX8D/XvS/jtZqqu9arfKWLVuW0Ces7XrrSbfyQPABfTGxJnNb89g93OJ5VTfxn1s9l5ZIi23UdCcoXhh5d7D1ICu3reRvk/+WMJnbWY2+sPwFbluZWmyv+GHtP254ocaUMeeT0eLxlD+esjVpRdNAMmux/4kp1ouA12Rc8+9B070khZTy+w4/nWVzrwQShYXab5VAZar3GdEHHzu9rba7QusEax1IyixZ2c8DtuIjp7JaI3FbceuRvC0Ih8NUlFfooR0UTig+gdnnz3b0UdE73uKNrq2YwD5cRTic+rjstGt2coC0Rk8QxFMF251a3NJhhclnApixMJ6VUO2elW+H1bLJVowascjeS80+KLroRkrdK96pHlbeuz0xqD7h1goxlRWhFW4cD431SPWMNR+RHm/O4GsUkRHNiQ9sw8Q4WZ3Z9Qm7vnjpiEttywLwM4kxV/1C3ySowJkCwbD8Ydx56p0pLb8UHUbfOmPEBusp1669PtzxoatF3VhP46Zk7sa5iFKRsIG02wSraBRCCM475rw4P5ppcHxhmkgq3pJSvmdzLWtRM9sLR+Bj8bQFbTpeqvt9o31MKp1kip9lZ2tvLcvoRQ+JYrF00adPHyaVTuJ/L/pfbnrpJj0CsjHci5Oc3V/qNwXlSwWnBaJPnz6un7fW9bzy89javJWzC862XdSVzuH44uNZ1bhKH3DTxk1LGMxu6TDCuPhGwOQzAfEkSdZMpZAo9qrbU8dRPY6iwqQGjNd98bTFJuWzk/msUz1SnRgUP45qPYqrS6927blv367Oi0sy8ZpTeyR7xi4DY0VZhcnXCLTUD7e8fIs+6akgoskWWide2p3S3UzURkfVKFE27d7Eba/cBpBUrKXo8Jf6HaNPpGqvU4pPccx5lAzJ4qzZLYjGsYeEFz59gVc3vpp1Z9C26k66POx2hU7293aDoqREy9eeTHFvtxMyetH7PJnnpVZ0WB0oU9FvRSYhaBQN6cCqJ6puqGbyCfE4VBVlFeR4cohGtHhTE4smcs3Ea0y71oR4byWJ8d5S1dHOZ8KoE0o2mVtl/Y+ueJTHPY/zjRHfcBT5GL3io0R5Y/MbpnzpyfiZbPdvDeCpaDBOiMkmpWSTa+qwOQ7x9yztYfeOQK19BkZ/qRai5neLf8drda8hkXiERw9fgkQ/qSfbxbelbybUn3oCBr2adZMQjsQjQTv1FSMdTtEnUrXXhWMuZPGIxSZJiZtxa1wsnIyL7HTPTmMiWzhsFxcjrBPdoyse5X8v+l/TZG2VU9fW1uoxvawDPpn4wrgI7G3Ya2uhk45jlaJDlWF3f6pdWaYhaIw0uIVV7KECPhrfq3v5R1uYs2KOycLKTiTl8XmSOlLa1dG0QHz0KK3CbMWUSvzjL9UMJFTI9WgkagrDYfdeu8nJWHcnfhppteOn4gcR84nY7QYjHb4le7+b9lAwOuhZMzD6S/38ZuRv+NVZv9J1XDe9dJNJ/JsqNlZb+mZC/akivESa6q82CYoveiRoh75iHadu0npYf6+trYXieAoHFVopldO1k+Wd08bYummy0ylnA64WFyHEEODYWODKnkCOlLI5q5RkAcZMlCrj3Pbt23mi7okE+e5NC2/C6/HSEm3BIzz87qTf8f0R39cz533xxRcUFxcTqglx33H3UROtoaJMixdmzUJXuaSS3hN6m7IBFkeLmfnJTFo/1jI4/s3/Ny4ccyELVi7glg9v0cPP/+/J/8vQnKGO2QDXrVvHgQMHABIyHA4fPjwhy1w4HDZlOFzR/Amz/v2SKTRK5ZJKVvRbodep756+gHN2zffff58DBw7YZgN0yq6psjS2xJKWevGSvyef7du309jYSOXKSpN+SomRXlzzIv3397fN8hjcHGTQoEGs2L6CRZ8uYny/8Zx/3Pn4fD4tY6hNBtHCwkKGFQzje72/x3HbPmfDOcdy7vBzaa1tJRKJ8Df/39gQ2sAQOYRQTYjl25cn1ClZNsB/1f9LH8CqL/z+vN9zypGnsHjzYkTs36atm7iu6jrG9xvPwNBABgwYYJuJct2edTy+RssmOHflXD275ujeo8kRObo11ti+Y/XMlAUFBZQPKqeVVkI1IeZ9Nk+v0/Bew+3bKZaJsnKdgW+tYWYtmkVRzyIuGXcJg8VgPRPl2CPH6lkZc0QOo3uPZv2a9XrftOt7AKFabfxsZjPfLPkm+c35PPTCQ3rf2xTcxPjx45lSOIXNLZtNyTxyPDlceNSFnFt4Lj2bevLSzpdYsHYBY3qP4eSSkykpKWH58uWOmV1TZdccOXIkT3/wNCFaNX+bSJhnPnpGjyv45PlP8s6WdxjKUIY3D+ef5/yT9xrfI9IcoXJJJVuGb+Hko0+mpqaG6upq8vPzTVlQpxROocBXYGon4xxxQf4FFPmK9Gy169evp25nXTyfkiHIZ6g1xLy35zHs7GEJdeq9uzc3Dr2Rlza9xLWnXEu/5n4EAoF4ts0oehbS+vp6wuEwofoQ3+v9Pc459xzea3yPIdEhjvEU2wpHD339BiGuQzND7i+lLBdCHAs8LKVMUMx3FRxfXCw/2ho3erAz5TUqkEGbwN666i39OPmPpf/gP077D5MITAUvtAbiUyFPwBxp+b/e/C/tuI+H35/5e+4+7W5mLZ3Fr5b8Ss+58LszfmcbSlvh/fff56STTmoTH4L1Qc567HRCImpKOTD7/NmunEkzpcEoipyUM4lrz7/WTFuKdAhWUaZnq4dVOasSlMPJRAAmtMFxULX9B1s/0CMfe4SH6ydez+B+g20tykAT6RlN0gG9jj8Z/hN299yt18tIZ7L+ofjR2NjInefeadtmrk+pMV5Yg0Qm2ynbtUe6/cJK34OTHtT7xY0Lb9R1FQLBjyb9iL9N/lvSemUyPvRyHzudsEe6GgvtRQdo4yxaHHXdHlaaVGbQVDqXZBBCLJdSHp9RRWJwc3K5GTgReB9ASvmZECIr4QE6Ckq+e++797JgwwIkUs+Foo7gERlJ8M14fPPj+kRsnQRnnz+bldtW6rJ46xH21pNujTtnEdXNUu2UxMH6YELDq6yA55Scw0m0rdMGagOEiRCNLXAqFpb1uJwqmKY1Va0dUsntGxsbTfcbRQPWRG5GGI0pfnvKb7n7nbsTlMPGo35bREPJ6mTMxqi3p4zy2MrHTMYVRvqVSM9qLahOZ/d9cp/e7x5b+RjXTLiGCUUT9I1LMlGd4scrVa/YTjbptq2Rb1ZFs92zxvZ4ZvIzafPUSt9muVnntdGM32qK7iTicdM3k8Ff6mcx0wiccYwrk/D2ogNgR48drK5d7ZhYLR2di/G5ZJvX9oSbxSUkpQxrocBACJHDIZSJUsFf6uffV/zblMoVMO2C7Xw9HlvxmGkHGpVR3X7dmP7Umqeielu1fjpSKXMVHVYlsdUKzZoVsG/fvo72/8lQUVaBDy9hoe3KjFZLypcHME2UdhPWli1bksq13eyW7cpIpSuytsX8T+bbKoedymtLlFo7h9qIjCCk0O9RmwjV1qovKFgVpgoePHg8HlNo85ZoCw8vf1j73bBxsVts3fifuDF5tcJO0Wz3rNWHY+7Kua7z0tjR5/P6OCb3GL1uds5+Ts+pdk/VNyF1P/BTagrLkqw/Z0JHKhqnvjiVVpnYVqkMMfQNSWvc8bdiXoUe8DIw3d4YItMozqngZnF5SwjxC6CnEOIc4CZgQdYp6QAo+25lempNimWceA+2HgRg+bbltiEk5lbP5cELHjQNZOPJZeqoqbxV+5beWayToFFJbJ0orFkB5388v02Li9OuzF8aD8WuaABnq5zm5uTqNTeTXqoy7GAdyKfkn8KqXatslcNWpOuVbveMMc+Pat+WSIvJudZpAldK/dc3va6Lec4edjZTR03llpdu0XVRRijlv1NOesWPZPlckp1E3PhNJHvW6sPxYt2LtqfuZLCeMJWc38nZz4jp47QchUZRYqp+1RZjlmT92emE7IaOZBN51aoqwtGwbTQQp/KMicQevOBBPlz3ITPOmKGVFVMBqBOotaxMjXzcwM3i8nPgGmAN8CM0b3r3yeG7EOw6jTX7oZp4lU+J0bFv5ICRfLLjE91+3ZoHRr1D70CN0NTHXtyTzOzUmphInbLaAuOuzNjBVSh248JpTB5lhM/n0/+26p8qyipSOt2p0Orp5H2HxIEs6yWXnXaZq92W7QSR4n3WZ+zad97b85h++nT9fqcJ3M7iSD85NsLK6Eo9Tlwyb3DrpLR42mKdBqf6251E3FoDpXp2/KDxfLj1Q20MyFZbPx637wBYVr9Mv263eCgeGCdC48Jj7JtGKL7V7alLufGxIlV/tjtxO9FhR7+dLitZTD07WBOJrdy2kquP0U57Tk7fRrjZEGaKlIuLlDIKPBr7HNJI1WkUlAjLuLD0yOnBT07+iUl5qwa8dXFSmDJpiuNROZmOwJiY6JySc9p0arEiWZgb5Y2s4jBZUV5ebirDTgnvZEJrfG9VbVXaOyST3sbXyKBBg1w9b9/Wr6b9jLV9h509zGRymmwCd2rjKZOmcP0gc+Rdo7GI0d/AblIy0pCKd23RQymarLJ/YzBIJfK18+OxlpPs3eXl5UkXD0g+Eaq+aX2vUSme48mBaPJAmlZ60+WbHR1u6Fe/JxMJuoWiYdq4aaaYgXanQLdzYSZIubgIIdaQqGPZA3yElnbYfTjXTobbwVZRVqGbwVoTYNk5MtohWB/kyeCTXOm/MuUO0w4qMVF1dXV6lXSA067c6I9hl/8dYNu2baa4SVE0vYfRh6OirMI2koFVTp8qVWsyKDrcwL6ttcXFbtKzm1Dt6LTSkKxPOU2uxjLU9UBtgN2h3fwm8BtdB6gi1VonpXT4kC6cdtnKSEFFVBh25DBqdtU4BnZ0K3bZtm0bgebkk2+yidCOF6bgsVHiCdJs2jRYr6W/Llg+J8HqLx1FeLI2STWRm/xUcuwXAyvNoFm4tkRb8AovE4om6DT4S80xA530bNk2gLHCjVhsERABnox9vwLoBTSgpTJOzE7TyfiKsGNo61RKZHXP/WPv1/N2WE8mqZ437vAf++yxhPDzTo1p9/vu3btT1tfNDtFpV24V3SgnUaMoqHJ1JSdETqBuTx05nhxkRCaIcZx2Z1Y5vYq15KYzW+vlxAun+tu1ld2kB+7Cqwfrg1SurmRGwYw2vceuTa2nQQUl8rCblNz0iVQ0OCFZOxppufPUO/nxyz+21SkmK8eK3bt3m+KkOYmhnCZCKy/sRExO/U3nDwcRL7+tZ+x0Y2VnVw8nONFvPSmpeIbJ3meM0+YRHrzCi0SLY3ffcffp6SCM4s1M5sJM4GZxOVtKOdHwfY0QYoWUcqIQ4oftRVhboJwoRRH8asmvyPXk8qcxf2J0v9GuHA4B3Ymy4EABl5RdQk1NDYGaAEVFRSYHqcLCQja3bOb5Vc8zvt94Th92uu4gVbW5KsHJ8tPiT7npvZsIR7TwHX894a9cPOFi3elrw/4N/GTFT/TfH5jwAFNPnEptbS0PvfAQ1XuquXTcpQzNHWpyonx789tc9eZVulNm1dlVDDw4MF6n3bupDQQAmHfWPD7a8RGDI4MJ1YRYv389Q/oM4b7j7qN6TzVnDD2DnTt3MvXFqbREWzRxgtCUgn/frKnZPHj45sBvcnz+8YS8IS74xgV4tnpMTo/KYWvZsmWUl5dzSeklPFv7LKDFj3rq/ad0Ra5yDF3y2RKq91Rz8ZiLGdFrBG98+gZ3rL6DVtmqt2Pk80hCO33Z40umvTFN59vjZz7O6UNPN7WT7hhaW8u/339Kn/RCrSGeDD5J3z59TY6EC9cuxLPVw0cNH7Huq3VcNPoitn+5nRuDNxKOhvln3T95+JSHGeIZktw5z+DUqZzz1u1Zx7Kty/iyx5cMPDjQ5JBrhAcPx0WO477j7mNp81J8Ph8rVqwgVBOivr6el1a9ZNv3IpGI7uw67+15Jhr+sfQfhIpDJidK1fc+F58zPG84fZsTnVcDgQAjR47k76f/nSWblzC+33gmF01ma9FWvvB9wfh+4ymhhJqaGn08jeg1wuR0eUzuMdTX11NTUwOgj6fVq1czlrH8/fS/s27fOorDmuPymt1rEuo0Y/gMXlj+ApVLKjml+BQuHHMh69evB9CdKJ9Y9oTunCsQTC6ZTKgmxNLapQnt9PqB1zX+CImIan5FQgg8eHhsxWNEiZrmEGvfKy0txefzUVNTw+rVq23nCKNT8uSCyQzKG8TSpUtZvXO13r9zRA73j72fk8InMcw3THdatjqGbti/gZs/uplWqdVP+SgqJ8tXPn2Fy06+THe0XrdnHf+55j/1sXH/2Ps5uuRo3THUrk7ZhJvFxSuEOFFK+QHo6Y+9sd9anR/reEgpFwALRLG4LiIjEEU7fZxWod8zYsQIgvVB/ln7T00ZXVFhKmObdxuB2gBjR42ltLSU0lJzOtDiYi3pVbA+aM6ZPXExYwrHUFhYSE5ZjikA3YwzZhCojedfb5WtfHnEl2wKbyKwP0BFeQVNtU367+FomNWs5sbCGxk4cSA3LdAWJRWUrmKUdrqYVzOPuj11tMpWokQ5GDnIn9b8yRTUkvx8yiq0+zfWbuTScZcm7FZuNmSvm7V0ll5eS9TGooko7+54lz9c/AcgbsBw80k3M3HiRNvd3u1n3s7CqoW0RLQF8IqTrjD9vim8iTtjWfxUHff230urjFmyxdrxGv81eu54NShmLZ1l4uvm6GauKL5CbyeFQYMGQSBA3knn8ej6R/W2udJ/JQB/Wv4nzcJGwJDCIUQLo9z5hkbT45sfZ/q46bTKVj1czdbcrUw/bbpevjWn/XdP/C6PfPqI/p7Lj78cgDurtDL/vfjfLJ62mBnlM6iqi1v3gGZi/dBFD+n52tUzz3qfZfG0xfTv35/LF9j3PSOmnz6dqtoq/T7lFAzAokUMmqQFZr2tyiwOWjLRXqRy5aArufK0K/XvN11yU8I7jbqHN4ve1PVwJUeX2I6nK664IqEMI4y/BeuDekj6J+qfYPGIxXz729823fODU35A5cZKvT53nHWHqQ7Ge/Pq83hgxQOEWw7iy+2hi0SNRhrWOSRYHyToDVJRVkF5qVbX0tJSRo0apZdt2/csdXpn6Tvx/o25f1vvV9+DS4Om1BTGvDQ+r48bLriBQYMGMWjQIEaNGkVwadA0NtZ613LnK3fq1pYPXfiQfkrMhp+OFW4Wl2uBSiFEb0AAe4FrhRBHALOyTlEWIACP8DpaLjmJCqzBAd888k3HY6Mbc8Wn3n/KNJEaj/4qD4tq6Nv9t9uKj17b8FrCewCTwtKY/e+DrR/wrce/pUcbSFVnK6x+EgKhi2gUolKLr2VUZBtjeVnhL/Xz6KmPUu+ttz2e2/HSTozX2NiYMBGlq5j0lyaG2Q/WB/VdYERG+PGiH3P1+KtNNOntlyJzovE9VlGIXby0u0+72xRFVyC4buJ1uhGHHW8aGhtciZzcyNXdWFA6wa49rEgVUdxNGclo7Z3f2/R8OroE/d7HfknFtN+bxouKjCyE0B2gk42jdOoB9v22sbGRmlCNI+0VZeY4bda8NL139076DiAeWsaQdbO9RGNurMU+BMYIIfrFvu8x/Px0u1CVIUZQwLQz7nA9kRmVquo3u+RWRrgxVwzVhBIWHKODnrGhHwg+wEXDL9JDjCjl+vDc4QnvMdJJFEYUjODjHR/r726JtpgU5+mYHVrpBJi1aBYvN7xsSl8LySMKW1FCCT88zV6K6qQPsk4SgZpASnrd6MOsYfaVz5GCaTExWNxMGzfNlVzcSJudYtrqp2KNomtU6Nrx5tn6Z02JnpItdKnk6plYDSnxkhPc9LtUZaSitanG/LwxRI0b+EsT01+rDYjSbai8PMnqk0491Dus/fahFQ/pJ3i7TaBTX9fHuWV82I3lv6/8u+6IrKKSdNriAiCEuAgYDfRQnvpSyt+2C0VZwBH4HC09kg0m42/W5FZWtMXawjrQjblfIjLCUUccRY+cHibaQpGQ7XuMdRheMNy0uKRTZyOMCkYj/24ffjt3X3C3Ka4UkLYPRTK+OA0aN4uFUxsky2VhPSUZc4sYFxPr86HBoTYPRlVP6wKVrC/ZTRAP1TxEJBrB4/Ew+/zZAElzs7uhKR0eukW2zV2NtCqT7b57+lJBhU6rMYbg3Oq5LJm+JG26g/VB5n88X4u8YbGIzHZ9jLRV76lOuRinq4S33m9MCaKikrQX3JgiP4xmHXYGmvPkZcAH7UZRO8PtQB7bd2zKRkzV0CNHjkz6rLWh7SY0O98Oq2hnTOEYFn62UN9953pyTbtfN9YqkGgxBdpkPPbIsVSUJprZOjm9pcsLRaMdXcZyjWWoHapTeBMnD32nU1JgesAx34+1HtYAjukO9mHnJfqpWPuSlQfqN6NOTEjBym0r+fGiH+v1actk6vTu3aHdPBB8ICFIqJEXqcpNtQFT/HS7gKnfjeLriRMnam1Ya07z4DRBp9qQWH25kp2m7XjR1gX50nGXtilZmB0NTjCmBDH6VLXH6cXNyeUUKeVYIcRqKeV/CyHuRzNPPmThtCgYO0W/5n6Ov7ltiKampqT+CMkSgFnLsC4E1jA2b1/1dtIJz24CMU6+Vp8Ko04l15PLm/3j+qdUTm9t4YUTXcYJrampiU3hTfqiEo7Eg0MmE3Hqv5HZKQlg8YbFXP3W1RntjlPxIlVsKxVG3ef10fBVg8lTOxM/IuO77UyjrRO1mzZNxdfFGxZz7dvXttlc2pjbxu4E6krnalO28udRwV5T9RPjOG1rWJWhuUNTbgL9pYkuDer7EIZw5aArU7wlcYFOl063cLO4HIj9v18IUQw0AUVZpaILwNop7jvuPkaNGpXwm9WpMhm2b9+ul+GEVINv+/bt7OmzJ+lCkI4SVsE6+YLmMKoyQ0Jcp2LVP6WSpdstxIoXqRbpZGUv+WwJd669MyEgpF1CKbsTSpC/6xkH3TjI2dG6ZPMSV7vjZLD2C+t77HigeFNRVsFNw25ibWQtU0dNZeW2la7f6wbGydUIY5BQRW/fnX1T9u9UWLJ5CaFISIsYbbOA2cFJfJ3sBGqtn1NYIGu/cRvaRrVpOvpNuzIqRiVKCKyRNYzOnsbvOSKHoWVDk74vk7A46cLN4rJQCJEP3AesQPPWPyRjiyWDtVNU76m2/S0SiZjysCdrkHV71hFcGmyTvDoZbZA6g6ITEiKpxsqYUDQBUa3p0wSCCUUTdOWz0WIGksvS3VrjOe2WkpWtZNLGsDy53lzbxd5OV2GXcTAZn+xoHd9vfMrdcTqwe49R8S+EYHdot2lzI6OaE+vSuqV6GB8VAdfNKdL4buviaXy3Cgvk9Xj1IKFGenNEji6Sclu+FX1z+urmtVEZ5Z9r/klBrwLbkEd24Vn67uybsJtXOWDsYN+/XtV/t+s36eizMtHL2M0X1rFvTbds/C5lciOktobFaSvcWIv9LvbnfCHEQqCHxWKsy8ApEyWkztpodfo6YcAJutOXyugWjUTjOadjznbKMW5DywbOHX4ufff0JRKJ8Hn0c+5YfQct0RZTJkq7rI3JMudFIhH67jE7tinnui25WxjXbxyhmhCBmgDl5eW898V7vLbhNcb3G89F4y5iRfMnLIplQCwcVGhyOPzFxF9wQBygpKWED9d9SEukRfPjiLTw4boPufO4O7ln9T1EohF+/PKPqa+vJ5oXZYjUHC8/OfiJ7kQZqAnQs2dPFu5caHIgXbh2IT2berJjxw5er39dHwjKuXTYecMS2qmyopLFNYsTnPPKKMMrvKY0uN8q+hbnFZ2n88DqyKayAf7y1V+aMg4+HnicUGnIMbvmP5b+w+SA+MSyJwgNClFCCc9d/BxzV86lYV8DBXkF7Ny1kzW715icKJP1vSOOOEKvk11W05+f+nN+fdKv+eWyXxKJRvjzsj9r3uM22QkXLl/IlMFT6NmzJ4WRQiqXVLKhZAPnjz4/acbQHfs3MPXxP+j9c/4l8zlaHk1od4j7x93Plpwt5IRy2LpnK+P7jWdKyRQ+/vhjKj+KZ66UUuoZP63jaWevnfzgtR/ofe0f5/xDz9oIcSfKhj0NGBP3ffzlx/xo4Y/4YssX3Oy/WXei/Dz6OTcsu0Ev72/+vzFjzAw+/PBDHnrhoQSHxAkDJ9iOp967e+tOw5eOu1TL2lhbC4EAe/tpacnLPeX4+/lp3N7I9xd9X3/nk+c9ycTCibZOlDt27GD9+rhT8quNr9KzZ0927typW3FZM1Ea+97KL1cm1OH4o45nbN+xegbSHJHDOSXn8FbtW6bvb3/+tj5vje07lo8//ti27z1R94RJGnFR0UV8o+gbnDzoZH38ZBNuFPqXA6/E0hrfCUwUQvxOSpnd83gWoJwojy8uvs7oTKRgdIBSzlzGoIznH3M+W5u3cs3Ea/hW72/pTl8VVDBx4sQEBfLk4yYDcMe8OwhHwjzy6SMsmb6E00pPS3Dua8hr0B2c1PsqN1RSUVZBxaQKnUarDLukpISzRpzl6KCoygrUBtiwfQO3LY4fmXNLcrmtz3OEa7Xd+nTvdBNNuX1z+fVpv9bLsHP8lDKe5/6Pa/5oyvtyc+nNWBGtj3L/8vu1AenNZfJxkxlfOp6ePXtydK+j+UfdP0zvsGunK4qv4IpTrzCVW15eTsO7DYwPxaPySiRvbHmDdxreSTiJWB3ZZpwxgyc2Pa7ntrmq4irTieqtyFtUlFcwqXQSAP9x2n/w+ObHdVp/cMoP8Jf6Wb9+PSNGjKB///76LvD1Ba9rJ44x5na0ioxGjBgBwPr16ykvL6e8vJy8+rwEvpeXliO3xr2vo1ITVQqpnSKQmnWh1+Plte2v6aH/VRqAJ+qfYPGxiznllFNM7zf2rVmLGk3Osg+ufpCZFTOpGF+hW19ZMWjQIGb0maHTm+vJTTDLVuPJ2v83tmzk8tLLE5woLx57Mf8O/JsDrQdM19/b+x7/Xfjfuu+I03g69thjWbN9TYJDoqq7nQPjmDFjTNdGlZURLM/jiqorTCfIT2o/Mb1zfWg93yn7ToLDYWlpqd4vACZOnKg7vi6oW5DQN/9/e+ceXlV15v/Pe04uQkUEvBA0GC4VW+ROrbFKw6AFkR8yU34zbWcMP7XtaNFKfzNPx8ujQ6d22kI72rF0qNaM5Km1hbGCisI4yGmZmooSjCkWRqApQeKlWBShRpKs+WPvtc/a++y9zyUnhIT15cnDPvuy9lrvXmu9a73XoD/M2WefzS+2/MJ7l26Dzmy5eajfqfUTYz8R+ntUYpSXXyes75W3lvNwfbqv3XZlfqL0fJGLWOxOpdQaEbkUuBxHPLYSCkyP2EvIJq4xTRib3mjiuxO+63UWSOtGgtZcNz55Y6hCVStew2Iv5aP0a2trY9y4cbFGCGa2RDM+0qOvPMoHdNKplE+MEybqChMHmLHEEolEhmlmVJ31KtTUi7S1tVFTEx1tNpe4a7Wbar08KHq1G5b/Iqys6srojINh3yJK8a+/R3dk67qMMLoHxVOmbF0H1GxsbOTdoe/6PMmDyeqy1aeGKsqSDd4uJC66sQmzvlokFVp+mM4r5LsMPzacTbWbWParZazdtdZ7PphmIkrc1NbWljU2WS6IMlHPtVzzm+aqkwymrYiaL4JjP+p3KpXKqFdYyoZCTcvzRS7MRcsgrgLuV0qtF5G7e7BOPYK4Dx5mwmjqXEzkalVUXRkd/NKsS3tHe0E5McLKSqiEt4ItSzoJy7bsedZbrddOqmVKxZQM57CgJUxQNntVxVXMmzbPUxya6Zl1HUxldGeXE2WgsyvTSct8h5ZlQ3bLlfqmel+CrQvOuIC9f9zr7SJNZXNUWcGMg0H6BftF3LcuVLbe0NrAw/se9uW2CXtP3ETQvqedmstqfOH+g8nqstWnmkrunXMvy3+1PDa6cRz2HtkbGxQxQ+cV9V0q01liH2x8kBGnjWDCWRNiy4vTrxUyjqJM1AspN1jWsIHDMvp6UKe1Yu6KyPmiUMQtnI4HcmEur4nID4ErgG+LSDmQ6NlqFR9xk0GYCeNV43NL31o7qZa6l+pCFarzp87PEAOYdcm2amxobeDp956OTbI1bOAwz1s7LEXuhCee963WUy0p3+4mbDLxmXp2wUdGfMQzmzbTM9e9VOeb0ExldJDOZsypbGbQuUxwnzzvkzw4/8GMgZ/vjiIXJmGu/nT+kVRL9vD8YeXodj9c/3BOuwTdJvO3pmXYBJ7rRNhAK0s2LPPys4QlKotrg+cHsjsR6gMTrH+UdZLZLyacNYHmN5vZ1raNjbs3hnqoB99h0qI7k2YUIwmWG7XDNtthlnWo/ZDPl033dS3+0tE4bnrqJlbPXc3iaYtj3xOHYE6Z7uyui4FcmMtfAnOA7yilDolIBY7upU+hujIzppR5LWjCeNYHucUJ0s+G2Z2PLR0bylx05zNzqYSJdvQgvq/pvshkTEs2LKGzqxMRYfbY2RmxgoKr9Vwm0+A908+Ynm5rSzo9szZwACdmkTaJDksc9sEH6cCMhVi/1U6qpW57nRf9eUrFlNDBZzLb4I4mxRZqWhsyvn02D3WTEd4x7Q6+se0bOYk0g8h3sAdFnlOHT+X6qdcz5NgQL/BqmIgkrJwMJkyLN8mF+XNka0NYTp842ukYeF3KcUzUO19znBWyozf7VXcRxqCyORrr+4P10OdnPDTDc2420ygE/Yg6VSf/vf+/WTBtQUG+Mg2tDTza+CifJj23dcdyrRjIhblUAOuVUu0iUgNMBHIP3nOCICymVFBGb5qzplKp2OxyJsxOGTTVPPecc30Mx5wQwnKpaJiDOCrJlm+gK1i3c13oii9Y12AIDX0+7J6aqnSec/B3WBHxBk4XXQwbOCzDc16bbLe3tnurfq3L0WaQUyqmeOXH+Q/NPns254w4hykVUzISO2kaa2abSCS4+eM3k2pJ0fxms3M/71NWP6tbDGHt/6wteDVo7lhzGey+HaRygpJuPbDVsR6iMJNqvdsaxsCC/Dk089YpsoM7HrOfm/VXnQoR8YxD7m+8n1VNq1h+4XIWj1mcQZ8uunhm7zM82/IsK+auiMzG2tramvM4zRf57LDD6pFqSXnhncDxFTKjcAQjIIxilPdcIYuQ9o52fvCbH2TVGx4v5MJcHgWmi8hY4H5gHU7isLk9WbFiI+qDdcejNtt7tN05hK944j5+TVX2JFt6MGqnwlyVufpaXLtNhmmaKJp13vfOPu5vvN9bjW5v286SDUt8To5efcjU5Xxh6hcyGEWYn4Y5eMrfKvfKDX5LH7Ptgnsa7qFLdaUNHSRc+R9Hh+Dqb8YZM9hxeEdBq0FNOx1bDOJ9KPS7g5ZUOp9HLt86uBu46ambHIs/hHvnrMhbrKeZdzKRZOGIhUw8f6Jvxx6WSts0NtHQOx5Tt2nu6J/Z+4wnMvrS+i+xvW17Vsfl7sRBC0MhO2yzLvve2UdpspRjncdIJBKer5BuK8CCcQsyFnFRO46o9pn9Ph+9YU8jF+bSpZTqEJG/AO5TSt0nIiecGXI2RH2wKKZTaH4D8z2lidKMFZx+h353TVW4t3h1ZbUvFHtYCmI9GIMm0lGdPmpVmW2SCtJCd1hToVyWTEdK9nnPu1ZpVcOqeKTlEZ8uZ+TgkRw8ejBrPcy0teYgD1q9mbQHJzGZQqUNHboUZSV+y6VsnsrBBUBFZwULL1tY8CRWXVlNxYwK2mjLuqjR7w5aUpUmSj2T8GzMLbjT9Cz+EA4ePZhXKl9zEhMlVJ5V6Xs+2Kd0Km29S16yYUlGzK4rL7gyo81La5bybMuz3q64U0U7Luu+WWgUjShxaZB2euFTO6k2NOqyOUaCdfnitC9G1sWc/Fs6W7xzwUVntpBA3RV/6fFAGR/K++EI5MJcjonIZ4Fa0imNS4tVgWIizony3cHvMv+8+Rw9epTZZ8/2nPPMDIpm5j0RIZlMZjh9aee8A8kDXua88YPHew5SHS0dLL9wOTvbdzL59Mk0NzfTsL+BhDg2ECVSwh9a/8DM1Ew6VAcJEswZPod5587j6mlX+5y+5o2cx79v/3cnK2SIg5R2+rowcSHfnfBd9iX3Mf2M6Z5DlJmJUmel02UtHrPYi1GlM0e+8sorvsx5uk1bt25lfdN6drbvZM64OQw5MsRzzlszbw3rd6xn/IfGU15SzkOJhzz7QiWKrq4uvvzUl7n93Ns588wzKU2WQkf6nX867U8ITva/Eilh/Knj2bVrl+dweGjQIeq2p9PWJiXJFWddwcBRA/ne7u/R1dXFLU/fwrH9xxg/eDx1NXU89dpT/OS3P/Glur1pzE28+3yKT/75V3j7j2/z6XWf9vKPJyXpOaUNbx/OG2+84XM4HF01mrKBZRzec5htB7dx6aWXMmDQAA7tORSa4TCbE2VZWRk/f+vnPifNx156zFu5ms55AN+a8i2qz6xmzY41zDhjBiNPGcmbA96MzdpoOoau+PgKdh/bTdd7Xdyz8x7HxwlhePtwVqxbQfN7zYwdMZbfv/V7Lii/gIlDJ4a26TzO8xz6ShOlVHZUeuavY8aMYWzpWEqkxNktInDUsWyrpprK0yv5yZyfsH7Hek4rOQ01QFFTVcPRXUdJHU1lZG28feLtngOvuStf9ctVtJ/T7jmGbt++nZaWFlYfWO0xts7OTlZuW8mPGn/ErRNvZdbps0Izhh4ZcoSFTyzkA96n9KGZrJ63mnEDx/kcrVfNWuU5JVd0VtD4ZiMPNj5Ih+qgbnsdP5v7M17b/xpb9m9hweQFzBg1w3Es1TqVLuh4uyOn73T48GEGDBhAS0sL7X9q58z3z+TJ3zzJzl07eWzvY+kFVscH1G2uo2NUh88xdMv+LVxz6TWOY6j7XXLJwPvIrke48/k7nZ3lMM4vZO4Ng+gkSZE3iHwUuAFoUEo9IiKjgL9USn27WJUoNqaPGKFePHDA+51N9BGq8EylfFkqc1XsmVixLp2fwVxN1TfVezsSiA9jsmLdCp95omkjH6Z3yMDSpbB0Kd/c8k3u3Hyn43wnSb4+8+veDibbCtxsR9S7grb7pg9GUpJcW3UtD9Q+EEpHM/lRULZu1lsQ/nba3/Jv8/4ttD16FR31TBQtvjD1C4wcPDKnnUiwXxSCVCpF+ZjygsWx3amDR/9Nu+H6z2dEAA6z/Ap+M/2dX9jxQoYTpZnjPcqKLNe2ZIt8bT6vx3gw7lxpotSXOM9EXB+Kwo1P3sjKbSu93wvGLWDjno2OyLak3IsmXsi3NWkR3P0opbzMsOXJ8tBgqYX0i4bWBp/RAT8EdUBJXoVEIJfwL6+IyD8AI93fvwNOWMYShmwioGxyySBzmj12tk9MEyVSMvMzaDEQOAl7zAGgywnb+o8fPN6XYjXKYTJOrBWmRA+zNIpCtjwTDa0NzFw106PP5kWbaX6z2We1NXnw5Axa68yMWsxy8GhmwiVzy18iJZ5Oxjxv+t1UV1aHijOiyjSvhxk39BTi9G1RsnUvYKSRw6SQ91ZXVsOmpXwzB8svU99lpsbV53Raar3wCcuDUig9dV3D8uqE3atFiOt2rfPGV1xCLK8fHHvfE5dqRH2D14+87ivjwOEDGfoObTHZHf2POWdpB1lwFqLXTr4WKDyHT/A9ptEBEL/byAO5hH/5P8B3gDJglIhMBv5JKTW/WJXoaRQik6ysrAyVy7d3tPPErid8IhdThm9+7E+d/6mM/Az1TfW+rIcJSXghVsKYVVQ9gg6TkXoWWjOU6PnmIAlrh4n6pnpflIJlv1rGxj0bfQmtZp0+K4NGcd8lLEjh2NKxPkWlqW96oPEBH2MOk1mbsvVcHfyCeOuUt7o9qLV5ehhzj9plm+fNHCbdQdA6K8zXJdWS8hZSOjXu9VOuz5hQgYxdUC5jLcxUP4i4RVDw+Y17NnrHCRJZE2ItmrQIXnyB2tr7shp5NLQ28NSrT3nPliZKuX7q9TRvaPbuNR0mw3ZBcUYHZluCiyftT5ZMJHn9vdeZuWpmxm4uF1oGUVPlT53c8W7HvrwLiUAuOpelwEVACkAp9ZKIjC5WBY4HCjHJaz7UzOc2fM77uDpPvUJ5+dYF4cqxV0Zu3S8+5+KM9waVgfPPn8/wU4dHKuSD9TB3H7k48Wl/BnP3lO+kFNaOOJirOb0jaSbdDrPuYW0IG9y3XXabJyfW0BZi2u/GZMzmhOSVFzBFDu6gshk3NLQ2eIE/o8R4uaCsrCyj3GyGFj6z5C66tSPQMMeFGYrEFL8eaj/k22V3dqVTXZsT6tLUUid0fp5+M0FaRCFqUjaf1zRSKKcOozPrECpWRqg1rnttcXdf9U313uJOtx9gyvApTDhrAptqN7G2aS1jKsZEmshnE2U3tDaw9rdrWVC2wOubwQWQnmfMnZnZR3KlpYngey6565I/5F1IBHJS6Cul3tHpjV10Rd18IuAIH2SsLnMVAemO0PDbdNylrk5XQUk6XlZCEpQkSnh699M+CynzY+/Zs4eaGv9gqJ1U6yW6KkuW8dVPfDV2679+x3rfpJKPfgBAx5AqxJLEE8O8fRqLr14c+b5glILgaq6mqoa6zXXhJrFhcvSWlC9SsEnP4Oos267UN1kETJHNQR8sI1QP15KivbPdt4oPOq3mArMdcea7ZnuC4sFiOcRl2z0Fxj3JRNpXo25zHR8b/zGf+XmCBOUl5Tn7zYR9U12HXHaW5vPBvhDGWELFyoi3+zJjDCbEkQ7ohZ9e3KlOJ+XBi20vMstdrFx56pU0HG3wLQzqm+p9C88oUXaUw3Tw2+iFlKmrNftIFC3jaBv2nmIhF+ayQ0Q+ByRF5MPAl4Hnil6TLBCROcD3gCTwI6XUt6Lu3cVB7tx8Z6yII2zyMDsfCl+IBhUQRV4+6nJGDxnNA40PRH7sMFRXVrN50eaMd0d94MmDJ2foB/LpCNVUFiT/DTqDmmKYMNpdN9nx29D1C2bYbBzcGG4SG7JTGDZwWFoP4DpnRrbPEI8F668H9rFOJ9psQonPFDk4qevEW57TZWAyq6mq8XawEC7Pz9fXIs58N7iL0Lu8qICRJrPUbcm3vwTrlFAJShOlnojT9NVoH9lOw9EGL4QMAILnvKq/Txji9EeFhgfKJqEItssTKyvxRNaasQBMr5jO1IqpnmGKXtzt/ePezMga+MW8min5TPOVY+2YIOEzoY/zUzERLD9Xc2uT3jkbAhUBuTCXm4E7gHbgEZzMOl/vkdpEQESSwAqc+Gb7gRdE5HGl1Cth9yuI7YhRMlWz84n7T6EcU1ljUilPOiszwBc4MPixKyoqQtuTz0rh8gsuZ9PU7ikHC1mZ+MQwkLHKMiflMCfI4DvNdgQ7eJAZHzx60BcqRCv6o+gJ6e+wqmmVVyfTcihBgsupYmntj6murM4QhW1v2+6VEbXCrK6s5q5pd3F3492eNVRQT5SL7sZsR9jOK1SkZ5Q59KyhGWUGY35pFJKGOVinKPFrRUUFNQNrSCQSnlJYKeU5r8ZZFsbpj4IMF6KdF4N9Iq6vR7Zr0+5QkfXUiqnUTqr1+XLp/h2MrDH06FDGVY7zORibC08Tun/pwLG56oSzMc+o8VGoIVB3kYu12FEc5nJHj9QgN1wE7FZK7QUQkZ8CVwOhzEWAhCQjP1SUXNu3MpCkF94kuLI1GUjcxx40aFC3Gz5o0CDGjRjXYx0gCmHOoJA9M15UZw22I7izCb67PFmeMdii6BlVJ3NHWV5SztJj6XcFBzSkvf7jjCU+P+XzXDHxitC6Z7NKNGmhkc9qW5e5aMyiSBoE0xMXMoHkqqPU33TF3BWe+bFehOUTGDV4T5TzYlh98hljke3atBTIFFnrcR72TPDcAdf1QTM308EY8MLl6CgFpvGOti57vPlx5k+YH/ut4phnLuMjV0OgYiDSz0VEHo978Hhai4nIQmCOUurz7u9rgI8rpW4y7vki8EWAsweVT7vl/3+CGqqoJkSeS6uT8pZOykiyiVrvvgZaSdHCuLZyKioqSNESWU42tLS0FOzpX7QyUinI0/Zdw6TFX1Rc5J0zaXcvc1jChlBadqcd+t0m7aPKiKtTkgTXMZlaJlGd2uOjhfkOIKOMgxzN+PZx7YjrV4XSIqzMipbOjOf1fe10+NhLOUk2syizHt3oFxpmOzQthzEwa38w21SqEjwrmfUL+/7Z6lAwDFrk+t5c6hFGkyQJBOigK4M+3W1LPuMjrG8DyNe+tk0pNb3gSphQSoX+AW8BjTgRkGcAnzT/op7riT9gIY6eRf++Bvh+1P3TKipUNjy37zn1z7/8Z/XcvudCr2/evDlrGdlwQpTxj/9Y9DoEaZeNlmFlFKMeedcpCy2K0Y6eoEWwzKjn9X0/fPGH6oYnblA3PHFDdD16oF9E1Tfunu+v/X6P1CEv9CAtNEyaRNGnu23JZ3xEAXhRFWvejrzgKM7nAKuA7cDdwPhivTivSkI1sNH4fRtwW9T9uTCXbNixY0f/KKMIA+eEaEcxyugntChGHSwtDFhaeCgmc4lM+qWU6lRKbVBKLQIuBnYDKRG5KeqZHsQLwIdFZJSIlAGfAWLFdt3FsGHRFkp9rYwToQ4nShknQh26W8aJQAewtDBhaZGJ2NhibtbJq4DPAlU4E3qdUuq141I7f13mAvfi7KjqlFLfiLn3MLCrm68cDLzTD8o4A+iuY9SJ0I5ilNFfaFGMOlhapGFpkcY4pVT3LZEgVixWj6NzuRu4sFhbpePxRxG2dsD9/aEMS4v+R4si1cHSwtKiR2ih/+JMkf8GOALcAnzZ8NQVhyep0/JlZH0MT/SjMrqLE6UdlhbFq0MxYGmRhqVFAFlD7vdFiMiLqljmdH0clhZpWFqkYWmRhqVFGsWkRaRCv4/j/t6uwAkES4s0LC3SsLRIw9IijaLRol/uXCwsLCwsehf9dediYWFhYdGLsMzFwsLCwqLo6DPMRUQqRWSziLwiIjtE5Bb3/FAReUZEXnX/H+KeFxH5VxHZLSIvi8hUo6xF7v2vikhmFMATGDF0WC4iO922PiYipxvP3ObSYZeIzDbOz3HP7RaRW3uhOd1CFC2M638nIkpEznB/98s+AfG0EJGb3b6xQ0SWGedPqn4hIpNF5Nci8pKIvCgiF7nn+3O/OEVEtopIk0uLr7nnR4nI826bf+Y6pyMi5e7v3e71KqOs0P4SiWLZNPf0H1ABTHWPBwH/A3wUWAbc6p6/Ffi2ezwXeBrHdPpi4Hn3/FBgr/v/EPd4SG+3rwh0+BRQ4p7/tkGHjwJNQDkwCtiD44iadI9H46SwbgI+2tvtKwYt3N+VOOkhfg+c0Z/7RJZ+MRP4L6DcvXbWydovgP8ErjT6Quok6BcCnOoelwLPu21cDXzGPb8SuNE9/hKw0j3+DPCzuP4S9+4+s3NRSrUppRrd48PAb4FzcELvr3JvWwUscI+vBuqVg18Dp4tIBTAbeEYp9bZS6o/AMzgx1PoEouiglPpPpVSHe9uvgXPd46uBnyql2pVSv8MJ43MRRhoDpdQHgE5j0GcQ0ycA7gG+Cr6EGv2yT0AsLW4EvqWUanevvek+cjL2CwVo/7zBwAH3uD/3C6WUes/9Wer+KeDPgP9wzwfnTT2f/gcwS0SE6P4SiT7DXEy4W7UpOFz4bKVUm3vpdeBs9/gcoNV4bL97Lup8n0OADiauw1mJwUlAB/DTQkSuBl5TSjUFbjvpaAGcD1zmijh+ISIfc287GWmxBFguIq3Ad3AC4EI/p4WIJEXkJeBNHAa5BzhkLEbNdnltdq+/AwyjAFr0OeYiIqcCjwJLlFLvmteUs387KWyro+ggIncAHcDDvVW34w2TFjhtvx24qzfr1FsI6RclOGKdi3HSZ6x2V6L9HiG0uBH4ilKqEvgK8GBv1u94QTlBiCfjSDMuAi44Hu/tU8xFREpxOsvDSqmfu6ffcLewuP/rbf9r4MuEc657Lup8n0EEHRCR/wfMA/7aZbTQj+kAobQYgyMTbhKRFpx2NYrIcE4+WoCzwvy5Kx7ZCnThBGo8GWmxCNDHa0iLdfo1LTSUUoeAzTgpTE4XER3+y2yX12b3+mDgIIXQorcVTrn+4Sim6oF7A+eX41foL3OPr8KvpNuq0kq63+Eo6Ia4x0N7u31FoMMcnLTPZwbOj8eviNuLo7QtcY9HkVbc9kq+nmLTInBPC2mFfr/sE1n6xQ3AP7nH5+OINuRk7Bc4upca93gWsO0k6BdnAqe7xwOALTgL0DX4Ffpfco8X41for3aPQ/tL7Lt7u/F5EOlSHJHXy8BL7t9cHHngJuBVHKuYoUYHW4EjX2wGphtlXYejkNoNXNvbbSsSHXa7E4c+t9J45g6XDrtwrWXc83NxLGn2AHf0dtuKRYvAPS2kmUu/7BNZ+kUZ8GPgNzhRzv/sZO0X7vlt7iT5PDDtJOgXE3GSPb7s9oG73POjga1uu9aQtiY8xf29270+Olt/ifqz4V8sLCwsLIqOPqVzsbCwsLDoG7DMxcLCwsKi6LDMxcLCwsKi6LDMxcLCwsKi6LDMxcLCwsKi6LDMxcIiBm5U5R8bv0tE5C0RebI362VhcaLDMhcLi3gcAS4UkQHu7yvoJS9tw6PawuKEh2UuFhbZ8RSOFzfAZ4FH9AUR+ZCI1Lk5M7a7QTMRkSoR2SIije7fJe75ChH5pZtT5Dcicpl7/j2jzIUi8pB7/JCIrBSR54FlIjJGRDaIyDa3/OMSJ8rCIl/YlZCFRXb8FLjLFYVNBOqAy9xrdwDPKqWuEydB21YR+S+cGHdXKKXeF5EP4zCk6cDngI1KqW+ISBIYmMP7zwUuUUp1isgm4Aal1Ksi8nHgBzjh0y0sTihY5mJhkQVKqZfd0O2fxdnFmPgUMF9E/t79fQowEidXyPdFZDLQiRPXC+AFoM4NrLhWKfVSDlVY4zKWU4FLgDVGYOPyghplYdHDsMzFwiI3PI6TA6QGJ56dhgCfVkrtMm8WkaXAG8AkHPHz+wBKqV+KyAwcMdtDIvIvSql6/KkiTgm8+4j7fwInD8fkIrTHwqJHYXUuFha5oQ74mlKqOXB+I3CzzpEiIlPc84OBNqVUF3ANTsRhROQ84A2l1APAjwCdr/0NEfmIiCSAPw+rgHJykvxORP6vW5aIyKSitdDCooiwzMXCIgcopfYrpf415NLXcVLHviwiO9zf4OhCFolIE05yJr37qMHJNbMd+Cvge+75W4EngecAnVk1DH8NXO+Wu4M+loLY4uSBjYpsYWFhYVF02J2LhYWFhUXRYZmLhYWFhUXRYZmLhYWFhUXRYZmLhYWFhUXRYZmLhYWFhUXRYZmLhYWFhUXRYZmLhYWFhUXR8b8FHCz/5EIyIQAAAABJRU5ErkJggg=="
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>d) Finding the disruption point</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">figure10</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">figure10</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">1400</span><span class="p">,</span> <span class="mi">1550</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>e) Sorting and selecting the disruption groups</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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"># Sorting the data according to &quot;Message Size&quot; column</span>
+
+<span class="n">sort_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span><span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">sort_df</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[&nbsp;]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Time Scale</th>
+      <th>Message Size</th>
+      <th>Transmission Time</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1421773147.669351</td>
+      <td>24</td>
+      <td>111.0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1421772539.521394</td>
+      <td>24</td>
+      <td>111.0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1421771449.194667</td>
+      <td>24</td>
+      <td>111.0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1421773182.507473</td>
+      <td>24</td>
+      <td>110.0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1421772439.899719</td>
+      <td>24</td>
+      <td>111.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>6819</th>
+      <td>1421771595.431274</td>
+      <td>2006</td>
+      <td>112.0</td>
+    </tr>
+    <tr>
+      <th>6820</th>
+      <td>1421772274.479671</td>
+      <td>2006</td>
+      <td>112.0</td>
+    </tr>
+    <tr>
+      <th>6821</th>
+      <td>1421773316.605904</td>
+      <td>2007</td>
+      <td>112.0</td>
+    </tr>
+    <tr>
+      <th>6822</th>
+      <td>1421772601.208734</td>
+      <td>2007</td>
+      <td>112.0</td>
+    </tr>
+    <tr>
+      <th>6823</th>
+      <td>1421771659.020875</td>
+      <td>2007</td>
+      <td>112.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>6824 rows × 3 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">idx</span> <span class="o">=</span> <span class="n">sort_df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">sort_df</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1480</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+<span class="n">lastidx</span> <span class="o">=</span> <span class="n">idx</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">idx</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">lastidx</span><span class="p">)</span> <span class="c1">#Last index corresponds to the separation between the groups</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>[5011, 5012, 5013, 5014]
+5014
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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"># Defining the groups</span>
+<span class="n">group1</span> <span class="o">=</span> <span class="n">sort_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:</span><span class="n">lastidx</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">group2</span> <span class="o">=</span> <span class="n">sort_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">lastidx</span><span class="o">+</span><span class="mi">1</span><span class="p">:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
+<span class="c1"># Exploring the groups in table format</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">group1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">group2</span><span class="p">)</span>
+<span class="c1"># Proving the number of rows are well splited in the groups</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">sort_df</span><span class="p">)</span><span class="o">==</span><span class="nb">len</span><span class="p">(</span><span class="n">group1</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">group2</span><span class="p">)</span>
+
+<span class="c1">#Plotting the groups</span>
+
+<span class="n">figure5</span><span class="p">,</span> <span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">group1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Group 1&#39;</span><span class="p">)</span>
+
+<span class="n">ax1</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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">figure6</span><span class="p">,</span> <span class="n">ax2</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
+
+<span class="n">group2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Message Size&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Transmission Time&quot;</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">,</span><span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Message Size(Bytes)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Tx Time(ms)&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Group 2&#39;</span><span class="p">)</span>
+
+<span class="n">ax2</span><span class="o">.</span><span class="n">minorticks_on</span><span class="p">()</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;major&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="n">which</span><span class="o">=</span><span class="s1">&#39;minor&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;0.5&#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>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>      Message Size  Transmission Time
+0               24              111.0
+1               24              111.0
+2               24              111.0
+3               24              110.0
+4               24              111.0
+...            ...                ...
+5010          1479              111.0
+5011          1480              111.0
+5012          1480              111.0
+5013          1480              112.0
+5014          1480              111.0
+
+[5015 rows x 2 columns]
+      Message Size  Transmission Time
+5015          1481              112.0
+5016          1481              112.0
+5017          1481              112.0
+5018          1481              118.0
+5019          1481              112.0
+...            ...                ...
+6819          2006              112.0
+6820          2006              112.0
+6821          2007              112.0
+6822          2007              112.0
+6823          2007              112.0
+
+[1809 rows x 2 columns]
+</pre>
+</div>
+</div>
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<p>f) Linear regression</p>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">slope1</span><span class="p">,</span> <span class="n">intercept1</span><span class="p">,</span> <span class="n">r1</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">std_err1</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">linregress</span><span class="p">(</span><span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#39;</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;C1 = &#39;</span><span class="p">,</span><span class="mi">1</span><span class="o">/</span><span class="n">slope1</span><span class="p">,</span> <span class="s1">&#39;in (B/ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;L1 = &#39;</span><span class="p">,</span><span class="n">intercept1</span><span class="p">,</span><span class="s1">&#39;in (ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Std1 = &#39;</span><span class="p">,</span><span class="n">std_err1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;r1index = &#39;</span><span class="p">,</span><span class="n">r1</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">func1</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">slope1</span> <span class="o">*</span> <span class="n">x</span> <span class="o">+</span> <span class="n">intercept1</span>
+
+<span class="n">model1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="n">func1</span><span class="p">,</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">]))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>C1 =  22119.0291398945 in (B/ms)
+L1 =  113.22750958139935 in (ms)
+Std1 =  0.00019380649088195773
+r1index =  0.0032946888915390002
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group1</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#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">group1</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">model1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</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;S (B)&#39;</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="mi">30</span><span class="p">,</span> <span class="mi">140</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$L_1=113.227,\ C_1=22119.029$&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;T (ms)&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">slope2</span><span class="p">,</span> <span class="n">intercept2</span><span class="p">,</span> <span class="n">r2</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">std_err2</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">linregress</span><span class="p">(</span><span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#39;</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;C2 = &#39;</span><span class="p">,</span><span class="mi">1</span><span class="o">/</span><span class="n">slope2</span><span class="p">,</span> <span class="s1">&#39;in (B/ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;L2 = &#39;</span><span class="p">,</span><span class="n">intercept2</span><span class="p">,</span><span class="s1">&#39;in (ms)&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Std2 = &#39;</span><span class="p">,</span><span class="n">std_err1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;r2index = &#39;</span><span class="p">,</span><span class="n">r2</span><span class="p">)</span>
+
+<span class="k">def</span> <span class="nf">func2</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">return</span> <span class="n">slope2</span><span class="o">*</span> <span class="n">x</span> <span class="o">+</span> <span class="n">intercept2</span>
+
+<span class="n">model2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="n">func2</span><span class="p">,</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">]))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>C2 =  -554.6631211596176 in (B/ms)
+L2 =  120.05358801842105 in (ms)
+Std2 =  0.00019380649088195773
+r2index =  -0.023209069477453173
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">group2</span><span class="p">[</span><span class="s1">&#39;Transmission Time&#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">group2</span><span class="p">[</span><span class="s1">&#39;Message Size&#39;</span><span class="p">],</span> <span class="n">model2</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</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;S (B)&#39;</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="mi">1500</span><span class="p">,</span> <span class="mi">125</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;$L_2=120.053,\ C_2=-554.663$&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;T (ms)&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
+
+<div class="jp-RenderedImage jp-OutputArea-output ">
+<img src="data:image/png;base64,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"
+class="
+jp-needs-light-background
+"
+>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
-- 
2.18.1


	Time Scale	Message Size	Transmission Time
0	1421770806.842532	24	1.130000
1	1421767547.555943	24	1.120000
2	1421764655.951966	24	1.210000
3	1421766751.339029	24	1.160000
4	1421770669.071285	24	1.100000
...	...	...	...
44031	1421768501.216148	2007	2.290000
44032	1421766239.850005	2007	2.480000
44033	1421765463.802747	2007	36.200001
44034	1421770854.067229	2007	2.350000
44035	1421766451.583931	2007	2.490000
	Time Scale	Message Size	Transmission Time
0	1421773147.669351	24	111.0
1	1421772539.521394	24	111.0
2	1421771449.194667	24	111.0
3	1421773182.507473	24	110.0
4	1421772439.899719	24	111.0
...	...	...	...
6819	1421771595.431274	2006	112.0
6820	1421772274.479671	2006	112.0
6821	1421773316.605904	2007	112.0
6822	1421772601.208734	2007	112.0
6823	1421771659.020875	2007	112.0