From 3f2f8e38acd84b6ced3d75275da311bd6b8df0de Mon Sep 17 00:00:00 2001
From: "Documenter.jl" <documenter@juliadocs.github.io>
Date: Mon, 7 Aug 2023 16:13:47 +0000
Subject: [PATCH] build based on 2c76ded

---
 dev/assets/favicon-vu.ico                     |   Bin 0 -> 18831 bytes
 dev/assets/favicon.ico                        |   Bin 0 -> 98642 bytes
 dev/assets/logo.png                           |   Bin 5448 -> 4107 bytes
 dev/index.html                                |     2 +-
 dev/jacobi_2D/index.html                      |    21 +
 dev/julia_async/index.html                    |    21 +
 dev/julia_basics/index.html                   |    21 +
 dev/julia_distributed/index.html              |    21 +
 dev/julia_distributed_test/index.html         |    21 +
 dev/julia_intro/index.html                    |    21 +
 dev/julia_jacobi/index.html                   |    21 +
 dev/julia_tutorial/index.html                 |    21 +
 dev/matrix_matrix/index.html                  |    30 +-
 dev/notebook-hello/index.html                 |    30 +-
 dev/notebook-output/Jacobi_2D.html            | 16628 +++++++++++++++
 dev/notebook-output/jacobi_2D.html            |  8860 ++++++++
 dev/notebook-output/julia_Jacobi.html         | 15936 +++++++++++++++
 .../{index.html => julia_Tutorial.html}       |   483 +-
 dev/notebook-output/julia_async.html          |  8373 ++++++++
 dev/notebook-output/julia_basics.html         |  9430 +++++++++
 dev/notebook-output/julia_distributed.html    |  9067 +++++++++
 .../julia_distributed_test.html               | 16868 ++++++++++++++++
 dev/notebook-output/julia_intro.html          |  8326 ++++++++
 dev/notebook-output/julia_jacobi.html         |  8200 ++++++++
 dev/notebook-output/julia_tutorial.html       |  7854 +++++++
 dev/notebook-output/matrix_matrix.html        |    71 +-
 dev/notebook-output/notebook-hello.html       |     2 +-
 dev/notebook-output/sol_matrix_matrix.html    |  7504 +++++++
 dev/notebooks/Project.toml                    |     2 -
 dev/notebooks/jacobi_2D.ipynb                 |  2126 ++
 dev/notebooks/julia_async.ipynb               |   739 +
 dev/notebooks/julia_basics.ipynb              |  1572 ++
 dev/notebooks/julia_distributed.ipynb         |  1311 ++
 dev/notebooks/julia_intro.ipynb               |   692 +
 dev/notebooks/julia_jacobi.ipynb              |   684 +
 dev/notebooks/julia_tutorial.ipynb            |   505 +
 dev/notebooks/matrix_matrix.ipynb             |   142 +-
 dev/notebooks/notebook-hello.ipynb            |     4 +-
 dev/notebooks/sol_matrix_matrix.ipynb         |    60 +
 dev/search/index.html                         |     2 +-
 dev/search_index.js                           |     2 +-
 dev/sol_matrix_matrix/index.html              |    21 +
 42 files changed, 125398 insertions(+), 296 deletions(-)
 create mode 100644 dev/assets/favicon-vu.ico
 create mode 100644 dev/assets/favicon.ico
 create mode 100644 dev/jacobi_2D/index.html
 create mode 100644 dev/julia_async/index.html
 create mode 100644 dev/julia_basics/index.html
 create mode 100644 dev/julia_distributed/index.html
 create mode 100644 dev/julia_distributed_test/index.html
 create mode 100644 dev/julia_intro/index.html
 create mode 100644 dev/julia_jacobi/index.html
 create mode 100644 dev/julia_tutorial/index.html
 create mode 100644 dev/notebook-output/Jacobi_2D.html
 create mode 100644 dev/notebook-output/jacobi_2D.html
 create mode 100644 dev/notebook-output/julia_Jacobi.html
 rename dev/notebook-output/{index.html => julia_Tutorial.html} (94%)
 create mode 100644 dev/notebook-output/julia_async.html
 create mode 100644 dev/notebook-output/julia_basics.html
 create mode 100644 dev/notebook-output/julia_distributed.html
 create mode 100644 dev/notebook-output/julia_distributed_test.html
 create mode 100644 dev/notebook-output/julia_intro.html
 create mode 100644 dev/notebook-output/julia_jacobi.html
 create mode 100644 dev/notebook-output/julia_tutorial.html
 create mode 100644 dev/notebook-output/sol_matrix_matrix.html
 delete mode 100644 dev/notebooks/Project.toml
 create mode 100644 dev/notebooks/jacobi_2D.ipynb
 create mode 100644 dev/notebooks/julia_async.ipynb
 create mode 100644 dev/notebooks/julia_basics.ipynb
 create mode 100644 dev/notebooks/julia_distributed.ipynb
 create mode 100644 dev/notebooks/julia_intro.ipynb
 create mode 100644 dev/notebooks/julia_jacobi.ipynb
 create mode 100644 dev/notebooks/julia_tutorial.ipynb
 create mode 100644 dev/notebooks/sol_matrix_matrix.ipynb
 create mode 100644 dev/sol_matrix_matrix/index.html

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href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="XM_40017"><a class="docs-heading-anchor" href="#XM_40017">XM_40017</a><a id="XM_40017-1"></a><a class="docs-heading-anchor-permalink" href="#XM_40017" title="Permalink"></a></h1><p>Welcome!</p></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="julia_tutorial/">Julia Tutorial »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label 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Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/jacobi_2D/index.html b/dev/jacobi_2D/index.html
new file mode 100644
index 0000000..65553f2
--- /dev/null
+++ b/dev/jacobi_2D/index.html
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/jacobi_2D.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/jacobi_2D.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/jacobi_2D.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/jacobi_2D.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_async/index.html b/dev/julia_async/index.html
new file mode 100644
index 0000000..644ab32
--- /dev/null
+++ b/dev/julia_async/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Asynchronous · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_async/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li class="is-active"><a class="tocitem" href>Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Julia Asynchronous</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Julia Asynchronous</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_async.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_async.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_async.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_async.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_basics/">« Julia Basics</a><a class="docs-footer-nextpage" href="../julia_distributed/">Julia Distributed »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_basics/index.html b/dev/julia_basics/index.html
new file mode 100644
index 0000000..f3ed1e0
--- /dev/null
+++ b/dev/julia_basics/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Basics · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_basics/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li class="is-active"><a class="tocitem" href>Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Julia Basics</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Julia Basics</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_basics.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_basics.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_basics.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_basics.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_intro/">« Why is Julia fast?</a><a class="docs-footer-nextpage" href="../julia_async/">Julia Asynchronous »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_distributed/index.html b/dev/julia_distributed/index.html
new file mode 100644
index 0000000..997af99
--- /dev/null
+++ b/dev/julia_distributed/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Distributed · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_distributed/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li class="is-active"><a class="tocitem" href>Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Julia Distributed</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Julia Distributed</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_distributed.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_distributed.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_distributed.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_distributed.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_async/">« Julia Asynchronous</a><a class="docs-footer-nextpage" href="../matrix_matrix/">Matrix Multiplication »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_distributed_test/index.html b/dev/julia_distributed_test/index.html
new file mode 100644
index 0000000..15364a0
--- /dev/null
+++ b/dev/julia_distributed_test/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_distributed_test/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_distributed_test.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_distributed_test.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_distributed_test.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_distributed_test.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_intro/index.html b/dev/julia_intro/index.html
new file mode 100644
index 0000000..7037af4
--- /dev/null
+++ b/dev/julia_intro/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Why is Julia fast? · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_intro/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li class="is-active"><a class="tocitem" href>Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Why is Julia fast?</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Why is Julia fast?</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_intro.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_intro.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_intro.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_intro.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_tutorial/">« Julia Tutorial</a><a class="docs-footer-nextpage" href="../julia_basics/">Julia Basics »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_jacobi/index.html b/dev/julia_jacobi/index.html
new file mode 100644
index 0000000..28b27a2
--- /dev/null
+++ b/dev/julia_jacobi/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Jacobi/SOR · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li class="is-active"><a class="tocitem" href>Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Jacobi/SOR</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Jacobi/SOR</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_jacobi.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_jacobi.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_jacobi.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_jacobi.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../sol_matrix_matrix/">« Solutions</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_tutorial/index.html b/dev/julia_tutorial/index.html
new file mode 100644
index 0000000..6ae37f8
--- /dev/null
+++ b/dev/julia_tutorial/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Tutorial · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_tutorial/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li class="is-active"><a class="tocitem" href>Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Julia Tutorial</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Julia Tutorial</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_tutorial.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/julia_tutorial.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_tutorial.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/julia_tutorial.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../julia_intro/">Why is Julia fast? »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/matrix_matrix/index.html b/dev/matrix_matrix/index.html
index 7b48352..d246c99 100644
--- a/dev/matrix_matrix/index.html
+++ b/dev/matrix_matrix/index.html
@@ -1,21 +1,21 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Matrix Multiplication · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../notebook-hello/">Hello World</a></li><li><span class="tocitem">Notebooks</span><ul><li class="is-active"><a class="tocitem" href>Matrix Multiplication</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Matrix Multiplication</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Matrix Multiplication</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/notebook.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
-                        <header class="admonition-header">Tip</header>
-                        <div class="admonition-body">
-                            <ul>
-                                <li>
-                                    Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/matrix_matrix.ipynb" download>here</a>.
-                                </li>
-                                <li>
-                                    You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebook.ipynb">here</a>
-                                    .
-                                </li>
-                            </ul>
-                        </div>
-                    </div><iframe id="notebook" src="../notebook-output/matrix_matrix.html" style="width:100%"></iframe>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Matrix Multiplication · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox" checked/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li class="is-active"><a class="tocitem" href>Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li><a class="is-disabled">Matrix Multiplication</a></li><li class="is-active"><a href>Matrix Multiplication</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Matrix Multiplication</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/matrix_matrix.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/matrix_matrix.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/matrix_matrix.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/matrix_matrix.html" style="width:100%"></iframe>
 <script>
   document.addEventListener('DOMContentLoaded', function(){
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../notebook-hello/">« Hello World</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 31 July 2023 13:16">Monday 31 July 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_distributed/">« Julia Distributed</a><a class="docs-footer-nextpage" href="../sol_matrix_matrix/">Solutions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/notebook-hello/index.html b/dev/notebook-hello/index.html
index 525cc78..ef3eeea 100644
--- a/dev/notebook-hello/index.html
+++ b/dev/notebook-hello/index.html
@@ -1,21 +1,21 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Hello World · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/notebook-hello/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li class="is-active"><a class="tocitem" href>Hello World</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Hello World</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Hello World</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/notebook-hello.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
-                        <header class="admonition-header">Tip</header>
-                        <div class="admonition-body">
-                            <ul>
-                                <li>
-                                    Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/notebook-hello.ipynb" download>here</a>.
-                                </li>
-                                <li>
-                                    You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebook-hello.ipynb">here</a>
-                                    .
-                                </li>
-                            </ul>
-                        </div>
-                    </div><iframe id="notebook" src="../notebook-output/notebook-hello.html" style="width:100%"></iframe>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/notebook-hello/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/notebook-hello.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/notebook-hello.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/notebook-hello.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/notebook-hello.html" style="width:100%"></iframe>
 <script>
   document.addEventListener('DOMContentLoaded', function(){
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../matrix_matrix/">Matrix Multiplication »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 31 July 2023 13:16">Monday 31 July 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/notebook-output/Jacobi_2D.html b/dev/notebook-output/Jacobi_2D.html
new file mode 100644
index 0000000..6787d1f
--- /dev/null
+++ b/dev/notebook-output/Jacobi_2D.html
@@ -0,0 +1,16628 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>jacobi_2D</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+	<script src='../assets/iframeResizer.contentWindow.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; }
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+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) }
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+.highlight .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
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+.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.
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+/*
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+ */
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+/* 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;
+}
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+/*
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+ */
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+}
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+[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);
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+  border-left: var(--jp-scrollbar-endpad) solid
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+  border-top: var(--jp-scrollbar-endpad) solid
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+    var(--jp-scrollbar-background-color);
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+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,
+[data-jp-theme-scrollbars='true']
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+  border-radius: var(--jp-scrollbar-thumb-radius);
+}
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+[data-jp-theme-scrollbars='true']
+  .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal {
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+  .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical {
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+.jp-scrollbar-tiny::-webkit-scrollbar,
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+}
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+  background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
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+  border-left: 0px solid transparent;
+  border-right: 0px solid transparent;
+}
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+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0px solid transparent;
+  border-bottom: 0px solid transparent;
+}
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+}
+
+.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;
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+  max-width: 15px;
+}
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+.lm-ScrollBar-button:hover {
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+}
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+  background: #f0f0f0;
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+.lm-ScrollBar-thumb {
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+.lm-ScrollBar-thumb.lm-mod-active {
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+.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'] {
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+
+.lm-ScrollBar[data-orientation='vertical']
+  .lm-ScrollBar-button[data-action='increment'] {
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+
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+  background-color: transparent;
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+  content: 'X';
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+/*-----------------------------------------------------------------------------
+| 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;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+/* <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{
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+  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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-image: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1icmFuZDQganAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNGRkYiIGQ9Ik0yLjIgMi4yaDE3LjV2MTcuNUgyLjJ6Ii8+CiAgPHBhdGggY2xhc3M9ImpwLWljb24tYnJhbmQwIGpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iIzNGNTFCNSIgZD0iTTIuMiAyLjJ2MTcuNWgxNy41bC4xLTE3LjVIMi4yem0xMi4xIDIuMmMxLjIgMCAyLjIgMSAyLjIgMi4ycy0xIDIuMi0yLjIgMi4yLTIuMi0xLTIuMi0yLjIgMS0yLjIgMi4yLTIuMnpNNC40IDE3LjZsMy4zLTguOCAzLjMgNi42IDIuMi0zLjIgNC40IDUuNEg0LjR6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --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,PHN2ZyB3aWR0aD0iMzkiIGhlaWdodD0iNTEiIHZpZXdCb3g9IjAgMCAzOSA1MSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyB0cmFuc2Zvcm09InRyYW5zbGF0ZSgtMTYzOCAtMjI4MSkiPgogICAgIDxnIGNsYXNzPSJqcC1qdXB5dGVyLWljb24tY29sb3IiIGZpbGw9IiNGMzc3MjYiPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjM5Ljc0IDIzMTEuOTgpIiBkPSJNIDE4LjI2NDYgNy4xMzQxMUMgMTAuNDE0NSA3LjEzNDExIDMuNTU4NzIgNC4yNTc2IDAgMEMgMS4zMjUzOSAzLjgyMDQgMy43OTU1NiA3LjEzMDgxIDcuMDY4NiA5LjQ3MzAzQyAxMC4zNDE3IDExLjgxNTIgMTQuMjU1NyAxMy4wNzM0IDE4LjI2OSAxMy4wNzM0QyAyMi4yODIzIDEzLjA3MzQgMjYuMTk2MyAxMS44MTUyIDI5LjQ2OTQgOS40NzMwM0MgMzIuNzQyNCA3LjEzMDgxIDM1LjIxMjYgMy44MjA0IDM2LjUzOCAwQyAzMi45NzA1IDQuMjU3NiAyNi4xMTQ4IDcuMTM0MTEgMTguMjY0NiA3LjEzNDExWiIvPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjM5LjczIDIyODUuNDgpIiBkPSJNIDE4LjI3MzMgNS45MzkzMUMgMjYuMTIzNSA1LjkzOTMxIDMyLjk3OTMgOC44MTU4MyAzNi41MzggMTMuMDczNEMgMzUuMjEyNiA5LjI1MzAzIDMyLjc0MjQgNS45NDI2MiAyOS40Njk0IDMuNjAwNEMgMjYuMTk2MyAxLjI1ODE4IDIyLjI4MjMgMCAxOC4yNjkgMEMgMTQuMjU1NyAwIDEwLjM0MTcgMS4yNTgxOCA3LjA2ODYgMy42MDA0QyAzLjc5NTU2IDUuOTQyNjIgMS4zMjUzOSA5LjI1MzAzIDAgMTMuMDczNEMgMy41Njc0NSA4LjgyNDYzIDEwLjQyMzIgNS45MzkzMSAxOC4yNzMzIDUuOTM5MzFaIi8+CiAgICA8L2c+CiAgICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjY5LjMgMjI4MS4zMSkiIGQ9Ik0gNS44OTM1MyAyLjg0NEMgNS45MTg4OSAzLjQzMTY1IDUuNzcwODUgNC4wMTM2NyA1LjQ2ODE1IDQuNTE2NDVDIDUuMTY1NDUgNS4wMTkyMiA0LjcyMTY4IDUuNDIwMTUgNC4xOTI5OSA1LjY2ODUxQyAzLjY2NDMgNS45MTY4OCAzLjA3NDQ0IDYuMDAxNTEgMi40OTgwNSA1LjkxMTcxQyAxLjkyMTY2IDUuODIxOSAxLjM4NDYzIDUuNTYxNyAwLjk1NDg5OCA1LjE2NDAxQyAwLjUyNTE3IDQuNzY2MzMgMC4yMjIwNTYgNC4yNDkwMyAwLjA4MzkwMzcgMy42Nzc1N0MgLTAuMDU0MjQ4MyAzLjEwNjExIC0wLjAyMTIzIDIuNTA2MTcgMC4xNzg3ODEgMS45NTM2NEMgMC4zNzg3OTMgMS40MDExIDAuNzM2ODA5IDAuOTIwODE3IDEuMjA3NTQgMC41NzM1MzhDIDEuNjc4MjYgMC4yMjYyNTkgMi4yNDA1NSAwLjAyNzU5MTkgMi44MjMyNiAwLjAwMjY3MjI5QyAzLjYwMzg5IC0wLjAzMDcxMTUgNC4zNjU3MyAwLjI0OTc4OSA0Ljk0MTQyIDAuNzgyNTUxQyA1LjUxNzExIDEuMzE1MzEgNS44NTk1NiAyLjA1Njc2IDUuODkzNTMgMi44NDRaIi8+CiAgICAgIDxwYXRoIHRyYW5zZm9ybT0idHJhbnNsYXRlKDE2MzkuOCAyMzIzLjgxKSIgZD0iTSA3LjQyNzg5IDMuNTgzMzhDIDcuNDYwMDggNC4zMjQzIDcuMjczNTUgNS4wNTgxOSA2Ljg5MTkzIDUuNjkyMTNDIDYuNTEwMzEgNi4zMjYwNyA1Ljk1MDc1IDYuODMxNTYgNS4yODQxMSA3LjE0NDZDIDQuNjE3NDcgNy40NTc2MyAzLjg3MzcxIDcuNTY0MTQgMy4xNDcwMiA3LjQ1MDYzQyAyLjQyMDMyIDcuMzM3MTIgMS43NDMzNiA3LjAwODcgMS4yMDE4NCA2LjUwNjk1QyAwLjY2MDMyOCA2LjAwNTIgMC4yNzg2MSA1LjM1MjY4IDAuMTA1MDE3IDQuNjMyMDJDIC0wLjA2ODU3NTcgMy45MTEzNSAtMC4wMjYyMzYxIDMuMTU0OTQgMC4yMjY2NzUgMi40NTg1NkMgMC40Nzk1ODcgMS43NjIxNyAwLjkzMTY5NyAxLjE1NzEzIDEuNTI1NzYgMC43MjAwMzNDIDIuMTE5ODMgMC4yODI5MzUgMi44MjkxNCAwLjAzMzQzOTUgMy41NjM4OSAwLjAwMzEzMzQ0QyA0LjU0NjY3IC0wLjAzNzQwMzMgNS41MDUyOSAwLjMxNjcwNiA2LjIyOTYxIDAuOTg3ODM1QyA2Ljk1MzkzIDEuNjU4OTYgNy4zODQ4NCAyLjU5MjM1IDcuNDI3ODkgMy41ODMzOEwgNy40Mjc4OSAzLjU4MzM4WiIvPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjM4LjM2IDIyODYuMDYpIiBkPSJNIDIuMjc0NzEgNC4zOTYyOUMgMS44NDM2MyA0LjQxNTA4IDEuNDE2NzEgNC4zMDQ0NSAxLjA0Nzk5IDQuMDc4NDNDIDAuNjc5MjY4IDMuODUyNCAwLjM4NTMyOCAzLjUyMTE0IDAuMjAzMzcxIDMuMTI2NTZDIDAuMDIxNDEzNiAyLjczMTk4IC0wLjA0MDM3OTggMi4yOTE4MyAwLjAyNTgxMTYgMS44NjE4MUMgMC4wOTIwMDMxIDEuNDMxOCAwLjI4MzIwNCAxLjAzMTI2IDAuNTc1MjEzIDAuNzEwODgzQyAwLjg2NzIyMiAwLjM5MDUxIDEuMjQ2OTEgMC4xNjQ3MDggMS42NjYyMiAwLjA2MjA1OTJDIDIuMDg1NTMgLTAuMDQwNTg5NyAyLjUyNTYxIC0wLjAxNTQ3MTQgMi45MzA3NiAwLjEzNDIzNUMgMy4zMzU5MSAwLjI4Mzk0MSAzLjY4NzkyIDAuNTUxNTA1IDMuOTQyMjIgMC45MDMwNkMgNC4xOTY1MiAxLjI1NDYyIDQuMzQxNjkgMS42NzQzNiA0LjM1OTM1IDIuMTA5MTZDIDQuMzgyOTkgMi42OTEwNyA0LjE3Njc4IDMuMjU4NjkgMy43ODU5NyAzLjY4NzQ2QyAzLjM5NTE2IDQuMTE2MjQgMi44NTE2NiA0LjM3MTE2IDIuMjc0NzEgNC4zOTYyOUwgMi4yNzQ3MSA0LjM5NjI5WiIvPgogICAgPC9nPgogIDwvZz4+Cjwvc3ZnPgo=);
+  --jp-icon-jupyterlab-wordmark: 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+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+  --jp-icon-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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,PHN2ZwogICB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyMiAyMiIgd2lkdGg9IjE2Ij4KICAgIDxwYXRoIHRyYW5zZm9ybT0icm90YXRlKDQ1KSIgY2xhc3M9ImpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iI0ZGMkEyQSIKICAgICAgIGQ9Im0gMjIuMzQ0MzY5LC0zLjAxNjM2NDIgaCA1LjYzODYwNCB2IDEuNTc5MjQzMyBoIC0zLjU0OTIyNyB2IDEuNTA4NjkyOTkgaCAzLjMzNzU3NiBWIDEuNjUwODE1NCBoIC0zLjMzNzU3NiB2IDMuNDM1MjYxMyBoIC0yLjA4OTM3NyB6IG0gLTcuMTM2NDQ0LDEuNTc5MjQzMyB2IDQuOTQzOTU0MyBoIDAuNzQ4OTIgcSAxLjI4MDc2MSwwIDEuOTUzNzAzLC0wLjYzNDk1MzUgMC42NzgzNjksLTAuNjM0OTUzNSAwLjY3ODM2OSwtMS44NDUxNjQxIDAsLTEuMjA0NzgzNTUgLTAuNjcyOTQyLC0xLjgzNDMxMDExIC0wLjY3Mjk0MiwtMC42Mjk1MjY1OSAtMS45NTkxMywtMC42Mjk1MjY1OSB6IG0gLTIuMDg5Mzc3LC0xLjU3OTI0MzMgaCAyLjIwMzM0MyBxIDEuODQ1MTY0LDAgMi43NDYwMzksMC4yNjU5MjA3IDAuOTA2MzAxLDAuMjYwNDkzNyAxLjU1MjEwOCwwLjg5MDAyMDMgMC41Njk4MywwLjU0ODEyMjMgMC44NDY2MDUsMS4yNjQ0ODAwNiAwLjI3Njc3NCwwLjcxNjM1NzgxIDAuMjc2Nzc0LDEuNjIyNjU4OTQgMCwwLjkxNzE1NTEgLTAuMjc2Nzc0LDEuNjM4OTM5OSAtMC4yNzY3NzUsMC43MTYzNTc4IC0wLjg0NjYwNSwxLjI2NDQ4IC0wLjY1MTIzNCwwLjYyOTUyNjYgLTEuNTYyOTYyLDAuODk1NDQ3MyAtMC45MTE3MjgsMC4yNjA0OTM3IC0yLjczNTE4NSwwLjI2MDQ5MzcgaCAtMi4yMDMzNDMgeiBtIC04LjE0NTg1NjUsMCBoIDMuNDY3ODIzIHEgMS41NDY2ODE2LDAgMi4zNzE1Nzg1LDAuNjg5MjIzIDAuODMwMzI0LDAuNjgzNzk2MSAwLjgzMDMyNCwxLjk1MzcwMzE0IDAsMS4yNzUzMzM5NyAtMC44MzAzMjQsMS45NjQ1NTcwNiBRIDkuOTg3MTk2MSwyLjI3NDkxNSA4LjQ0MDUxNDUsMi4yNzQ5MTUgSCA3LjA2MjA2ODQgViA1LjA4NjA3NjcgSCA0Ljk3MjY5MTUgWiBtIDIuMDg5Mzc2OSwxLjUxNDExOTkgdiAyLjI2MzAzOTQzIGggMS4xNTU5NDEgcSAwLjYwNzgxODgsMCAwLjkzODg2MjksLTAuMjkzMDU1NDcgMC4zMzEwNDQxLC0wLjI5ODQ4MjQxIDAuMzMxMDQ0MSwtMC44NDExNzc3MiAwLC0wLjU0MjY5NTMxIC0wLjMzMTA0NDEsLTAuODM1NzUwNzQgLTAuMzMxMDQ0MSwtMC4yOTMwNTU1IC0wLjkzODg2MjksLTAuMjkzMDU1NSB6IgovPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgoKICA8ZyBjbGFzcz0ianAtaWNvbi1hY2NlbnQyIiBmaWxsPSIjRkZGIj4KICAgIDxjaXJjbGUgY2xhc3M9InN0MiIgY3g9IjUuNSIgY3k9IjE0LjUiIHI9IjEuNSIvPgogICAgPHJlY3QgeD0iMTIiIHk9IjQiIGNsYXNzPSJzdDIiIHdpZHRoPSIxIiBoZWlnaHQ9IjgiLz4KICAgIDxyZWN0IHg9IjguNSIgeT0iNy41IiB0cmFuc2Zvcm09Im1hdHJpeCgwLjg2NiAtMC41IDAuNSAwLjg2NiAtMi4zMjU1IDcuMzIxOSkiIGNsYXNzPSJzdDIiIHdpZHRoPSI4IiBoZWlnaHQ9IjEiLz4KICAgIDxyZWN0IHg9IjEyIiB5PSI0IiB0cmFuc2Zvcm09Im1hdHJpeCgwLjUgLTAuODY2IDAuODY2IDAuNSAtMC42Nzc5IDE0LjgyNTIpIiBjbGFzcz0ic3QyIiB3aWR0aD0iMSIgaGVpZ2h0PSI4Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --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-share: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTSAxOCAyIEMgMTYuMzU0OTkgMiAxNSAzLjM1NDk5MDQgMTUgNSBDIDE1IDUuMTkwOTUyOSAxNS4wMjE3OTEgNS4zNzcxMjI0IDE1LjA1NjY0MSA1LjU1ODU5MzggTCA3LjkyMTg3NSA5LjcyMDcwMzEgQyA3LjM5ODUzOTkgOS4yNzc4NTM5IDYuNzMyMDc3MSA5IDYgOSBDIDQuMzU0OTkwNCA5IDMgMTAuMzU0OTkgMyAxMiBDIDMgMTMuNjQ1MDEgNC4zNTQ5OTA0IDE1IDYgMTUgQyA2LjczMjA3NzEgMTUgNy4zOTg1Mzk5IDE0LjcyMjE0NiA3LjkyMTg3NSAxNC4yNzkyOTcgTCAxNS4wNTY2NDEgMTguNDM5NDUzIEMgMTUuMDIxNTU1IDE4LjYyMTUxNCAxNSAxOC44MDgzODYgMTUgMTkgQyAxNSAyMC42NDUwMSAxNi4zNTQ5OSAyMiAxOCAyMiBDIDE5LjY0NTAxIDIyIDIxIDIwLjY0NTAxIDIxIDE5IEMgMjEgMTcuMzU0OTkgMTkuNjQ1MDEgMTYgMTggMTYgQyAxNy4yNjc0OCAxNiAxNi42MDE1OTMgMTYuMjc5MzI4IDE2LjA3ODEyNSAxNi43MjI2NTYgTCA4Ljk0MzM1OTQgMTIuNTU4NTk0IEMgOC45NzgyMDk1IDEyLjM3NzEyMiA5IDEyLjE5MDk1MyA5IDEyIEMgOSAxMS44MDkwNDcgOC45NzgyMDk1IDExLjYyMjg3OCA4Ljk0MzM1OTQgMTEuNDQxNDA2IEwgMTYuMDc4MTI1IDcuMjc5Mjk2OSBDIDE2LjYwMTQ2IDcuNzIyMTQ2MSAxNy4yNjc5MjMgOCAxOCA4IEMgMTkuNjQ1MDEgOCAyMSA2LjY0NTAwOTYgMjEgNSBDIDIxIDMuMzU0OTkwNCAxOS42NDUwMSAyIDE4IDIgeiBNIDE4IDQgQyAxOC41NjQxMjkgNCAxOSA0LjQzNTg3MDYgMTkgNSBDIDE5IDUuNTY0MTI5NCAxOC41NjQxMjkgNiAxOCA2IEMgMTcuNDM1ODcxIDYgMTcgNS41NjQxMjk0IDE3IDUgQyAxNyA0LjQzNTg3MDYgMTcuNDM1ODcxIDQgMTggNCB6IE0gNiAxMSBDIDYuNTY0MTI5NCAxMSA3IDExLjQzNTg3MSA3IDEyIEMgNyAxMi41NjQxMjkgNi41NjQxMjk0IDEzIDYgMTMgQyA1LjQzNTg3MDYgMTMgNSAxMi41NjQxMjkgNSAxMiBDIDUgMTEuNDM1ODcxIDUuNDM1ODcwNiAxMSA2IDExIHogTSAxOCAxOCBDIDE4LjU2NDEyOSAxOCAxOSAxOC40MzU4NzEgMTkgMTkgQyAxOSAxOS41NjQxMjkgMTguNTY0MTI5IDIwIDE4IDIwIEMgMTcuNDM1ODcxIDIwIDE3IDE5LjU2NDEyOSAxNyAxOSBDIDE3IDE4LjQzNTg3MSAxNy40MzU4NzEgMTggMTggMTggeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --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-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+.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-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+.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-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(--jp-terminal-icon-background-color, var(--jp-inverse-layout2));
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout3));
+}
+
+/* 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) .jp-icon-hoverShow-content {
+  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-switch-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-switch-true-position-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 24px 12px 24px;
+  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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.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-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--md-blue-700);
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--md-red-600);
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--md-grey-700);
+}
+
+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;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+.jp-MainAreaWidget {
+  contain: strict;
+}
+
+/**
+ * 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: #282f2f;
+
+  --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: 8;
+  overflow-x: hidden;
+}
+
+/* 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);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #ffffff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/* 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);
+}
+
+.CodeMirror.cm-fat-cursor .cm-overlay.cm-searching {
+  opacity: 0.5;
+}
+
+.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;
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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;
+}
+
+/* Use `div[style]` as more specific selector on 3.4.x to reduce the impact of
+ * Chromium style invalidation strategy on performance when many divs are present.
+ */
+.jp-CodeMirrorEditor .remote-caret:hover > div[style] {
+  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: var(--jp-ui-font-size1);
+  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: var(--jp-ui-font-size0);
+  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: 8px 12px 0px 12px;
+  padding: 0px;
+  box-shadow: none;
+  justify-content: flex-start;
+}
+
+.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-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher'] {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:hover,
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:focus-visible {
+  background-color: var(--jp-brand-color0) !important;
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']
+  .jp-icon3 {
+  fill: var(--jp-layout-color1);
+}
+
+/*-----------------------------------------------------------------------------
+| 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 {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: -2px;
+}
+
+.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;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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-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;
+}
+
+.jp-TrimmedOutputs a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-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::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.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;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: none;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  right: 0;
+  top: 0;
+  bottom: 0;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  border: none;
+  cursor: pointer;
+}
+
+.jp-collapseHeadingButton:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+:is(.jp-MarkdownCell:hover, .jp-mod-active) .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0px;
+  top: 0px;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+
+  --jp-content-link-color: var(--md-blue-300);
+
+  --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: #1f2424;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
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+}
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+    <!-- End of mathjax configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+
+<div id="cell-id=25dd0180" 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="Successive-Over-relaxation-(SOR)">Successive Over-relaxation (SOR)<a class="anchor-link" href="#Successive-Over-relaxation-(SOR)">&#182;</a></h1><p>In this section, we want to examine another parallel algorithm called Successive Over-relaxation (SOR).</p>
+<p>The SOR algorithm is an iterative method used to solve Laplace equations. The underlying data structure of the SOR algorithm is a two-dimensional grid, whose elements are updated iteratively through some weighted function that considers the old value as well as the values of neighbouring cells.</p>
+<p><img src="images/SOR_grid_painted.png" alt="Grid" /></p>
+<p>This algorithm is applied, for instance, in physics to simulate the climate or temperature of some object.</p>
+<table>
+<thead>
+<tr>
+  <th style="text-align:center">Climate Simulation</th>
+  <th style="text-align:center">Temperature of a metal plate</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+  <td style="text-align:center"><img src="images/SOR_climate_simulation.png" alt="" /></td>
+  <td style="text-align:center"><img src="images/SOR_temperature_metal_plate.png" alt="" /></td>
+</tr>
+</tbody>
+</table>
+<h2 id="Sequential-algorithm">Sequential algorithm<a class="anchor-link" href="#Sequential-algorithm">&#182;</a></h2><p>The sequential SOR algorithm is as follows (where <code>f</code> is some update function and <code>N</code>,<code>M</code> are the grid sizes):</p>
+<div class="highlight"><pre><span></span><span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">)</span>
+<span class="n">grid_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">)</span>
+<span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">NSTEPS</span>
+<span class="w">   </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="w"> </span><span class="c">#update grid</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">M</span>
+<span class="w">           </span><span class="n">grid_new</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f</span><span class="p">(</span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+<h2 id="Diffusion-equation-on-grid">Diffusion equation on grid<a class="anchor-link" href="#Diffusion-equation-on-grid">&#182;</a></h2><p>Consider the diffusion of a chemical substance on a two-dimensional grid. The concentration of the chemical is given as $c(x,y)$, a function of the coordinates $x$ and $y$. We will consider a square grid with $0 \leq x,y \leq 1$ and the boundary conditions $c(x,y=1) = 1$ and $c(x,y=0) = 0$. That is, the concentration at the top of the grid is always 1 and the concentration at the very bottom is always 0. Furthermore, in the x-direction we will assume periodic boundary conditions, i.e. $c(x=0, y) = c(x=1,y)$.</p>
+<p><img src="images/SOR_time_dep_diffusion.png" alt="diffusion" /></p>
+<p>We will take the initial condition $c(x,y) = 0$ for $0 \leq x \leq 1, 0 \leq y &lt; 1$.</p>
+<p>The stable state of the diffusion, that is, when the concentraion does not change anymore, can be described by the Laplace equation</p>
+$$
+\nabla^2 c = 0.
+$$<p>Numerically, we can approximate the solution with the Jacobi iteration</p>
+$$
+\frac{1}{4}(c^k_{i,j+1} + c^k_{i,j-1} + c^k_{i+1,j} + c^k_{i-1,j}) = c^{k+1}_{i,j}.
+$$<p>The superscript $k$ denotes the $k$-th iteration. The algorithm stepwise updates the cells of the grid, until a steady state is reached. To determine the end of the algorithm, we use the stopping condition</p>
+$$
+\max_{i,j} \lvert c^{k+1}_{i,j} - c^{k}_{i,j} \rvert &lt; \epsilon.
+$$<p>That is, we stop when all changes to cell values are smaller than some small number, say $\epsilon = 10^{-5}$.</p>
+<p>Furthermore, for this set of initial and boundary conditions, there exists an analytical solution for the stable state, namely 
+$$
+c(x,y) = y.
+$$
+That is, the concentration profile is the identity function of the y-coordinate.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=84167bc6" 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="Serial-Program">Serial Program<a class="anchor-link" href="#Serial-Program">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div><div id="cell-id=b082bce8" 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;[1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># Update grid until threshold reached</span>
+<span class="k">function</span><span class="w"> </span><span class="n">update_grid!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">M</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">M</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">M</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># Remove ghost cells</span>
+<span class="w">   </span><span class="n">g_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">1</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">3</span><span class="o">:</span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_up</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="n">N</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_down</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># Jacobi iteration</span>
+<span class="w">   </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.25</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="n">g_up</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_down</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_left</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_right</span><span class="p">)</span>
+<span class="w">   </span><span class="c"># Update ghost cells</span>
+<span class="w">   </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">   </span><span class="n">new_grid</span><span class="p">[</span><span class="n">M</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">new_grid</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">SOR!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">ϵ</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="n">grid_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">    </span><span class="k">while</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">grid_old</span>
+<span class="w">            </span><span class="n">update_grid!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span><span class="w"> </span>
+<span class="w">            </span><span class="n">update_grid!</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Flip boolean value</span>
+<span class="w">        </span><span class="n">grid_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">!</span><span class="n">grid_old</span>
+<span class="w">        </span><span class="n">diffs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="o">:</span><span class="p">])</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">ϵ</span>
+<span class="w">            </span><span class="k">break</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[1]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>SOR! (generic function with 1 method)</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=e280865a" 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;[2]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span><span class="p">,</span><span class="w"> </span><span class="n">Plots</span>
+<span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">100</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">N</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ϵ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">^-</span><span class="mi">5</span>
+
+<span class="c"># initialize grid</span>
+<span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+
+<span class="n">update_grid!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+
+<span class="c"># Test if first iteration successful</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">.≈</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mf">0.25</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">))</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">.≈</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">M</span><span class="p">))</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">M</span><span class="p">))</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">M</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[2]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre><span class="ansi-green-intense-fg ansi-bold">Test Passed</span></pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=f2f49b93" 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;[3]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">100</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">N</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ϵ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">^-</span><span class="mi">5</span>
+
+<span class="c"># initialize grid</span>
+<span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+
+<span class="n">SOR!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">ϵ</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="n">plt</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">heatmap</span><span class="p">(</span><span class="n">transpose</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]))</span>
+<span class="n">display</span><span class="p">(</span><span class="n">plt</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-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output " data-mime-type="text/html">
+<?xml version="1.0" encoding="utf-8"?>
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="600" height="400" viewBox="0 0 2400 1600">
+<defs>
+  <clipPath id="clip060">
+    <rect x="0" y="0" width="2400" height="1600"/>
+  </clipPath>
+</defs>
+<path clip-path="url(#clip060)" d="M0 1600 L2400 1600 L2400 0 L0 0  Z" fill="#ffffff" fill-rule="evenodd" fill-opacity="1"/>
+<defs>
+  <clipPath id="clip061">
+    <rect x="480" y="0" width="1681" height="1600"/>
+  </clipPath>
+</defs>
+<path clip-path="url(#clip060)" d="M169.121 1486.45 L2112.76 1486.45 L2112.76 47.2441 L169.121 47.2441  Z" fill="#ffffff" fill-rule="evenodd" fill-opacity="1"/>
+<defs>
+  <clipPath id="clip062">
+    <rect x="169" y="47" width="1945" height="1440"/>
+  </clipPath>
+</defs>
+<polyline clip-path="url(#clip062)" style="stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none" points="548.13,1486.45 548.13,47.2441 "/>
+<polyline clip-path="url(#clip062)" style="stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none" points="936.857,1486.45 936.857,47.2441 "/>
+<polyline clip-path="url(#clip062)" style="stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none" points="1325.58,1486.45 1325.58,47.2441 "/>
+<polyline clip-path="url(#clip062)" style="stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none" points="1714.31,1486.45 1714.31,47.2441 "/>
+<polyline clip-path="url(#clip062)" style="stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none" points="2103.04,1486.45 2103.04,47.2441 "/>
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+</svg>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=4aefd11d" class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[4]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># analytical solution</span>
+<span class="k">function</span><span class="w"> </span><span class="n">analytical_solution</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Returns the analytical solution as a square grid of size N</span>
+<span class="w">   </span><span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">   </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span>
+<span class="w">        </span><span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">grid</span>
+<span class="k">end</span>
+
+<span class="c"># Test if solution is identical with analytical solution</span>
+<span class="n">sol</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">analytical_solution</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">sol</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]))</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">0.01</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">N</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[4]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre><span class="ansi-green-intense-fg ansi-bold">Test Passed</span></pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div id="cell-id=f9f090f1" 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="Parallel-Program-with-MPI">Parallel Program with MPI<a class="anchor-link" href="#Parallel-Program-with-MPI">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div><div id="cell-id=49c4e9b4" class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[5]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="c">#] add MPIClusterManagers DelimitedFiles</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=6ec8e2eb" 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;[6]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># to import MPIManager</span>
+<span class="k">using</span><span class="w"> </span><span class="n">MPIClusterManagers</span>
+
+<span class="c"># need to also import Distributed to use addprocs()</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+
+<span class="c"># specify, number of mpi workers, launch cmd, etc.</span>
+<span class="n">manager</span><span class="o">=</span><span class="n">MPIWorkerManager</span><span class="p">(</span><span class="mi">9</span><span class="p">)</span>
+
+<span class="c"># start mpi workers and add them as julia workers too.</span>
+<span class="n">addprocs</span><span class="p">(</span><span class="n">manager</span><span class="p">)</span>
+
+<span class="nd">@mpi_do</span><span class="w"> </span><span class="n">manager</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span>
+<span class="k">function</span><span class="w"> </span><span class="n">calculate_partition</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">nrows</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Calculates the row and column indices of this processor</span>
+<span class="w">    </span><span class="c"># Get row and column number for processor p </span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floor</span><span class="p">(</span><span class="n">div</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">ncols</span><span class="p">))</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">p</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="n">ncols</span>
+<span class="w">    </span><span class="c"># Rows</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nrows</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">prows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">nrows</span><span class="p">)</span>
+<span class="w">        </span><span class="n">row_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">prows</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">prows</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="c"># nlower processors get the smaller partition</span>
+<span class="w">        </span><span class="n">nlower</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nrows</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="p">(</span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nrows</span><span class="p">))</span><span class="w"> </span>
+<span class="w">        </span><span class="n">n_floor</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floor</span><span class="p">(</span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nrows</span><span class="p">))</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">nlower</span>
+<span class="w">            </span><span class="n">row_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">n_floor</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">row_range</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">((</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">nlower</span><span class="p">))</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="n">nlower</span><span class="p">))</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="c"># Columns</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">prows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">        </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">prows</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">*</span><span class="n">prows</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">nlower</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ncols</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="p">(</span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">ncols</span><span class="p">))</span><span class="w"> </span>
+<span class="w">        </span><span class="n">n_floor</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floor</span><span class="p">(</span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">ncols</span><span class="p">))</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">nlower</span>
+<span class="w">            </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">*</span><span class="n">n_floor</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">((</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">nlower</span><span class="p">))</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">*</span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">-</span><span class="n">nlower</span><span class="p">))</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="c"># Add 1 to each column index because of ghost cells</span>
+<span class="w">    </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">col_range</span><span class="w"> </span><span class="o">.+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">row_range</span><span class="p">,</span><span class="w"> </span><span class="n">col_range</span>
+<span class="k">end</span>
+
+<span class="w">    </span>
+<span class="k">function</span><span class="w"> </span><span class="n">update_grid</span><span class="p">(</span><span class="n">grid</span><span class="p">)</span>
+<span class="w">   </span><span class="c"># Returns the updated grid as M-2 x N-2 matrix where M and N are sizes of grid</span>
+<span class="w">   </span><span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
+<span class="w">   </span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span><span class="w"> </span>
+<span class="w">   </span><span class="c"># Remove ghost cells</span>
+<span class="w">   </span><span class="n">g_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="n">N</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_up</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">1</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_down</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">3</span><span class="o">:</span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># Jacobi iteration</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="mf">0.25</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="n">g_up</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_down</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_left</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_right</span><span class="p">)</span>
+<span class="k">end</span>
+
+<span class="w">  </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">  </span><span class="n">comm</span><span class="o">=</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">  </span><span class="n">id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span>
+
+<span class="w">  </span><span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">50</span>
+<span class="w">  </span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">M</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">  </span><span class="n">ϵ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">^-</span><span class="mi">5</span><span class="w">  </span><span class="c"># Stopping threshold</span>
+<span class="w">  </span><span class="n">nrows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="w">  </span><span class="c"># Number of grid rows</span>
+<span class="w">  </span><span class="n">ncols</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="w">  </span><span class="c"># Number of grid columns</span>
+<span class="w">  </span><span class="n">n_procs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nrows</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="nd">@assert</span><span class="w"> </span><span class="n">n_procs</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">  </span><span class="n">max_diffs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="n">n_procs</span><span class="p">)</span><span class="w"> </span><span class="c"># Differences between iterations</span>
+<span class="w">  </span><span class="n">max_diff_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">UBuffer</span><span class="p">(</span><span class="n">max_diffs</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="c"># Buffer to store maximum differences</span>
+<span class="w">  </span>
+
+<span class="w">  </span><span class="c"># initialize grid</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="n">grid_a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">      </span><span class="n">grid_a</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="n">grid_b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">      </span><span class="n">grid_b</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">else</span>
+<span class="w">      </span><span class="n">grid_a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">nothing</span>
+<span class="w">      </span><span class="n">grid_b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">nothing</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w"> </span>
+<span class="w">  </span><span class="c"># Broadcast matrix to other processors</span>
+<span class="w">  </span><span class="n">grid_a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">bcast</span><span class="p">(</span><span class="n">grid_a</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+<span class="w">  </span><span class="n">grid_b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">bcast</span><span class="p">(</span><span class="n">grid_b</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+
+<span class="w">  </span><span class="c"># Determine if processor is in top or bottom row of grid</span>
+<span class="w">  </span><span class="n">top_pos</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="n">bottom_pos</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="p">((</span><span class="n">nrows</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">  </span><span class="k">local</span><span class="w"> </span><span class="n">grid_a_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">false</span><span class="w"> </span><span class="c"># Grid a is the source grid for the first update</span>
+
+<span class="w">  </span><span class="c"># Get local partition</span>
+<span class="w">  </span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">calculate_partition</span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">nrows</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">  </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Proc </span><span class="si">$</span><span class="p">(</span><span class="n">id</span><span class="p">)</span><span class="s"> gets rows </span><span class="si">$</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">)</span><span class="s"> and columns </span><span class="si">$</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">)</span><span class="s">&quot;</span><span class="p">)</span>
+
+<span class="w">  </span><span class="c"># Determine neighbors</span>
+<span class="w">  </span><span class="n">n_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="n">n_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="n">n_down</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="n">n_up</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="c"># Left neighbor is last in row</span>
+<span class="w">    </span><span class="n">n_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">ncols</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">end</span><span class="w"> </span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="c"># Right neighbor is first in row</span>
+<span class="w">    </span><span class="n">n_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">ncols</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">end</span>
+
+<span class="w">  </span><span class="c">#println(&quot;Proc $(id) has neighbors left $(n_left) and right $(n_right) and up $(n_up) and down $(n_down)&quot;)</span>
+
+<span class="w">  </span><span class="k">local</span><span class="w"> </span><span class="n">finished</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">false</span>
+
+<span class="w">  </span><span class="c">#Perform SOR</span>
+<span class="w">  </span><span class="k">while</span><span class="w"> </span><span class="o">!</span><span class="n">finished</span>
+<span class="w">      </span><span class="c"># Flip old and new grid</span>
+<span class="w">      </span><span class="n">grid_a_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">!</span><span class="n">grid_a_old</span><span class="w"> </span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># Determine which grid is updated</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="n">grid_a_old</span><span class="w"> </span>
+<span class="w">        </span><span class="n">old_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_a</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_b</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="w">        </span><span class="n">old_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_b</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_a</span>
+<span class="w">      </span><span class="k">end</span><span class="w">      </span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># send left and right columns</span>
+<span class="w">      </span><span class="n">left_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">first</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">)</span>
+<span class="w">      </span><span class="n">right_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">last</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">)</span>
+<span class="w">      </span><span class="n">left_col</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="p">]</span>
+<span class="w">      </span><span class="n">right_col</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">right_ind</span><span class="p">]</span>
+<span class="w">      </span><span class="n">slreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">left_col</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="n">n_left</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="n">srreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">right_col</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="n">n_right</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># Send bottom row if not bottom</span>
+<span class="w">      </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">last</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">)</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">        </span><span class="n">bottom_col</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">bottom_ind</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span>
+<span class="w">        </span><span class="n">sbreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">bottom_col</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="n">n_down</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Send top row if not at the top </span>
+<span class="w">      </span><span class="n">top_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">first</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">)</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">        </span><span class="n">top_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span>
+<span class="w">        </span><span class="n">streq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">top_row</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">n_up</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Receive left and right column</span>
+<span class="w">      </span><span class="n">left_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">))</span>
+<span class="w">      </span><span class="n">right_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">))</span>
+<span class="w">      </span><span class="n">rlreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">left_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_left</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="n">rrreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">right_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_right</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="w">       </span><span class="c"># Receive top row if not at the top</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">        </span><span class="n">top_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">))</span>
+<span class="w">        </span><span class="n">rtreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">top_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_up</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Receive bottom row if not at the bottom </span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">        </span><span class="n">bottom_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">))</span>
+<span class="w">        </span><span class="n">rbreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">bottom_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_down</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Wait for results</span>
+<span class="w">      </span><span class="n">statlr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Waitall</span><span class="p">([</span><span class="n">rlreq</span><span class="p">,</span><span class="w"> </span><span class="n">rrreq</span><span class="p">],</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">)</span>
+<span class="w">      </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">left_buf</span>
+<span class="w">      </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">right_buf</span>
+<span class="w">      </span><span class="c">#println(&quot;Proc $(id) received left $(old_grid[ind_rows, left_ind - 1]) and right $(old_grid[ind_rows, right_ind + 1])&quot;)</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">        </span><span class="n">statt</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">rtreq</span><span class="p">)</span>
+<span class="w">        </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_buf</span>
+<span class="w">        </span><span class="c">#println(&quot;Proc $(id) received top $(old_grid[top_ind - 1, ind_cols])&quot;)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">        </span><span class="n">statb</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">rbreq</span><span class="p">)</span>
+<span class="w">        </span><span class="n">old_grid</span><span class="p">[</span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_buf</span>
+<span class="w">        </span><span class="c">#println(&quot;Proc $(id) received bottom $(old_grid[bottom_ind + 1, ind_cols])&quot;)</span>
+<span class="w">      </span><span class="k">end</span><span class="w"> </span>
+
+<span class="w">      </span><span class="c"># Get local subgrid</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">          </span><span class="n">local_with_ghosts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
+<span class="w">          </span><span class="n">lb_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_ind</span>
+<span class="w">          </span><span class="n">ub_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_ind</span>
+<span class="w">      </span><span class="k">elseif</span><span class="w"> </span><span class="n">top_pos</span><span class="w"> </span>
+<span class="w">          </span><span class="n">local_with_ghosts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
+<span class="w">          </span><span class="n">lb_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">          </span><span class="n">ub_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_ind</span>
+<span class="w">      </span><span class="k">elseif</span><span class="w"> </span><span class="n">bottom_pos</span>
+<span class="w">          </span><span class="n">local_with_ghosts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">bottom_ind</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
+<span class="w">          </span><span class="n">lb_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_ind</span>
+<span class="w">          </span><span class="n">ub_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Perform one step of Jacobi iteration</span>
+<span class="w">      </span><span class="n">new_grid</span><span class="p">[</span><span class="n">lb_row</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">ub_row</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">update_grid</span><span class="p">(</span><span class="n">local_with_ghosts</span><span class="p">)</span>
+
+<span class="w">      </span><span class="c"># Calculate max difference</span>
+<span class="w">      </span><span class="n">diffs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="n">lb_row</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">ub_row</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">lb_row</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">ub_row</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="p">])</span>
+<span class="w">      </span><span class="n">maxdiff</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># Gather maxdiffs in processor 1 </span>
+<span class="w">      </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">(</span><span class="n">maxdiff</span><span class="p">,</span><span class="w"> </span><span class="n">max_diff_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+
+<span class="w">      </span><span class="c"># First processor determines if threshold is exeeded</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">max_diffs</span><span class="w"> </span><span class="o">.&lt;</span><span class="w"> </span><span class="n">ϵ</span><span class="p">)</span>
+<span class="w">            </span><span class="n">finished</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">            </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;THRESHOLD SUBCEEDED - TERMINATE SOR&quot;</span><span class="p">)</span><span class="w">     </span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">      </span><span class="k">end</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="n">finished</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">bcast</span><span class="p">(</span><span class="n">finished</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="n">finished</span>
+<span class="w">        </span><span class="c"># Set ghost cells to zero again so MPI.Reduce gives correct output</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">            </span><span class="n">new_grid</span><span class="p">[</span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">            </span><span class="n">new_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">      </span><span class="k">end</span>
+<span class="w">  </span><span class="k">end</span>
+
+<span class="w">  </span><span class="k">using</span><span class="w"> </span><span class="n">DelimitedFiles</span>
+
+<span class="w">  </span><span class="c"># Reduce matrix &amp; store result</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">grid_a_old</span>
+<span class="w">      </span><span class="n">sor_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_a</span>
+<span class="w">  </span><span class="k">else</span><span class="w"> </span>
+<span class="w">      </span><span class="n">sor_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_b</span>
+<span class="w">  </span><span class="k">end</span>
+
+<span class="w">  </span><span class="n">MPI</span><span class="o">.</span><span class="n">Reduce!</span><span class="p">(</span><span class="n">sor_result</span><span class="p">,</span><span class="w"> </span><span class="o">+</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">sor_result</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">writedlm</span><span class="p">(</span><span class="s">&quot;SOR_result.txt&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">sor_result</span><span class="p">)</span>
+<span class="w">  </span><span class="k">end</span><span class="w"> </span>
+
+<span class="w">  </span><span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span><span class="p">()</span>
+<span class="k">end</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>      From worker 5:	Proc 4 gets rows 17:33 and columns 2:17
+      From worker 8:	Proc 7 gets rows 34:50 and columns 2:17
+      From worker 3:	Proc 2 gets rows 1:16 and columns 18:34
+      From worker 6:	Proc 5 gets rows 17:33 and columns 18:34
+      From worker 9:	Proc 8 gets rows 34:50 and columns 18:34
+      From worker 4:	Proc 3 gets rows 1:16 and columns 35:51
+      From worker 10:	Proc 9 gets rows 34:50 and columns 35:51
+      From worker 7:	Proc 6 gets rows 17:33 and columns 35:51
+      From worker 2:	Proc 1 gets rows 1:16 and columns 2:17
+      From worker 2:	THRESHOLD SUBCEEDED - TERMINATE SOR
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=9465e78a" 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;[7]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">rmprocs</span><span class="p">(</span><span class="n">manager</span><span class="p">);</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=d0bbbb61" class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[8]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Plots</span><span class="p">,</span><span class="w"> </span><span class="n">DelimitedFiles</span>
+<span class="n">final_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readdlm</span><span class="p">(</span><span class="s">&quot;SOR_result.txt&quot;</span><span class="p">)</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">final_grid</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
+<span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">final_grid</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+<span class="n">plt</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">heatmap</span><span class="p">(</span><span class="n">final_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="n">display</span><span class="p">(</span><span class="n">plt</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+
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+</svg>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=22b071c2" 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;[9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># Test if solution is identical with analytical solution</span>
+<span class="n">sol</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">analytical_solution</span><span class="p">(</span><span class="n">M</span><span class="p">)</span>
+<span class="c"># Bring solution into correct form </span>
+<span class="n">sol</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">reverse</span><span class="p">(</span><span class="n">transpose</span><span class="p">(</span><span class="n">sol</span><span class="p">),</span><span class="w"> </span><span class="n">dims</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">sol</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">final_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">0.01</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">M</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[9]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre><span class="ansi-green-intense-fg ansi-bold">Test Passed</span></pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=3130c9fb" 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-julia"><pre><span></span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
diff --git a/dev/notebook-output/jacobi_2D.html b/dev/notebook-output/jacobi_2D.html
new file mode 100644
index 0000000..a0e3631
--- /dev/null
+++ b/dev/notebook-output/jacobi_2D.html
@@ -0,0 +1,8860 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>jacobi_2D</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+	<script src='../assets/iframeResizer.contentWindow.min.js'></script>
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+<style type="text/css">
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+| Copyright (c) Jupyter Development Team.
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+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+  z-index: 0;
+}
+
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.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;
+}
+
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+.lm-Menu-item {
+  display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPGcgY2xpcC1wYXRoPSJ1cmwoI2NsaXAwXzEzN18xOTQ5OCkiPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGQ9Ik05LjI1IDEwLjA2OTNMNy4zNzUgMTAuMDY5M0w3LjM3NSA4LjE5NDM0QzcuMzc1IDcuOTg4MDkgNy4yMDYyNSA3LjgxOTM0IDcgNy44MTkzNEM2Ljc5Mzc1IDcuODE5MzQgNi42MjUgNy45ODgwOSA2LjYyNSA4LjE5NDM0TDYuNjI1IDEwLjA2OTNMNC43NSAxMC4wNjkzQzQuNTQzNzUgMTAuMDY5MyA0LjM3NSAxMC4yMzgxIDQuMzc1IDEwLjQ0NDNDNC4zNzUgMTAuNjUwNiA0LjU0Mzc1IDEwLjgxOTMgNC43NSAxMC44MTkzTDYuNjI1IDEwLjgxOTNMNi42MjUgMTIuNjk0M0M2LjYyNSAxMi45MDA2IDYuNzkzNzUgMTMuMDY5MyA3IDEzLjA2OTNDNy4yMDYyNSAxMy4wNjkzIDcuMzc1IDEyLjkwMDYgNy4zNzUgMTIuNjk0M0w3LjM3NSAxMC44MTkzTDkuMjUgMTAuODE5M0M5LjQ1NjI1IDEwLjgxOTMgOS42MjUgMTAuNjUwNiA5LjYyNSAxMC40NDQzQzkuNjI1IDEwLjIzODEgOS40NTYyNSAxMC4wNjkzIDkuMjUgMTAuMDY5M1oiIGZpbGw9IiM2MTYxNjEiIHN0cm9rZT0iIzYxNjE2MSIgc3Ryb2tlLXdpZHRoPSIwLjciLz4KPC9nPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGZpbGwtcnVsZT0iZXZlbm9kZCIgY2xpcC1ydWxlPSJldmVub2RkIiBkPSJNMi41IDUuNUwyLjUgMy41TDExLjUgMy41TDExLjUgNS41TDIuNSA1LjVaTTIgN0MxLjQ0NzcyIDcgMSA2LjU1MjI4IDEgNkwxIDNDMSAyLjQ0NzcyIDEuNDQ3NzIgMiAyIDJMMTIgMkMxMi41NTIzIDIgMTMgMi40NDc3MiAxMyAzTDEzIDZDMTMgNi41NTIyOSAxMi41NTIzIDcgMTIgN0wyIDdaIiBmaWxsPSIjNjE2MTYxIi8+CjxkZWZzPgo8Y2xpcFBhdGggaWQ9ImNsaXAwXzEzN18xOTQ5OCI+CjxyZWN0IGNsYXNzPSJqcC1pY29uMyIgd2lkdGg9IjYiIGhlaWdodD0iNiIgZmlsbD0id2hpdGUiIHRyYW5zZm9ybT0ibWF0cml4KDEgMS43NDg0NmUtMDcgMS43NDg0NmUtMDcgLTEgNCAxMy40NDQzKSIvPgo8L2NsaXBQYXRoPgo8L2RlZnM+Cjwvc3ZnPgo=);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --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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);
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+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-collapse-all: url(data:image/svg+xml;base64,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);
+  --jp-icon-console: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwMCAyMDAiPgogIDxnIGNsYXNzPSJqcC1jb25zb2xlLWljb24tYmFja2dyb3VuZC1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiMwMjg4RDEiPgogICAgPHBhdGggZD0iTTIwIDE5LjhoMTYwdjE1OS45SDIweiIvPgogIDwvZz4KICA8ZyBjbGFzcz0ianAtY29uc29sZS1pY29uLWNvbG9yIGpwLWljb24tc2VsZWN0YWJsZS1pbnZlcnNlIiBmaWxsPSIjZmZmIj4KICAgIDxwYXRoIGQ9Ik0xMDUgMTI3LjNoNDB2MTIuOGgtNDB6TTUxLjEgNzdMNzQgOTkuOWwtMjMuMyAyMy4zIDEwLjUgMTAuNSAyMy4zLTIzLjNMOTUgOTkuOSA4NC41IDg5LjQgNjEuNiA2Ni41eiIvPgogIDwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-copyright: url(data:image/svg+xml;base64,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);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --jp-icon-extension: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwLjUgMTFIMTlWN2MwLTEuMS0uOS0yLTItMmgtNFYzLjVDMTMgMi4xMiAxMS44OCAxIDEwLjUgMVM4IDIuMTIgOCAzLjVWNUg0Yy0xLjEgMC0xLjk5LjktMS45OSAydjMuOEgzLjVjMS40OSAwIDIuNyAxLjIxIDIuNyAyLjdzLTEuMjEgMi43LTIuNyAyLjdIMlYyMGMwIDEuMS45IDIgMiAyaDMuOHYtMS41YzAtMS40OSAxLjIxLTIuNyAyLjctMi43IDEuNDkgMCAyLjcgMS4yMSAyLjcgMi43VjIySDE3YzEuMSAwIDItLjkgMi0ydi00aDEuNWMxLjM4IDAgMi41LTEuMTIgMi41LTIuNVMyMS44OCAxMSAyMC41IDExeiIvPgogIDwvZz4KPC9zdmc+Cg==);
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+  --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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);
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+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0IiA+CiAgICA8cmVjdCBjbGFzcz0ianAtdGVybWluYWwtaWNvbi1iYWNrZ3JvdW5kLWNvbG9yIGpwLWljb24tc2VsZWN0YWJsZSIgd2lkdGg9IjIwIiBoZWlnaHQ9IjIwIiB0cmFuc2Zvcm09InRyYW5zbGF0ZSgyIDIpIiBmaWxsPSIjMzMzMzMzIi8+CiAgICA8cGF0aCBjbGFzcz0ianAtdGVybWluYWwtaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUtaW52ZXJzZSIgZD0iTTUuMDU2NjQgOC43NjE3MkM1LjA1NjY0IDguNTk3NjYgNS4wMzEyNSA4LjQ1MzEyIDQuOTgwNDcgOC4zMjgxMkM0LjkzMzU5IDguMTk5MjIgNC44NTU0NyA4LjA4MjAzIDQuNzQ2MDkgNy45NzY1NkM0LjY0MDYyIDcuODcxMDkgNC41IDcuNzc1MzkgNC4zMjQyMiA3LjY4OTQ1QzQuMTUyMzQgNy41OTk2MSAzLjk0MzM2IDcuNTExNzIgMy42OTcyNyA3LjQyNTc4QzMuMzAyNzMgNy4yODUxNiAyLjk0MzM2IDcuMTM2NzIgMi42MTkxNCA2Ljk4MDQ3QzIuMjk0OTIgNi44MjQyMiAyLjAxNzU4IDYuNjQyNTggMS43ODcxMSA2LjQzNTU1QzEuNTYwNTUgNi4yMjg1MiAxLjM4NDc3IDUuOTg4MjggMS4yNTk3NyA1LjcxNDg0QzEuMTM0NzcgNS40Mzc1IDEuMDcyMjcgNS4xMDkzOCAxLjA3MjI3IDQuNzMwNDdDMS4wNzIyNyA0LjM5ODQ0IDEuMTI4OTEgNC4wOTU3IDEuMjQyMTkgMy44MjIyN0MxLjM1NTQ3IDMuNTQ0OTIgMS41MTU2MiAzLjMwNDY5IDEuNzIyNjYgMy4xMDE1NkMxLjkyOTY5IDIuODk4NDQgMi4xNzk2OSAyLjczNDM3IDIuNDcyNjYgMi42MDkzOEMyLjc2NTYyIDIuNDg0MzggMy4wOTE4IDIuNDA0MyAzLjQ1MTE3IDIuMzY5MTRWMS4xMDkzOEg0LjM4ODY3VjIuMzgwODZDNC43NDAyMyAyLjQyNzczIDUuMDU2NjQgMi41MjM0NCA1LjMzNzg5IDIuNjY3OTdDNS42MTkxNCAyLjgxMjUgNS44NTc0MiAzLjAwMTk1IDYuMDUyNzMgMy4yMzYzM0M2LjI1MTk1IDMuNDY2OCA2LjQwNDMgMy43NDAyMyA2LjUwOTc3IDQuMDU2NjRDNi42MTkxNCA0LjM2OTE0IDYuNjczODMgNC43MjA3IDYuNjczODMgNS4xMTEzM0g1LjA0NDkyQzUuMDQ0OTIgNC42Mzg2NyA0LjkzNzUgNC4yODEyNSA0LjcyMjY2IDQuMDM5MDZDNC41MDc4MSAzLjc5Mjk3IDQuMjE2OCAzLjY2OTkyIDMuODQ5NjEgMy42Njk5MkMzLjY1MDM5IDMuNjY5OTIgMy40NzY1NiAzLjY5NzI3IDMuMzI4MTIgMy43NTE5NUMzLjE4MzU5IDMuODAyNzMgMy4wNjQ0NSAzLjg3Njk1IDIuOTcwNyAzLjk3NDYxQzIuODc2OTUgNC4wNjgzNiAyLjgwNjY0IDQuMTc5NjkgMi43NTk3NyA0LjMwODU5QzIuNzE2OCA0LjQzNzUgMi42OTUzMSA0LjU3ODEyIDIuNjk1MzEgNC43MzA0N0MyLjY5NTMxIDQuODgyODEgMi43MTY4IDUuMDE5NTMgMi43NTk3NyA1LjE0MDYyQzIuODA2NjQgNS4yNTc4MSAyLjg4MjgxIDUuMzY3MTkgMi45ODgyOCA1LjQ2ODc1QzMuMDk3NjYgNS41NzAzMSAzLjI0MDIzIDUuNjY3OTcgMy40MTYwMiA1Ljc2MTcyQzMuNTkxOCA1Ljg1MTU2IDMuODEwNTUgNS45NDMzNiA0LjA3MjI3IDYuMDM3MTFDNC40NjY4IDYuMTg1NTUgNC44MjQyMiA2LjMzOTg0IDUuMTQ0NTMgNi41QzUuNDY0ODQgNi42NTYyNSA1LjczODI4IDYuODM5ODQgNS45NjQ4NCA3LjA1MDc4QzYuMTk1MzEgNy4yNTc4MSA2LjM3MTA5IDcuNSA2LjQ5MjE5IDcuNzc3MzRDNi42MTcxOSA4LjA1MDc4IDYuNjc5NjkgOC4zNzUgNi42Nzk2OSA4Ljc1QzYuNjc5NjkgOS4wOTM3NSA2LjYyMzA1IDkuNDA0MyA2LjUwOTc3IDkuNjgxNjRDNi4zOTY0OCA5Ljk1NTA4IDYuMjM0MzggMTAuMTkxNCA2LjAyMzQ0IDEwLjM5MDZDNS44MTI1IDEwLjU4OTggNS41NTg1OSAxMC43NSA1LjI2MTcyIDEwLjg3MTFDNC45NjQ4NCAxMC45ODgzIDQuNjMyODEgMTEuMDY0NSA0LjI2NTYyIDExLjA5OTZWMTIuMjQ4SDMuMzMzOThWMTEuMDk5NkMzLjAwMTk1IDExLjA2ODQgMi42Nzk2OSAxMC45OTYxIDIuMzY3MTkgMTAuODgyOEMyLjA1NDY5IDEwLjc2NTYgMS43NzczNCAxMC41OTc3IDEuNTM1MTYgMTAuMzc4OUMxLjI5Njg4IDEwLjE2MDIgMS4xMDU0NyA5Ljg4NDc3IDAuOTYwOTM4IDkuNTUyNzNDMC44MTY0MDYgOS4yMTY4IDAuNzQ0MTQxIDguODE0NDUgMC43NDQxNDEgOC4zNDU3SDIuMzc4OTFDMi4zNzg5MSA4LjYyNjk1IDIuNDE5OTIgOC44NjMyOCAyLjUwMTk1IDkuMDU0NjlDMi41ODM5OCA5LjI0MjE5IDIuNjg5NDUgOS4zOTI1OCAyLjgxODM2IDkuNTA1ODZDMi45NTExNyA5LjYxNTIzIDMuMTAxNTYgOS42OTMzNiAzLjI2OTUzIDkuNzQwMjNDMy40Mzc1IDkuNzg3MTEgMy42MDkzOCA5LjgxMDU1IDMuNzg1MTYgOS44MTA1NUM0LjIwMzEyIDkuODEwNTUgNC41MTk1MyA5LjcxMjg5IDQuNzM0MzggOS41MTc1OEM0Ljk0OTIyIDkuMzIyMjcgNS4wNTY2NCA5LjA3MDMxIDUuMDU2NjQgOC43NjE3MlpNMTMuNDE4IDEyLjI3MTVIOC4wNzQyMlYxMUgxMy40MThWMTIuMjcxNVoiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDMuOTUyNjQgNikiIGZpbGw9IndoaXRlIi8+Cjwvc3ZnPgo=);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.2.3/mermaid.esm.min.mjs")).default;
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
+    function makeMermaidImage(svg) {
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+          img.width = width;
+        }
+      }
+      img.setAttribute('src', `data:image/svg+xml,${encodeURIComponent(svg)}`);
+      return img;
+    }
+
+    async function makeMermaidError(text) {
+      let errorMessage = '';
+      try {
+        await mermaid.parse(text);
+      } catch (err) {
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+      }
+
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+
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+      result.appendChild(warning);
+      return result;
+    }
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+      const parent = src.parentNode;
+      let raw = src.textContent.trim();
+      const el = document.createElement("div");
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+      document.body.appendChild(el);
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+        result = makeMermaidImage(svg);
+      } catch (err) {
+        parent.classList.add("jp-mod-warning");
+        result = await makeMermaidError(raw);
+      } finally {
+        el.remove();
+      }
+      parent.classList.add("jp-RenderedMermaid");
+      parent.appendChild(result);
+    }
+
+    void Promise.all([...diagrams].map(renderOneMarmaid));
+  });
+</script>
+<style>
+  .jp-RenderedMarkdown .jp-Mermaid:not(.jp-RenderedMermaid) {
+    display: none;
+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning {
+    width: auto;
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+    border: var(--jp-border-width) solid var(--jp-warn-color2);
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+    margin-top: 1em;
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+    color: var(--jp-warn-color2);
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+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning summary > pre {
+    display: inline-block;
+  }
+  .jp-RenderedMermaid > .mermaid {
+    display: none;
+  }
+</style>
+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=25dd0180">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Successive-Over-relaxation-(SOR)">Successive Over-relaxation (SOR)<a class="anchor-link" href="#Successive-Over-relaxation-(SOR)">¶</a></h1><p>In this section, we want to examine another parallel algorithm called Successive Over-relaxation (SOR).</p>
+<p>The SOR algorithm is an iterative method used to solve Laplace equations. The underlying data structure of the SOR algorithm is a two-dimensional grid, whose elements are updated iteratively through some weighted function that considers the old value as well as the values of neighbouring cells.</p>
+<p><img alt="Grid" src="images/SOR_grid_painted.png"/></p>
+<p>This algorithm is applied, for instance, in physics to simulate the climate or temperature of some object.</p>
+<table>
+<thead>
+<tr>
+<th style="text-align:center">Climate Simulation</th>
+<th style="text-align:center">Temperature of a metal plate</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align:center"><img alt="" src="images/SOR_climate_simulation.png"/></td>
+<td style="text-align:center"><img alt="" src="images/SOR_temperature_metal_plate.png"/></td>
+</tr>
+</tbody>
+</table>
+<h2 id="Sequential-algorithm">Sequential algorithm<a class="anchor-link" href="#Sequential-algorithm">¶</a></h2><p>The sequential SOR algorithm is as follows (where <code>f</code> is some update function and <code>N</code>,<code>M</code> are the grid sizes):</p>
+<div class="highlight"><pre><span></span><span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">)</span>
+<span class="n">grid_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">)</span>
+<span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">NSTEPS</span>
+<span class="w">   </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="w"> </span><span class="c">#update grid</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">M</span>
+<span class="w">           </span><span class="n">grid_new</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f</span><span class="p">(</span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+<h2 id="Diffusion-equation-on-grid">Diffusion equation on grid<a class="anchor-link" href="#Diffusion-equation-on-grid">¶</a></h2><p>Consider the diffusion of a chemical substance on a two-dimensional grid. The concentration of the chemical is given as $c(x,y)$, a function of the coordinates $x$ and $y$. We will consider a square grid with $0 \leq x,y \leq 1$ and the boundary conditions $c(x,y=1) = 1$ and $c(x,y=0) = 0$. That is, the concentration at the top of the grid is always 1 and the concentration at the very bottom is always 0. Furthermore, in the x-direction we will assume periodic boundary conditions, i.e. $c(x=0, y) = c(x=1,y)$.</p>
+<p><img alt="diffusion" src="images/SOR_time_dep_diffusion.png"/></p>
+<p>We will take the initial condition $c(x,y) = 0$ for $0 \leq x \leq 1, 0 \leq y &lt; 1$.</p>
+<p>The stable state of the diffusion, that is, when the concentraion does not change anymore, can be described by the Laplace equation</p>
+<p>$$
+\nabla^2 c = 0.
+$$</p>
+<p>Numerically, we can approximate the solution with the Jacobi iteration</p>
+<p>$$
+\frac{1}{4}(c^k_{i,j+1} + c^k_{i,j-1} + c^k_{i+1,j} + c^k_{i-1,j}) = c^{k+1}_{i,j}.
+$$</p>
+<p>The superscript $k$ denotes the $k$-th iteration. The algorithm stepwise updates the cells of the grid, until a steady state is reached. To determine the end of the algorithm, we use the stopping condition</p>
+<p>$$
+\max_{i,j} \lvert c^{k+1}_{i,j} - c^{k}_{i,j} \rvert &lt; \epsilon.
+$$</p>
+<p>That is, we stop when all changes to cell values are smaller than some small number, say $\epsilon = 10^{-5}$.</p>
+<p>Furthermore, for this set of initial and boundary conditions, there exists an analytical solution for the stable state, namely
+$$
+c(x,y) = y.
+$$
+That is, the concentration profile is the identity function of the y-coordinate.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=84167bc6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Serial-Program">Serial Program<a class="anchor-link" href="#Serial-Program">¶</a></h2>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=b082bce8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># Update grid until threshold reached</span>
+<span class="k">function</span><span class="w"> </span><span class="n">update_grid!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="n">M</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">M</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">M</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># Remove ghost cells</span>
+<span class="w">   </span><span class="n">g_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">1</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">3</span><span class="o">:</span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_up</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="n">N</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_down</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># Jacobi iteration</span>
+<span class="w">   </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.25</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="n">g_up</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_down</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_left</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_right</span><span class="p">)</span>
+<span class="w">   </span><span class="c"># Update ghost cells</span>
+<span class="w">   </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">   </span><span class="n">new_grid</span><span class="p">[</span><span class="n">M</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">new_grid</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">SOR!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">ϵ</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="n">grid_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">    </span><span class="k">while</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">grid_old</span>
+<span class="w">            </span><span class="n">update_grid!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span><span class="w"> </span>
+<span class="w">            </span><span class="n">update_grid!</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Flip boolean value</span>
+<span class="w">        </span><span class="n">grid_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">!</span><span class="n">grid_old</span>
+<span class="w">        </span><span class="n">diffs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="o">:</span><span class="p">])</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">ϵ</span>
+<span class="w">            </span><span class="k">break</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[1]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre>SOR! (generic function with 1 method)</pre>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=e280865a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [2]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span><span class="p">,</span><span class="w"> </span><span class="n">Plots</span>
+<span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">100</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">N</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ϵ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">^-</span><span class="mi">5</span>
+
+<span class="c"># initialize grid</span>
+<span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+
+<span class="n">update_grid!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+
+<span class="c"># Test if first iteration successful</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">.≈</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mf">0.25</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">))</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">.≈</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">M</span><span class="p">))</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">M</span><span class="p">))</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">M</span><span class="p">))</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[2]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre><span class="ansi-green-intense-fg ansi-bold">Test Passed</span></pre>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=f2f49b93">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [3]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">100</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">N</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ϵ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">^-</span><span class="mi">5</span>
+
+<span class="c"># initialize grid</span>
+<span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="n">new_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">N</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+
+<span class="n">SOR!</span><span class="p">(</span><span class="n">new_grid</span><span class="p">,</span><span class="w"> </span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="n">ϵ</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">)</span>
+<span class="n">plt</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">heatmap</span><span class="p">(</span><span class="n">transpose</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]))</span>
+<span class="n">display</span><span class="p">(</span><span class="n">plt</span><span class="p">)</span>
+</pre></div>
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+</svg>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=4aefd11d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [4]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># analytical solution</span>
+<span class="k">function</span><span class="w"> </span><span class="n">analytical_solution</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Returns the analytical solution as a square grid of size N</span>
+<span class="w">   </span><span class="n">grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">   </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span>
+<span class="w">        </span><span class="n">grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">grid</span>
+<span class="k">end</span>
+
+<span class="c"># Test if solution is identical with analytical solution</span>
+<span class="n">sol</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">analytical_solution</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">sol</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">new_grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]))</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">0.01</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">N</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[4]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre><span class="ansi-green-intense-fg ansi-bold">Test Passed</span></pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f9f090f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Parallel-Program-with-MPI">Parallel Program with MPI<a class="anchor-link" href="#Parallel-Program-with-MPI">¶</a></h2>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=49c4e9b4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [5]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c">#] add MPIClusterManagers DelimitedFiles</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=6ec8e2eb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [6]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># to import MPIManager</span>
+<span class="k">using</span><span class="w"> </span><span class="n">MPIClusterManagers</span>
+
+<span class="c"># need to also import Distributed to use addprocs()</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+
+<span class="c"># specify, number of mpi workers, launch cmd, etc.</span>
+<span class="n">manager</span><span class="o">=</span><span class="n">MPIWorkerManager</span><span class="p">(</span><span class="mi">9</span><span class="p">)</span>
+
+<span class="c"># start mpi workers and add them as julia workers too.</span>
+<span class="n">addprocs</span><span class="p">(</span><span class="n">manager</span><span class="p">)</span>
+
+<span class="nd">@mpi_do</span><span class="w"> </span><span class="n">manager</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span>
+<span class="k">function</span><span class="w"> </span><span class="n">calculate_partition</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="w"> </span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">nrows</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Calculates the row and column indices of this processor</span>
+<span class="w">    </span><span class="c"># Get row and column number for processor p </span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floor</span><span class="p">(</span><span class="n">div</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">ncols</span><span class="p">))</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">p</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="n">ncols</span>
+<span class="w">    </span><span class="c"># Rows</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nrows</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">prows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">nrows</span><span class="p">)</span>
+<span class="w">        </span><span class="n">row_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">prows</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">prows</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="c"># nlower processors get the smaller partition</span>
+<span class="w">        </span><span class="n">nlower</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nrows</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="p">(</span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nrows</span><span class="p">))</span><span class="w"> </span>
+<span class="w">        </span><span class="n">n_floor</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floor</span><span class="p">(</span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nrows</span><span class="p">))</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">nlower</span>
+<span class="w">            </span><span class="n">row_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">n_floor</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">row_range</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">((</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">nlower</span><span class="p">))</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="n">nlower</span><span class="p">))</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="c"># Columns</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">prows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">        </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">prows</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">*</span><span class="n">prows</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">nlower</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ncols</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="p">(</span><span class="n">mod</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">ncols</span><span class="p">))</span><span class="w"> </span>
+<span class="w">        </span><span class="n">n_floor</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floor</span><span class="p">(</span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">ncols</span><span class="p">))</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">nlower</span>
+<span class="w">            </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="p">((</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">*</span><span class="n">n_floor</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">((</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">nlower</span><span class="p">))</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">*</span><span class="n">n_floor</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">j</span><span class="o">-</span><span class="n">nlower</span><span class="p">))</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="c"># Add 1 to each column index because of ghost cells</span>
+<span class="w">    </span><span class="n">col_range</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">col_range</span><span class="w"> </span><span class="o">.+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">row_range</span><span class="p">,</span><span class="w"> </span><span class="n">col_range</span>
+<span class="k">end</span>
+
+<span class="w">    </span>
+<span class="k">function</span><span class="w"> </span><span class="n">update_grid</span><span class="p">(</span><span class="n">grid</span><span class="p">)</span>
+<span class="w">   </span><span class="c"># Returns the updated grid as M-2 x N-2 matrix where M and N are sizes of grid</span>
+<span class="w">   </span><span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
+<span class="w">   </span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span><span class="w"> </span>
+<span class="w">   </span><span class="c"># Remove ghost cells</span>
+<span class="w">   </span><span class="n">g_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="n">M</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="n">N</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_up</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">1</span><span class="o">:</span><span class="n">M</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">   </span><span class="n">g_down</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid</span><span class="p">[</span><span class="mi">3</span><span class="o">:</span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="c"># Jacobi iteration</span>
+<span class="w">   </span><span class="k">return</span><span class="w"> </span><span class="mf">0.25</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="p">(</span><span class="n">g_up</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_down</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_left</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g_right</span><span class="p">)</span>
+<span class="k">end</span>
+
+<span class="w">  </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">  </span><span class="n">comm</span><span class="o">=</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">  </span><span class="n">id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span>
+
+<span class="w">  </span><span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">50</span>
+<span class="w">  </span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">M</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">  </span><span class="n">ϵ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">^-</span><span class="mi">5</span><span class="w">  </span><span class="c"># Stopping threshold</span>
+<span class="w">  </span><span class="n">nrows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="w">  </span><span class="c"># Number of grid rows</span>
+<span class="w">  </span><span class="n">ncols</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span><span class="w">  </span><span class="c"># Number of grid columns</span>
+<span class="w">  </span><span class="n">n_procs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nrows</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="nd">@assert</span><span class="w"> </span><span class="n">n_procs</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">  </span><span class="n">max_diffs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="n">n_procs</span><span class="p">)</span><span class="w"> </span><span class="c"># Differences between iterations</span>
+<span class="w">  </span><span class="n">max_diff_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">UBuffer</span><span class="p">(</span><span class="n">max_diffs</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="c"># Buffer to store maximum differences</span>
+<span class="w">  </span>
+
+<span class="w">  </span><span class="c"># initialize grid</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="n">grid_a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">      </span><span class="n">grid_a</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="n">grid_b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">M</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">      </span><span class="n">grid_b</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">else</span>
+<span class="w">      </span><span class="n">grid_a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">nothing</span>
+<span class="w">      </span><span class="n">grid_b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">nothing</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w"> </span>
+<span class="w">  </span><span class="c"># Broadcast matrix to other processors</span>
+<span class="w">  </span><span class="n">grid_a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">bcast</span><span class="p">(</span><span class="n">grid_a</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+<span class="w">  </span><span class="n">grid_b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">bcast</span><span class="p">(</span><span class="n">grid_b</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+
+<span class="w">  </span><span class="c"># Determine if processor is in top or bottom row of grid</span>
+<span class="w">  </span><span class="n">top_pos</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="n">bottom_pos</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">&gt;</span><span class="w"> </span><span class="p">((</span><span class="n">nrows</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">  </span><span class="k">local</span><span class="w"> </span><span class="n">grid_a_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">false</span><span class="w"> </span><span class="c"># Grid a is the source grid for the first update</span>
+
+<span class="w">  </span><span class="c"># Get local partition</span>
+<span class="w">  </span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">calculate_partition</span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">nrows</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span>
+<span class="w">  </span><span class="n">println</span><span class="p">(</span><span class="s">"Proc </span><span class="si">$</span><span class="p">(</span><span class="n">id</span><span class="p">)</span><span class="s"> gets rows </span><span class="si">$</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">)</span><span class="s"> and columns </span><span class="si">$</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">)</span><span class="s">"</span><span class="p">)</span>
+
+<span class="w">  </span><span class="c"># Determine neighbors</span>
+<span class="w">  </span><span class="n">n_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="n">n_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="n">n_down</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="n">n_up</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">ncols</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="c"># Left neighbor is last in row</span>
+<span class="w">    </span><span class="n">n_left</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">ncols</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">end</span><span class="w"> </span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="n">ncols</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="c"># Right neighbor is first in row</span>
+<span class="w">    </span><span class="n">n_right</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">ncols</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">end</span>
+
+<span class="w">  </span><span class="c">#println("Proc $(id) has neighbors left $(n_left) and right $(n_right) and up $(n_up) and down $(n_down)")</span>
+
+<span class="w">  </span><span class="k">local</span><span class="w"> </span><span class="n">finished</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">false</span>
+
+<span class="w">  </span><span class="c">#Perform SOR</span>
+<span class="w">  </span><span class="k">while</span><span class="w"> </span><span class="o">!</span><span class="n">finished</span>
+<span class="w">      </span><span class="c"># Flip old and new grid</span>
+<span class="w">      </span><span class="n">grid_a_old</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">!</span><span class="n">grid_a_old</span><span class="w"> </span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># Determine which grid is updated</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="n">grid_a_old</span><span class="w"> </span>
+<span class="w">        </span><span class="n">old_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_a</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_b</span>
+<span class="w">      </span><span class="k">else</span>
+<span class="w">        </span><span class="n">old_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_b</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_a</span>
+<span class="w">      </span><span class="k">end</span><span class="w">      </span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># send left and right columns</span>
+<span class="w">      </span><span class="n">left_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">first</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">)</span>
+<span class="w">      </span><span class="n">right_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">last</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">)</span>
+<span class="w">      </span><span class="n">left_col</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="p">]</span>
+<span class="w">      </span><span class="n">right_col</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">right_ind</span><span class="p">]</span>
+<span class="w">      </span><span class="n">slreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">left_col</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="n">n_left</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="n">srreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">right_col</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="n">n_right</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># Send bottom row if not bottom</span>
+<span class="w">      </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">last</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">)</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">        </span><span class="n">bottom_col</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">bottom_ind</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span>
+<span class="w">        </span><span class="n">sbreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">bottom_col</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="n">n_down</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Send top row if not at the top </span>
+<span class="w">      </span><span class="n">top_ind</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">first</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">)</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">        </span><span class="n">top_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span>
+<span class="w">        </span><span class="n">streq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">top_row</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">n_up</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Receive left and right column</span>
+<span class="w">      </span><span class="n">left_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">))</span>
+<span class="w">      </span><span class="n">right_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_rows</span><span class="p">))</span>
+<span class="w">      </span><span class="n">rlreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">left_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_left</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="n">rrreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">right_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_right</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="w">       </span><span class="c"># Receive top row if not at the top</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">        </span><span class="n">top_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">))</span>
+<span class="w">        </span><span class="n">rtreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">top_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_up</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Receive bottom row if not at the bottom </span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">        </span><span class="n">bottom_buf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">,</span><span class="mi">1</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">ind_cols</span><span class="p">))</span>
+<span class="w">        </span><span class="n">rbreq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">bottom_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="n">n_down</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Wait for results</span>
+<span class="w">      </span><span class="n">statlr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Waitall</span><span class="p">([</span><span class="n">rlreq</span><span class="p">,</span><span class="w"> </span><span class="n">rrreq</span><span class="p">],</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">)</span>
+<span class="w">      </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">left_buf</span>
+<span class="w">      </span><span class="n">old_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">right_buf</span>
+<span class="w">      </span><span class="c">#println("Proc $(id) received left $(old_grid[ind_rows, left_ind - 1]) and right $(old_grid[ind_rows, right_ind + 1])")</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">        </span><span class="n">statt</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">rtreq</span><span class="p">)</span>
+<span class="w">        </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_buf</span>
+<span class="w">        </span><span class="c">#println("Proc $(id) received top $(old_grid[top_ind - 1, ind_cols])")</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">        </span><span class="n">statb</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">rbreq</span><span class="p">)</span>
+<span class="w">        </span><span class="n">old_grid</span><span class="p">[</span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_buf</span>
+<span class="w">        </span><span class="c">#println("Proc $(id) received bottom $(old_grid[bottom_ind + 1, ind_cols])")</span>
+<span class="w">      </span><span class="k">end</span><span class="w"> </span>
+
+<span class="w">      </span><span class="c"># Get local subgrid</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span><span class="w"> </span><span class="o">&amp;</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">          </span><span class="n">local_with_ghosts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
+<span class="w">          </span><span class="n">lb_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_ind</span>
+<span class="w">          </span><span class="n">ub_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_ind</span>
+<span class="w">      </span><span class="k">elseif</span><span class="w"> </span><span class="n">top_pos</span><span class="w"> </span>
+<span class="w">          </span><span class="n">local_with_ghosts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
+<span class="w">          </span><span class="n">lb_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">          </span><span class="n">ub_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_ind</span>
+<span class="w">      </span><span class="k">elseif</span><span class="w"> </span><span class="n">bottom_pos</span>
+<span class="w">          </span><span class="n">local_with_ghosts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">bottom_ind</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span>
+<span class="w">          </span><span class="n">lb_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">top_ind</span>
+<span class="w">          </span><span class="n">ub_row</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">      </span><span class="k">end</span>
+
+<span class="w">      </span><span class="c"># Perform one step of Jacobi iteration</span>
+<span class="w">      </span><span class="n">new_grid</span><span class="p">[</span><span class="n">lb_row</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">ub_row</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">update_grid</span><span class="p">(</span><span class="n">local_with_ghosts</span><span class="p">)</span>
+
+<span class="w">      </span><span class="c"># Calculate max difference</span>
+<span class="w">      </span><span class="n">diffs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">new_grid</span><span class="p">[</span><span class="n">lb_row</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">ub_row</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">old_grid</span><span class="p">[</span><span class="n">lb_row</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">ub_row</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="n">right_ind</span><span class="p">])</span>
+<span class="w">      </span><span class="n">maxdiff</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="c"># Gather maxdiffs in processor 1 </span>
+<span class="w">      </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">(</span><span class="n">maxdiff</span><span class="p">,</span><span class="w"> </span><span class="n">max_diff_buf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+
+<span class="w">      </span><span class="c"># First processor determines if threshold is exeeded</span>
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">max_diffs</span><span class="w"> </span><span class="o">.&lt;</span><span class="w"> </span><span class="n">ϵ</span><span class="p">)</span>
+<span class="w">            </span><span class="n">finished</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">            </span><span class="n">println</span><span class="p">(</span><span class="s">"THRESHOLD SUBCEEDED - TERMINATE SOR"</span><span class="p">)</span><span class="w">     </span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">      </span><span class="k">end</span>
+<span class="w">    </span>
+<span class="w">      </span><span class="n">finished</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">bcast</span><span class="p">(</span><span class="n">finished</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+
+<span class="w">      </span><span class="k">if</span><span class="w"> </span><span class="n">finished</span>
+<span class="w">        </span><span class="c"># Set ghost cells to zero again so MPI.Reduce gives correct output</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">left_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="n">new_grid</span><span class="p">[</span><span class="n">ind_rows</span><span class="p">,</span><span class="w"> </span><span class="n">right_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">bottom_pos</span>
+<span class="w">            </span><span class="n">new_grid</span><span class="p">[</span><span class="n">bottom_ind</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">top_pos</span>
+<span class="w">            </span><span class="n">new_grid</span><span class="p">[</span><span class="n">top_ind</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="n">ind_cols</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">      </span><span class="k">end</span>
+<span class="w">  </span><span class="k">end</span>
+
+<span class="w">  </span><span class="k">using</span><span class="w"> </span><span class="n">DelimitedFiles</span>
+
+<span class="w">  </span><span class="c"># Reduce matrix &amp; store result</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="n">grid_a_old</span>
+<span class="w">      </span><span class="n">sor_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_a</span>
+<span class="w">  </span><span class="k">else</span><span class="w"> </span>
+<span class="w">      </span><span class="n">sor_result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">grid_b</span>
+<span class="w">  </span><span class="k">end</span>
+
+<span class="w">  </span><span class="n">MPI</span><span class="o">.</span><span class="n">Reduce!</span><span class="p">(</span><span class="n">sor_result</span><span class="p">,</span><span class="w"> </span><span class="o">+</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span>
+<span class="w">  </span><span class="n">sor_result</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">  </span><span class="k">if</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">writedlm</span><span class="p">(</span><span class="s">"SOR_result.txt"</span><span class="p">,</span><span class="w"> </span><span class="n">sor_result</span><span class="p">)</span>
+<span class="w">  </span><span class="k">end</span><span class="w"> </span>
+
+<span class="w">  </span><span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span><span class="p">()</span>
+<span class="k">end</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" tabindex="0">
+<pre>      From worker 5:	Proc 4 gets rows 17:33 and columns 2:17
+      From worker 8:	Proc 7 gets rows 34:50 and columns 2:17
+      From worker 3:	Proc 2 gets rows 1:16 and columns 18:34
+      From worker 6:	Proc 5 gets rows 17:33 and columns 18:34
+      From worker 9:	Proc 8 gets rows 34:50 and columns 18:34
+      From worker 4:	Proc 3 gets rows 1:16 and columns 35:51
+      From worker 10:	Proc 9 gets rows 34:50 and columns 35:51
+      From worker 7:	Proc 6 gets rows 17:33 and columns 35:51
+      From worker 2:	Proc 1 gets rows 1:16 and columns 2:17
+      From worker 2:	THRESHOLD SUBCEEDED - TERMINATE SOR
+</pre>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9465e78a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [7]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">rmprocs</span><span class="p">(</span><span class="n">manager</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=d0bbbb61">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [8]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Plots</span><span class="p">,</span><span class="w"> </span><span class="n">DelimitedFiles</span>
+<span class="n">final_grid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">readdlm</span><span class="p">(</span><span class="s">"SOR_result.txt"</span><span class="p">)</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">final_grid</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
+<span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">final_grid</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+<span class="n">plt</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">heatmap</span><span class="p">(</span><span class="n">final_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="n">display</span><span class="p">(</span><span class="n">plt</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-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output" data-mime-type="text/html" tabindex="0">
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+</svg>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=22b071c2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># Test if solution is identical with analytical solution</span>
+<span class="n">sol</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">analytical_solution</span><span class="p">(</span><span class="n">M</span><span class="p">)</span>
+<span class="c"># Bring solution into correct form </span>
+<span class="n">sol</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">reverse</span><span class="p">(</span><span class="n">transpose</span><span class="p">(</span><span class="n">sol</span><span class="p">),</span><span class="w"> </span><span class="n">dims</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">sol</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">final_grid</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">2</span><span class="o">:</span><span class="n">N</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="mf">0.01</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">M</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[9]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre><span class="ansi-green-intense-fg ansi-bold">Test Passed</span></pre>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3130c9fb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
diff --git a/dev/notebook-output/julia_Jacobi.html b/dev/notebook-output/julia_Jacobi.html
new file mode 100644
index 0000000..58d3ef6
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+++ b/dev/notebook-output/julia_Jacobi.html
@@ -0,0 +1,15936 @@
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+/* 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;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+/* <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{
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+.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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPGcgY2xpcC1wYXRoPSJ1cmwoI2NsaXAwXzEzN18xOTQ5OCkiPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGQ9Ik05LjI1IDEwLjA2OTNMNy4zNzUgMTAuMDY5M0w3LjM3NSA4LjE5NDM0QzcuMzc1IDcuOTg4MDkgNy4yMDYyNSA3LjgxOTM0IDcgNy44MTkzNEM2Ljc5Mzc1IDcuODE5MzQgNi42MjUgNy45ODgwOSA2LjYyNSA4LjE5NDM0TDYuNjI1IDEwLjA2OTNMNC43NSAxMC4wNjkzQzQuNTQzNzUgMTAuMDY5MyA0LjM3NSAxMC4yMzgxIDQuMzc1IDEwLjQ0NDNDNC4zNzUgMTAuNjUwNiA0LjU0Mzc1IDEwLjgxOTMgNC43NSAxMC44MTkzTDYuNjI1IDEwLjgxOTNMNi42MjUgMTIuNjk0M0M2LjYyNSAxMi45MDA2IDYuNzkzNzUgMTMuMDY5MyA3IDEzLjA2OTNDNy4yMDYyNSAxMy4wNjkzIDcuMzc1IDEyLjkwMDYgNy4zNzUgMTIuNjk0M0w3LjM3NSAxMC44MTkzTDkuMjUgMTAuODE5M0M5LjQ1NjI1IDEwLjgxOTMgOS42MjUgMTAuNjUwNiA5LjYyNSAxMC40NDQzQzkuNjI1IDEwLjIzODEgOS40NTYyNSAxMC4wNjkzIDkuMjUgMTAuMDY5M1oiIGZpbGw9IiM2MTYxNjEiIHN0cm9rZT0iIzYxNjE2MSIgc3Ryb2tlLXdpZHRoPSIwLjciLz4KPC9nPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGZpbGwtcnVsZT0iZXZlbm9kZCIgY2xpcC1ydWxlPSJldmVub2RkIiBkPSJNMi41IDUuNUwyLjUgMy41TDExLjUgMy41TDExLjUgNS41TDIuNSA1LjVaTTIgN0MxLjQ0NzcyIDcgMSA2LjU1MjI4IDEgNkwxIDNDMSAyLjQ0NzcyIDEuNDQ3NzIgMiAyIDJMMTIgMkMxMi41NTIzIDIgMTMgMi40NDc3MiAxMyAzTDEzIDZDMTMgNi41NTIyOSAxMi41NTIzIDcgMTIgN0wyIDdaIiBmaWxsPSIjNjE2MTYxIi8+CjxkZWZzPgo8Y2xpcFBhdGggaWQ9ImNsaXAwXzEzN18xOTQ5OCI+CjxyZWN0IGNsYXNzPSJqcC1pY29uMyIgd2lkdGg9IjYiIGhlaWdodD0iNiIgZmlsbD0id2hpdGUiIHRyYW5zZm9ybT0ibWF0cml4KDEgMS43NDg0NmUtMDcgMS43NDg0NmUtMDcgLTEgNCAxMy40NDQzKSIvPgo8L2NsaXBQYXRoPgo8L2RlZnM+Cjwvc3ZnPgo=);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yMCA4aC0yLjgxYy0uNDUtLjc4LTEuMDctMS40NS0xLjgyLTEuOTZMMTcgNC40MSAxNS41OSAzbC0yLjE3IDIuMTdDMTIuOTYgNS4wNiAxMi40OSA1IDEyIDVjLS40OSAwLS45Ni4wNi0xLjQxLjE3TDguNDEgMyA3IDQuNDFsMS42MiAxLjYzQzcuODggNi41NSA3LjI2IDcuMjIgNi44MSA4SDR2MmgyLjA5Yy0uMDUuMzMtLjA5LjY2LS4wOSAxdjFINHYyaDJ2MWMwIC4zNC4wNC42Ny4wOSAxSDR2MmgyLjgxYzEuMDQgMS43OSAyLjk3IDMgNS4xOSAzczQuMTUtMS4yMSA1LjE5LTNIMjB2LTJoLTIuMDljLjA1LS4zMy4wOS0uNjYuMDktMXYtMWgydi0yaC0ydi0xYzAtLjM0LS4wNC0uNjctLjA5LTFIMjBWOHptLTYgOGgtNHYtMmg0djJ6bTAtNGgtNHYtMmg0djJ6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-console: url(data:image/svg+xml;base64,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);
+  --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-delete: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2cHgiIGhlaWdodD0iMTZweCI+CiAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIiAvPgogICAgPHBhdGggY2xhc3M9ImpwLWljb24zIiBmaWxsPSIjNjI2MjYyIiBkPSJNNiAxOWMwIDEuMS45IDIgMiAyaDhjMS4xIDAgMi0uOSAyLTJWN0g2djEyek0xOSA0aC0zLjVsLTEtMWgtNWwtMSAxSDV2MmgxNFY0eiIgLz4KPC9zdmc+Cg==);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
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+  --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-favorite: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
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+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE4IDEzVjIwSDRWNkg5LjAyQzkuMDcgNS4yOSA5LjI0IDQuNjIgOS41IDRINEMyLjkgNCAyIDQuOSAyIDZWMjBDMiAyMS4xIDIuOSAyMiA0IDIySDE4QzE5LjEgMjIgMjAgMjEuMSAyMCAyMFYxNUwxOCAxM1pNMTkuMyA4Ljg5QzE5Ljc0IDguMTkgMjAgNy4zOCAyMCA2LjVDMjAgNC4wMSAxNy45OSAyIDE1LjUgMkMxMy4wMSAyIDExIDQuMDEgMTEgNi41QzExIDguOTkgMTMuMDEgMTEgMTUuNDkgMTFDMTYuMzcgMTEgMTcuMTkgMTAuNzQgMTcuODggMTAuM0wyMSAxMy40MkwyMi40MiAxMkwxOS4zIDguODlaTTE1LjUgOUMxNC4xMiA5IDEzIDcuODggMTMgNi41QzEzIDUuMTIgMTQuMTIgNCAxNS41IDRDMTYuODggNCAxOCA1LjEyIDE4IDYuNUMxOCA3Ljg4IDE2Ljg4IDkgMTUuNSA5WiIvPgogICAgPHBhdGggZmlsbC1ydWxlPSJldmVub2RkIiBjbGlwLXJ1bGU9ImV2ZW5vZGQiIGQ9Ik00IDZIOS4wMTg5NEM5LjAwNjM5IDYuMTY1MDIgOSA2LjMzMTc2IDkgNi41QzkgOC44MTU3NyAxMC4yMTEgMTAuODQ4NyAxMi4wMzQzIDEySDlWMTRIMTZWMTIuOTgxMUMxNi41NzAzIDEyLjkzNzcgMTcuMTIgMTIuODIwNyAxNy42Mzk2IDEyLjYzOTZMMTggMTNWMjBINFY2Wk04IDhINlYxMEg4VjhaTTYgMTJIOFYxNEg2VjEyWk04IDE2SDZWMThIOFYxNlpNOSAxNkgxNlYxOEg5VjE2WiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkuNDMgMTIuOThjLjA0LS4zMi4wNy0uNjQuMDctLjk4cy0uMDMtLjY2LS4wNy0uOThsMi4xMS0xLjY1Yy4xOS0uMTUuMjQtLjQyLjEyLS42NGwtMi0zLjQ2Yy0uMTItLjIyLS4zOS0uMy0uNjEtLjIybC0yLjQ5IDFjLS41Mi0uNC0xLjA4LS43My0xLjY5LS45OGwtLjM4LTIuNjVBLjQ4OC40ODggMCAwMDE0IDJoLTRjLS4yNSAwLS40Ni4xOC0uNDkuNDJsLS4zOCAyLjY1Yy0uNjEuMjUtMS4xNy41OS0xLjY5Ljk4bC0yLjQ5LTFjLS4yMy0uMDktLjQ5IDAtLjYxLjIybC0yIDMuNDZjLS4xMy4yMi0uMDcuNDkuMTIuNjRsMi4xMSAxLjY1Yy0uMDQuMzItLjA3LjY1LS4wNy45OHMuMDMuNjYuMDcuOThsLTIuMTEgMS42NWMtLjE5LjE1LS4yNC40Mi0uMTIuNjRsMiAzLjQ2Yy4xMi4yMi4zOS4zLjYxLjIybDIuNDktMWMuNTIuNCAxLjA4LjczIDEuNjkuOThsLjM4IDIuNjVjLjAzLjI0LjI0LjQyLjQ5LjQyaDRjLjI1IDAgLjQ2LS4xOC40OS0uNDJsLjM4LTIuNjVjLjYxLS4yNSAxLjE3LS41OSAxLjY5LS45OGwyLjQ5IDFjLjIzLjA5LjQ5IDAgLjYxLS4yMmwyLTMuNDZjLjEyLS4yMi4wNy0uNDktLjEyLS42NGwtMi4xMS0xLjY1ek0xMiAxNS41Yy0xLjkzIDAtMy41LTEuNTctMy41LTMuNXMxLjU3LTMuNSAzLjUtMy41IDMuNSAxLjU3IDMuNSAzLjUtMS41NyAzLjUtMy41IDMuNXoiLz4KPC9zdmc+Cg==);
+  --jp-icon-share: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --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-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+.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-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+.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-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(--jp-terminal-icon-background-color, var(--jp-inverse-layout2));
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout3));
+}
+
+/* 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) .jp-icon-hoverShow-content {
+  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-switch-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-switch-true-position-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 24px 12px 24px;
+  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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.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-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--md-blue-700);
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--md-red-600);
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--md-grey-700);
+}
+
+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;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+.jp-MainAreaWidget {
+  contain: strict;
+}
+
+/**
+ * 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: #282f2f;
+
+  --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: 8;
+  overflow-x: hidden;
+}
+
+/* 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);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #ffffff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/* 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);
+}
+
+.CodeMirror.cm-fat-cursor .cm-overlay.cm-searching {
+  opacity: 0.5;
+}
+
+.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;
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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;
+}
+
+/* Use `div[style]` as more specific selector on 3.4.x to reduce the impact of
+ * Chromium style invalidation strategy on performance when many divs are present.
+ */
+.jp-CodeMirrorEditor .remote-caret:hover > div[style] {
+  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: var(--jp-ui-font-size1);
+  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: var(--jp-ui-font-size0);
+  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: 8px 12px 0px 12px;
+  padding: 0px;
+  box-shadow: none;
+  justify-content: flex-start;
+}
+
+.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-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher'] {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:hover,
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:focus-visible {
+  background-color: var(--jp-brand-color0) !important;
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']
+  .jp-icon3 {
+  fill: var(--jp-layout-color1);
+}
+
+/*-----------------------------------------------------------------------------
+| 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 {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: -2px;
+}
+
+.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;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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-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;
+}
+
+.jp-TrimmedOutputs a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-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::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.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;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: none;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  right: 0;
+  top: 0;
+  bottom: 0;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  border: none;
+  cursor: pointer;
+}
+
+.jp-collapseHeadingButton:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+:is(.jp-MarkdownCell:hover, .jp-mod-active) .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0px;
+  top: 0px;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+
+  --jp-content-link-color: var(--md-blue-300);
+
+  --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: #1f2424;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-400);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
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+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+
+<div id="cell-id=2133c064" class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350">
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">&#182;</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">&#182;</a></h3><h1 id="Distributed-Jacobi-(SOR)-method">Distributed Jacobi (SOR) method<a class="anchor-link" href="#Distributed-Jacobi-(SOR)-method">&#182;</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+
+</div>
+</div>
+</div>
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+<h2 id="Contents">Contents<a class="anchor-link" href="#Contents">&#182;</a></h2><ul>
+<li>How to parallelize the Jacobi method in Julia</li>
+</ul>
+
+</div>
+</div>
+</div>
+</div>
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+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Mathematical-background">Mathematical background<a class="anchor-link" href="#Mathematical-background">&#182;</a></h2><h3 id="1D-Laplace-equation">1D Laplace equation<a class="anchor-link" href="#1D-Laplace-equation">&#182;</a></h3><p>Find a function $u(x)$ such that</p>
+<p>$u''(x) = 0 $ for $x\in(0,L)$</p>
+<p>$u(0) = -1$</p>
+<p>$u(L) = 1$</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=de45f04c" class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
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+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h3 id="Analytical-solution">Analytical solution<a class="anchor-link" href="#Analytical-solution">&#182;</a></h3><p>$u(x) = (x-L)/L$</p>
+
+</div>
+</div>
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+<h3 id="A-3D-Laplace-equation-in-a-complex-domain">A 3D Laplace equation in a complex domain<a class="anchor-link" href="#A-3D-Laplace-equation-in-a-complex-domain">&#182;</a></h3>
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+<h3 id="The-jacobi-method">The jacobi method<a class="anchor-link" href="#The-jacobi-method">&#182;</a></h3>
+</div>
+</div>
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" align="left" width="300"/>
+</div>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=bb20b40a" 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;[1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">jacobi</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">istep</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">u</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[1]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>jacobi (generic function with 1 method)</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div id="cell-id=9d251dba" 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;[2]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">jacobi</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">1000</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[2]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>7-element Vector{Float64}:
+ -1.0
+ -0.6666666666666666
+ -0.3333333333333333
+  0.0
+  0.3333333333333333
+  0.6666666666666666
+  1.0</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div id="cell-id=dda71761" 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="Parallelization-strategy">Parallelization strategy<a class="anchor-link" href="#Parallelization-strategy">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=7c5a0d60" 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">
+<h3 id="Data-partition-and-dependencies">Data partition and dependencies<a class="anchor-link" href="#Data-partition-and-dependencies">&#182;</a></h3><p><code>u_new[i] = 0.5*(u[i-1]+u[i+1])</code></p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=52626d50" 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">
+ <div>
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" align="left" width="450"/>
+</div>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=034fa536" 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="Implementation">Implementation<a class="anchor-link" href="#Implementation">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=a98e7ef1" 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">
+<h3 id="Disclaimer">Disclaimer<a class="anchor-link" href="#Disclaimer">&#182;</a></h3><p>The most natural way of implementing a distributed Jacobi method is to use a library that provides distributed arrays:</p>
+<ul>
+<li><a href="https://github.com/JuliaParallel/DistributedArrays.jl">DistributedArrays.jl</a></li>
+<li><a href="https://github.com/fverdugo/PartitionedArrays.jl">PartitionedArrays.jl</a></li>
+</ul>
+<p>We will use low-level Julia functions as an academic exercise.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=5a2437ae" 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">
+<h3 id="Adding-some-procs">Adding some procs<a class="anchor-link" href="#Adding-some-procs">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=d95ff334" 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-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=2d64e580" 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-julia"><pre><span></span><span class="n">addprocs</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=9cd52702" 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">
+<h3 id="Helper-functions">Helper functions<a class="anchor-link" href="#Helper-functions">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=4aad98a4" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">  </span><span class="nd">@assert</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">  </span><span class="n">local_n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span>
+<span class="w">  </span><span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">local_n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">  </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">local_n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">  </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mf">1.0</span>
+<span class="w">  </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">  </span><span class="n">u</span><span class="p">,</span><span class="n">u_new</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=3fceebbd" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">  </span><span class="n">local_n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span>
+<span class="w">  </span><span class="n">u_exact</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">copy</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="n">local_i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">0</span><span class="o">:</span><span class="p">(</span><span class="n">local_n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="n">global_i</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="n">local_i</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="n">local_n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">Δ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="o">/</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u_exact</span><span class="p">[</span><span class="n">local_i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span><span class="o">*</span><span class="p">(</span><span class="n">Δ</span><span class="o">*</span><span class="n">global_i</span><span class="o">-</span><span class="n">Δ</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w">  </span><span class="n">maximum</span><span class="p">(</span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.-</span><span class="n">u_exact</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=fd06d27f" 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">
+<h3 id="Distributed-Jacobi">Distributed Jacobi<a class="anchor-link" href="#Distributed-Jacobi">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=56d3bd49" 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-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_dist</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">)</span>
+<span class="w">  </span><span class="n">nw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nworkers</span><span class="p">()</span>
+<span class="w">  </span><span class="n">ftrs_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Future</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">  </span><span class="n">ftrs_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Future</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">  </span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">workers</span><span class="p">()</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">w</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">myid</span><span class="p">())</span>
+<span class="w">    </span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">myid</span><span class="p">())</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w">  </span><span class="n">ftrs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Future</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">  </span><span class="nd">@sync</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">workers</span><span class="p">()</span>
+<span class="w">    </span><span class="n">ftrs</span><span class="p">[</span><span class="n">w</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">            </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w">  </span><span class="n">reduce</span><span class="p">(</span><span class="n">max</span><span class="p">,</span><span class="n">fetch</span><span class="o">.</span><span class="p">(</span><span class="n">ftrs</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=ab2c25f3" 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">
+<h3 id="Exercise:-complete-the-cell-below">Exercise: complete the cell below<a class="anchor-link" href="#Exercise:-complete-the-cell-below">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=739ccfa5" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">w</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">();</span><span class="w"> </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">w</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="c"># TODO: Setup channels</span>
+<span class="w">    </span><span class="c">#chn_prev_snd</span>
+<span class="w">    </span><span class="c">#chn_prev_rcv</span>
+<span class="w">    </span><span class="c">#chn_next_snd</span>
+<span class="w">    </span><span class="c">#chn_next_rcv</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span><span class="w">       </span>
+<span class="w">        </span><span class="c"># TODO: Communicate</span>
+<span class="w">        </span><span class="c"># Local computations</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=edbb2318" 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">
+<h3 id="Test-driven-development">Test-driven development<a class="anchor-link" href="#Test-driven-development">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=b2301383" 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-julia"><pre><span></span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_dist</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">1000</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=63ec8554" 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">
+<h3 id="Remember:-remote-channels">Remember: remote channels<a class="anchor-link" href="#Remember:-remote-channels">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=d4f59c15" 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">
+ <div>
+<img 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" 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GDsIJJUThZUSZKk9D1AuG7uk8A7ImeRpLKxoEqSJKVvIfAmcDBhVv4fEq5rLUndigVVkiQpfeuBhuK4L/B+4AngLdESaW/1jR1ASpkFVZIkqTr8MjfuS7gO5kLgg3HiaC/0JRyuPQsnvpLaZEGVJEmqDnOATbnlDBgG/GvxsX4xQmmPXE84l/g84KDIWaQkWVAlSZKqw/3AxjbuHwRMBZ4FTqhoIu2JvwQ+DDQS9novjxtHSpMFVZIkqTqsAra381gfYDThMOArK5ZIu2sy8M/F8ReA+RGzSEmzoEqSJFWPxzp5/ADg68AdFcii3TMcuJXwR4Q7gH+KG0dKW23sAJIkSdptdwJnA3Ul928GXgRuBx4H1lQ4l9pWC/w3cAjwR+ASoBAzkJQ6C6okSVL1uA9YR9grB+GQ3z6E2WGvwENHU/OPwJ8BG4DzCZcLktQBD/GVJEmqHksIk+xAmNH358APCb/T/Qg4OE4steEi4K8Je0w/QpjESlInLKiSJEnV5RlC6XkWeA/wGeApwl7Vm/D3uxRMIvzhAOCbwP9EzCJVFd/AJEmSqsscwl7UC4oftxD21m0CzgS+Ei+agDFAPdAfmIdfD2mPWFAlSZKqyzzgu8DS3H3PAp8sjr8CnFfpUAJgCOHrM4IwWdVFtBySLWk3WFAlSZKqyyLg823c/2PCtTYzwvmox1UylOgD3AYcAywHzgU2Rk0kVSELqiRJUvfxN8DdwP7AT4HBceP0GBnw78AZhJl6/w+wLGoiqUpZUCVJkrqPRuCDwGLgCOD/4e97lfAN4EOEy/6cDzwZN45UvXzDkiRJ6l5WE85B3QScDXw/bpxu76PAFwkzK88Efhk3jlTdLKiSJEndz5PAJUATYfKky6Om6b7eBVxfHF9NuMyPpH1gQZUkSeqebieckwpwLXBhxCzd0TsIr3Et8B/A1+PGkboHC6okSVL39U/Adwi/8/0XcFrcON3GZOBOoC/wM+ATceNI3YcFVZIkqXu7nDCjb3OZ8vIz++Zk4OeEmZLnEa512hA1kdSNWFAlSZK6tybCzL4PAkOB+cBRURNVr1OAXwCDCJMhXUCYuVdSF7GgSpIkdX9bCBP6PA6MAP4XODxqoupzGqGcDgZ+DZxLeF0ldSELqiRJUs+wDjgDeAIYBfwKGBMzUBV5O+Fw3oHA/YSyvzFqIqmbsqBKkiT1HOsI10Z9DjgUuBdLamfOAe4GBhQ/no3lVCobC6okSVLP8jrwTuBFwmG+vwGOiZooXR8nTDC1H2HW3vPwsF6prCyokiRJPc9y4E+B3wOHAAuAU6MmSs8XgNlAL+A/CRMibYsZSOoJLKiSJEk902vAO4CHgSGECYBOj5ooDXXAjcC3istfAz6Cl5KRKsKCKkmS1HOtIRzuey8t51heGjVRXMMJl4+5hFBIPwlcHTOQ1NNYUCVJknq2jcA04L+BPsAPgesIh7b2JBOAR4AphOJ+NjAraiKpB7KgSpIkaRtwMXAl0ARcDtxFuOZnTzADeAAYDbwA/Alhr7KkCrOgSpIkCaAA/APwXmATMBV4FJgUM1SZDQZuA24C+gFzgJMJl+GRFIEFVZIkSXn/Q5jhdwkwjjDD7+eBLGKmcvhz4HHC7Lzbgb8mXEbmzYiZpB7PgipJktS+WcB8wiGvPckThHMybyWcl/ptYB5wcMxQXWR/4F8JkyGNBRYRDun9F8JeZEkRWVAlSZLa92eEWW5Pih0kgnXARcDHgc3AWcCzwF9Svb9DngU8CVxWXL6eUMR/Gy2RpFaq9c1FkiSpEhpLPvZE/044D/UhYBDwfcKEQsfHDLWHjiCcX/pzwl7TxYQ/PHwK2BAxl6QSFlRJkqT2nQwcAMyMHSSyZwmHwV5GOEdzMuH8zRuAQyLm6sxBhMOTnwamE841/TZwAuEQX0mJsaBKkiS1bzOwlnAZlp6uCfg3YDxh5tta4GOEy7J8GzgwXrRdDAOuJewp/TzhPNq7CHt9/4Zw7VdJCaqNHUCSJCkxU4G3ltz3DFAfIUuKVhAuRXMq8PfA6YQS+CngJ8D3gKciZZtQzPEBwmVjAB4GvgL8IlImSXvAgipJktTaecAnS+77CRbUUg8B7wDOBL4OnEKYUOnjwH3AjYTzPteVOcdBhK/ZR4sZ8vm+RjjvVFKVsKBKkiS1dgMt5yfOJEymo/bNL96mAJ8F3k24xuifE875nA/8FLifcEmXfVUDHEvYc3s+4ZqtvYqPbSNcx/V64DddsC1JFWZBlSRJau3x4g0sp3viweJtJGFv5gWEyYjeVbwBvAYsILy+i4q3pcBqwjmueX0Jswa/BTiSMBPvBEIRHpxbrwA8Srhm603Aqq79Z0mqJAuqJEmSutIKwiG/XweOIhTVswiXqhkBvKd4K7WDlsmLBtDx76kbgIWEw3d/CrzcFcElxWdBlSRJUrn8Efi74q2OUFKnAMcAhxP2jo4CMqA3MKTk85sI5fNFwmzBzxD2wD5Jz742rdRtWVAlSZJUCdsI5XJByf29gIHAfoTDejPC5X02AesrGVBSfBZUSZIkxdRIuNbs2thBJMVXEzuAJEmSJElgQZUkSepI83mOfaKmkKQewoIqSZLUvtXFj4dGTSFJPYQFVZIkqX0Lix/fBkyMGUSSegInSZIkSWrfLwiXNDkB+CXhuptvFh/7KXBPpFyS1C1ZUCVJktrXAJwD3E64hudFucdewoIqSV3KgipJktSxpYRDfI8DxhCu1QnwVKxAktRdWVAlSZI6VyAUUkupJJWRkyRJkiRJkpJgQZUkSZIkJcGCKkmSJElKggVVkiRJkpQEC6okSZIkKQkWVEmSJElSErzMjKrCHXfcMSZ2ho7U19cfuHbt2r4AK1asWP/www+vj52pxABgUHG8HVgZMUtb+gDDcsvLCZd0SMa55547sqampgbgpJNOWn3cccdtiZ2pPfvtt9/6s846a00ltnX33XcfvGXLlrpKbGtvLFiwYOCiRYsGAmzcuHHr/Pnz34idqUQdcFBueVmsIB04JDdeBWyLFaQdB9JyXdINwJsRs+xi8uTJA0aMGDEIYMCAAdvPP//81N5/WznvvPOWZllW9vffW2+9db/evXsPL/d29taOHTuym2++eVTz8iOPPLJy+fLl22NmasMwws9PCN/3GyJmacvA4g1gK5DU++/YsWPr3vrWt+58/50xY0aK7787DR48+LXTTz99a+wclWBBVfKuueaamtra2sWxc3Tk0Ucf5amnvDRed3bnnXfuHI8fP57a2nTfPnfs2PF94NOV2Nb27dvn1NbWTqrEtvbGkiVLuOOOO2LHUA+2cOHCneNx48Zx4YUXRkzTuXvvvXcwFSj5ffv2/Yssy35W7u3srYaGBt87urnFixezeHHLr5eXXHIJxb9DJ2nTpk1nAffEzlEJ6X4VJEmSJEk9igVVkiRJkpSEdI9Rk9r3wSzLFna+WuVs3br1CYrnWUyYMOGxJ5544r2RI5W6CTitON4MHB8xS1veC3wzt3wKiZ2rUldXt2jbtnDq3XPPPXf95MmTr40cqdT1hULhzMgZrs2y7PrIGVpZuXLl7cAEgDFjxry5ZMmSkyJHKvVx4Mrc8uGxgnRgUW78LeCGWEHa8Tg7z7Ef+Tx88coO166wI4+888vPPz9/AsCOHTu2ZFl2XOxMeU1NTccncKhtcq/LK6+8ciDwcPPyKaecctXDDz98a8RIbXkK6FccLwBmRMzSlluBicXxeorvxamYMmXKpQ8++OCXmpfXr19/9JAhQ3bEzFSqUCi8QA/coWhBVdUpFAqvTp8+/aXYOfLGjRvX1Dzu27fvNiCpfITJCZoVSC9faRldCrweI8ju2LRp07pp06Yl9RrOnTt3c+wMwNrUXpcpU6bsnNCntra2ifS+99eWLKeWr9Ra0svY2DKs3Q6XLY8XZVd1db/c+T1YKBSaUvs/MmfOnKGxMwCF1F6Xiy++eFN+ediwYW+Q3vd+U268lfTy5SdUS+79d+jQoavzy3PmzFl82223JTURVn19fewIUfS4Ri5JkiRJSpMFVZIkSZKUBAuqJEmSJCkJFlRJkiRJUhIsqJIkSZKkJFhQJUmSJElJsKBKkiRJkpJgQZUkSZIkJcGCKkmSJElKQm3sAD3IYcBooD+wDPgDUNiH5xsOvAUYDKwHFgMr9jGjJEmSJEVTDXtQbwR+W7xd1Mm6B+TW/S0wqrzRdjEfWFS8DS3eNw14BFgC/Br4OfAUsBT44B4+fx/g08DjwKvAg8A84AFC6X0MeB+QtfG5E3LZftfOOrvjwNzzLAKG7OXzSJIkSVIr1bAH9WhgYnE8rJN1e+fWBagrS6L2HUrYq9k8/hjwTdoug4cCPwIOAv55N577aGAOcEQ7j2fAScDNhCJ/MbA19/izhMLe/JqMA17Yje2WOoWWf+MLwNq9eA5JkiRJ2kU1FNRq9QHgcqAJ+AVh72aBUPDOpKW0/j3wU8Ie1fYcD9xH2EPc7FfF+9YQSu5ZwNuKj51HKL8X5tbfStir/CfF5VPY+4La7IG9+HxJkiRJapMFtXw+T9i7+C7goZLHzgduJxxi3Rf4MPC1dp5nP+AWWsrpSsIe0vtK1rsa+BDwQ8Ke5AuKt9tz6zxA64L64z349zTLF9QFe/H5kiRJktSmajgHtVplwEfYtZwC3FG8NTuzg+f5BDC+ON5OOKf1vnbW/RHhkOJmV5Q8ni+Up7DnMuDk3LJ7UCVJkiR1GQtq+TxDOGe0PXNz42PbWScDPpdbng082sl2vwvsKI5PAcbmHltAy8zBJxL23pYaSzjHtK0Jpo6iZVKklcDznWSRJEmSpN1mQS2f+Z08viw3HkLbh1sfC4zJLf/Hbmx3NWGW32ZTcuM1hOIMYUbgCSWfOw54iTA77x/ayFR6eO++XCZHkiRJklqxoJZPZxMQvVay3L+Ndf40N95IuDzM7ngpNy6d9Td/WG7pYb5/kRsPAiaXPO75p5IkSZLKxkmSymd9J483lCy39ceC/GG2ven88F4Ie2MPLFnOW0A4rxV2LahTS5bPAn6TW3YGX0mSJEllY0Etn6YueI78ZWXqaH2N193Vr2S5vT2ofYDTi+OfES5VMxX4Uu55ji+ON9P6MGJJkiRJ2mcW1LTlS+7rwK/34jkeK1leDCwn7J0dCwwjTHg0GRgAbACuIhTUCbnHTyLsxQV4mJaJmCRJkiSpS3S3gtrd/j1rc+NFwHu76HkfIFxLFcJe1HpaDu+9F3iueDuacF7qj/HwXkmSJEllVg2TJDXmxn06Wbf0fMtqtyQ3PqQLn7et66E2T5A0r/jxruLHs0rWK/18SZIkSeoS1VBQN+XGIztZ95hyBokgP0HRaML1SbtC6XmowwiH8xaAnxfvby6qZxK+T5oLaiOwsItySJIkSdJO1VBQ85djGdPJutPKmCOGF4Bnc8uf6aLnfZKWWYZPJhzeWwP8nnB+KoQSu55QXt9FKMilnytJkiRJXaYaCuqTufE7aT2zbd4xwPvKH6eiCsC3c8ufofW1SjtSy66XjWmW3ws6CPhscTwvt852YH5x/JXc/Z5/KkmSJKksqqGg3pUbDwRuIsw2mzeJUK4KlQpVQTcB9xfHvYA5wBVA33bWH0O4NMwLwPc7eN78eaSTih/nlawzr+Tx0s+TJEmSpC5TDbPePgfcTctkPdMIkwctIJyfehTwViADPkkoZb0qnrJ8GoH3A78CjiRcD/Va4MuE1+AVoAEYQXgd8uepLurgeUv3hK4BHiq57+eE0p918HmSJEmS1CWqoaACfIowYVDzTLYHANNL1rkWmEU4HLWzyZSqzQrCdUpvBM4p3jcQOLuTz3uug8ear2XafG3Te2g9YzLAq8DjwMTicvM1VCVJkiSpy1VLQV1CmEX2G8C7CedNQthz+CvgO7QcCvxjYGxxnJ8BuBLupuWc2aWdrLsBuC23vL2T9dcA5wKnAZcSZtctvfTMWuB3hGuZ/gx4poPn2wx8l5bJj25sZ73vESZJglBqJUmSJKksqqWgQtiLeCnwCeAgwvmzr7LrXr8vVDhX3l/twbrLgffuxTYeoOUw237AUMJe0LXF2564YjfWual4kyRJkqSyqqZKzFM7AAADyElEQVSC2mwHoawq7AXdHDuEJEmSJHWFaiyo+yIDBnfRc70JNHXRc0mSJElSj9fTCuoBwBtd9FyHAS930XNJkiRJUo9XDddBlSRJkiT1AD1tD+oawl7UrvBmFz2P9lCWZbfW19d3NutxRV111VUDm8ePPvroJNI7Tzr/fd+P9PLtV7L8exI7hH779pZvuQkTJnz6sssu+3DEOLsoFApDYmcArqqvr/9M7BB5N95449Dm8eLFiweR3vd+/5Ll1PKV+hJ7NiFgJeRO3Vl+NPS5q/1VK++ZZ7LmKw/Qp0+ffvX19al9jXt3vkrZ7Zfa67J58+aam2++eefyvHnzrgW+Fi9Rm/LvH6eR3vvH0Nx4IInlmzdvXqv33w984ANLZsyYEStOe3rkzsSeVlAL7PlMt0rP0M5Xqawsy3aOGxoa+gAHx0vTqYy08wEMjx2gVKFQ2DmuqanZH9g/XppkDSjeklFT0/KzvbGxsYb0v/dTzzeweEtUYy00Hhg7RV5j62sNVMP7bwzJvS759w6AxsbGwXTdPCblUEdir2GJ5N5/G0v/c2ZZUvl6sh7ZyiVJkiRJ6elpe1BVha655pqmuXPnfih2jo6ccMIJx44cOXIwwPLly195+umnU5tA6xDCxF4AG4AnI2ZpywDghNzyQ+x6jeOozjjjjFNra2t7AfTv3//ZLMvWxM7Unqampj9Walu9evX6cqFQSGqPVd7IkSMPmzp16iEA69evX7dw4cI/xM5UYhBwXG55QawgHfiT3Php0jvF5Vha9mwtA5ZGzLKLY445ZtTo0aPHAAwePHhDlmWpvf+2MmTIkIpcvq62tvaxpqamZH+2Z1nWa+rUqac2Lz/xxBNPrly5ckPMTG04npYjGpYSvv9TMho4tDheByT1/jtixIhBJ5544s733yzLHsyyrNDR58RUW1ub9HtHV8pmzZq18wuRZdlRM2fOfD5mIEmSJElSzzB79uwjC4XCzj+ue4ivJEmSJCkJFlRJkiRJUhIsqJIkSZKkJFhQJUmSJElJsKBKkiRJkpJgQZUkSZIkJcGCKkmSJElKggVVkiRJkpQEC6okSZIkKQkWVEmSJElSEiyokiRJkqQkWFAlSZIkSUmwoEqSJEmSkmBBlSRJkiQlwYIqSZIkSUqCBVWSJEmSlAQLqiRJkiQpCRZUSZIkSVISLKiSJEmSpCRYUCVJkiRJSbCgSpIkSZKSUJtfKBQKY2bPnh0riyRJkiSpBykUCmPyy7Ulj99TKBQql0aSJEmSpCIP8ZUkSZIkJcGCKkmSJElKwv8Hrm+iffGnhpYAAAAASUVORK5CYII=" 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+</div>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=80e67eb9" 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">
+<h3 id="2nd-exercise:">2nd exercise:<a class="anchor-link" href="#2nd-exercise:">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=f9aaa50c" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">chn_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="n">chn_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">!=</span><span class="mi">2</span>
+<span class="w">        </span><span class="n">chn_prev_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">        </span><span class="n">chn_next_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span>
+<span class="w">        </span><span class="c"># TODO overlap communication and computation</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_prev_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_prev_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_next_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_next_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=d9f12348" 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="Solution-of-the-exercises">Solution of the exercises<a class="anchor-link" href="#Solution-of-the-exercises">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=d7d067f8" 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">
+<h3 id="1st-exercise">1st exercise<a class="anchor-link" href="#1st-exercise">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=0e2514b0" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">chn_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="n">chn_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">!=</span><span class="mi">2</span>
+<span class="w">        </span><span class="n">chn_prev_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">        </span><span class="n">chn_next_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span><span class="w">       </span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_prev_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_prev_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_next_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_next_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Local computations</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=157e705d" 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">
+<h3 id="2nd-exercise">2nd exercise<a class="anchor-link" href="#2nd-exercise">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div id="cell-id=b6f5a89f" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">chn_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="n">chn_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">!=</span><span class="mi">2</span>
+<span class="w">        </span><span class="n">chn_prev_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">        </span><span class="n">chn_next_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span><span class="w">       </span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_prev_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+<span class="w">           </span><span class="n">t1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@async</span><span class="w"> </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_prev_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_next_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">           </span><span class="n">t2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@async</span><span class="w"> </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_next_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Local computations (interior)</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Wait for ghost values</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">            </span><span class="n">wait</span><span class="p">(</span><span class="n">t1</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">            </span><span class="n">wait</span><span class="p">(</span><span class="n">t2</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Update near boundary values</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
diff --git a/dev/notebook-output/index.html b/dev/notebook-output/julia_Tutorial.html
similarity index 94%
rename from dev/notebook-output/index.html
rename to dev/notebook-output/julia_Tutorial.html
index af2a4fb..0c2a483 100644
--- a/dev/notebook-output/index.html
+++ b/dev/notebook-output/julia_Tutorial.html
@@ -3,7 +3,7 @@
 <head><meta charset="utf-8" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0">
 
-<title>notebook</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<title>julia_tutorial</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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+<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350">
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">&#182;</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">&#182;</a></h3><h1 id="Tutorial:-Getting-started-with-Julia">Tutorial: Getting started with Julia<a class="anchor-link" href="#Tutorial:-Getting-started-with-Julia">&#182;</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
 
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-<p>This is an attached picture:</p>
+<h2 id="Contents">Contents<a class="anchor-link" href="#Contents">&#182;</a></h2><ul>
+<li>Using the Julia REPL</li>
+<li>Running serial and parallel code</li>
+<li>Installing and managing packages</li>
+</ul>
 
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+<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>Julia has its own way of running code and using packages. Many educational sources about Julia assume that you have this basic knowledge, which can be confusing to new users. In this lesson, we will learn these basic skills so that you can start learning more on Julia.</p>
 
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+<h2 id="Preliminaries">Preliminaries<a class="anchor-link" href="#Preliminaries">&#182;</a></h2><p>This is a tutorial. To follow it:</p>
+<ul>
+<li>Download and install Julia from <a href="https://julialang.org/">https://julialang.org/</a></li>
+<li>Download and install VSCode and its Julia extension. How to: <a href="https://www.julia-vscode.org/docs/dev/gettingstarted/">https://www.julia-vscode.org/docs/dev/gettingstarted/</a></li>
+<li>Continue reading this document</li>
+</ul>
 
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-<p>This is a linked picture:</p>
-
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-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
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-<div>
-<img src="https://raw.githubusercontent.com/fverdugo/XM_40017main/notebooks/figures/logo.png" align="left" width="200"/>
-</div>
-
-</div>
-</div>
-</div>
-</div>
-<div id="cell-id=cae7f8ac" class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<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="The-Julia-REPL">The Julia REPL<a class="anchor-link" href="#The-Julia-REPL">&#182;</a></h2><p>There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File &gt; Open Folder). Then,  press <code>Ctrl</code>+<code>Shift</code>+<code>P</code> to open the command bar, and execute <code>Julia: Start REPL</code>. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:</p>
+<pre><code>julia&gt; 
+</code></pre>
+<p>You have just opened the Julia <em>read-evaluate-print loop</em>, or simply the Julia <em>REPL</em>. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (<code>julia&gt;</code> in the case) is called the <em>command prompt</em> or simply the <em>prompt</em>.</p>
+<p>The usage is as follows:</p>
+<ul>
+<li>You write some input</li>
+<li>press enter</li>
+<li>you get the output</li>
+</ul>
+<p>For instance, try this</p>
 <div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
 </pre></div>
 
 </div>
 </div>
 </div>
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-<div class="jp-Cell-inputWrapper">
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-<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-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">1</span>
-</pre></div>
-
-     </div>
-</div>
-</div>
-</div>
-
-</div>
-<div id="cell-id=c3b59ed4" class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div  class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
 <div class="jp-Cell-inputWrapper">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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+<h2 id="Hello-world!">Hello world!<a class="anchor-link" href="#Hello-world!">&#182;</a></h2><p>A &quot;Hello world&quot; example looks like this in Julia</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Hello, world!&quot;</span><span class="p">)</span>
+</pre></div>
+<p>Try to run it in the REPL.</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="Help-mode">Help mode<a class="anchor-link" href="#Help-mode">&#182;</a></h2><p>Curious about what function <code>println</code> does? Enter into <em>help</em> mode to look into the documentation. This is done by typing a question mark (<code>?</code>) into the inut field:</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="o">?</span>
+</pre></div>
+<p>After typing <code>?</code>, the command prompt changes to <code>help?&gt;</code>. It means we are in help mode. Now, we can type a function name to see its documentation.</p>
+<div class="highlight"><pre><span></span><span class="n">help</span><span class="o">?&gt;</span><span class="w"> </span><span class="n">println</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+</div>
+<div  class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Package-and-shell-modes">Package and shell modes<a class="anchor-link" href="#Package-and-shell-modes">&#182;</a></h2><p>The REPL comes with two more modes, namely <em>package</em> and <em>shell</em> modes. To enter package mode type</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">]</span>
+</pre></div>
+<p>Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.</p>
+<p>To enter shell mode type semicolon (<code>;</code>)</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">;</span>
+</pre></div>
+<p>The prompt should have changed to <code>shell&gt;</code> indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,</p>
+<div class="highlight"><pre><span></span><span class="n">shell</span><span class="o">&gt;</span><span class="w"> </span><span class="n">ls</span>
+</pre></div>
+<p>will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.</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="Running-more-complex-code">Running more complex code<a class="anchor-link" href="#Running-more-complex-code">&#182;</a></h2><p>Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and <em>included</em> in the REPL. To try this, create a new file called <code>hello.jl</code>, write the code of the &quot;Hello world&quot; example above, and save it. If you are using VSCode, you can create the file using File &gt; New File &gt; Julia File. Once the file is saved with the name <code>hello.jl</code>, execute it as follows</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">include</span><span class="p">(</span><span class="s">&quot;hello.jl&quot;</span><span class="p">)</span>
+</pre></div>
 <div class="alert alert-block alert-warning">
-<b>Warning:</b> Make sure that the file <code>"hello.jl"</code> is located in the current working directory of your Julia session.
+<b>Warning:</b> Make sure that the file <code>"hello.jl"</code> is located in the current working directory of your Julia session. You can query the current directory with function <code>pwd()</code>. You can change to another directory with function <code>cd()</code> if needed.  Also, make sure that the file extension is <code>.jl</code>.
+</div>
+<p>The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed buy the path to the file containing the code you want to execute.</p>
+<pre><code>$ julia hello.jl
+</code></pre>
+<p>Previous line assumes that you have Julia properly installed in the system and that is usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the <code>PATH</code> environment variable. To check that Julia is properly installed, you can use</p>
+<pre><code>$ julia --version
+</code></pre>
+<p>If this runs without error and you see a version number, you are good to go!</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> In this tutorial, when a code snipped starts with <code>$</code>, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.
+</div>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> Avoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal.
 </div>
 
 </div>
 </div>
 </div>
 </div>
-<div id="cell-id=5b3e3d68" class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div  class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
 <div class="jp-Cell-inputWrapper">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
-<div class="alert alert-block alert-info">
-<b>Tip:</b> Avoid calling Julia code from the terminal
-</div>
+<h2 id="Running-parallel-code">Running parallel code<a class="anchor-link" href="#Running-parallel-code">&#182;</a></h2><p>Since we are in a parallel computing course, let's run a parallel &quot;hello world&quot; example in Julia. Open a Julia REPL and write</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Hello, world! I am proc </span><span class="si">$</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span><span class="s"> from </span><span class="si">$</span><span class="p">(</span><span class="n">nprocs</span><span class="p">())</span><span class="s">&quot;</span><span class="p">)</span>
+</pre></div>
+<p>Here, we are using the <code>Distributed</code> package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.</p>
+<p>You will provably only see output from 1 proces. We need to add more processes to run the example in parallel. This is done with the <code>addprocs</code> function.</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">addprocs</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+<p>We have added 3 new processes, plus the old one, we have 4 processes. Run the code again.</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Hello, world! I am proc </span><span class="si">$</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span><span class="s"> from </span><span class="si">$</span><span class="p">(</span><span class="n">nprocs</span><span class="p">())</span><span class="s">&quot;</span><span class="p">)</span>
+</pre></div>
+<p>Now, you should see output from 4 processes.</p>
+<p>It is possible to specify the number of processes when starting Julia from the terminal with the <code>-p</code> argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as</p>
+<pre><code>$ julia -p 3
+</code></pre>
+<p>and then run</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;Hello, world! I am proc </span><span class="si">$</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span><span class="s"> from </span><span class="si">$</span><span class="p">(</span><span class="n">nprocs</span><span class="p">())</span><span class="s">&quot;</span><span class="p">)</span>
+</pre></div>
+<p>You should get output from 4 processes as before.</p>
 
 </div>
 </div>
 </div>
-</div><div id="cell-id=b7267f6e" class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+</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">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-julia"><pre><span></span>
+<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="Installing-packages">Installing packages<a class="anchor-link" href="#Installing-packages">&#182;</a></h2><p>One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel &quot;Hello world&quot; example.</p>
+<p>Copy the following block of code into a new file named <code>&quot;hello_mpi.jl&quot;</code></p>
+<div class="highlight"><pre><span></span><span class="c"># file hello_mpi.jl</span>
+<span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="n">println</span><span class="p">(</span><span class="s">&quot;Hello world, I am rank </span><span class="si">$rank</span><span class="s"> of </span><span class="si">$nranks</span><span class="s">&quot;</span><span class="p">)</span>
+</pre></div>
+<p>As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.</p>
+<p>Now, run the file from the REPL</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">incude</span><span class="p">(</span><span class="s">&quot;hello_mpi.jl&quot;</span><span class="p">)</span>
+</pre></div>
+<p>It provably didn't work, right? Read the error message and note that the MPI package needs to be installed to run this code.</p>
+<p>To install a package, we need to enter <em>package</em> mode. Remember that we entered into help mode by typing <code>?</code>. Package mode is activated by typing <code>]</code></p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">]</span>
+</pre></div>
+<p>At this point, the promp should have changed to <code>(@v1.8) pkg&gt;</code> indicating that we are in package mode. The text between parenthesis indicates which is the active <em>project</em>, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.8 in this example, but it can be another version in your case).</p>
+<p>To install the MPI package, type</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">MPI</span>
+</pre></div>
+<p>Congrats, you have installed MPI!</p>
+<div class="alert alert-block alert-info">
+    <b>Tip:</b>  Many Julia package names end with <code>.jl</code>. This is just a way of signaling that a package is written in Julia. When using such packages, the <code>.jl</code> needs to be ommited. In this case, we have isntalled the <code>MPI.jl</code> package even though we have only typed <code>MPI</code> in the REPL.
+</div>
+<div class="alert alert-block alert-info">
+    <b>Tip:</b>
+The package you have installed it is the Julia interface to MPI, called  <code>MPI.jl</code>. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of <code>MPI.jl</code> for further details.
+</div>
+<p>To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">incude</span><span class="p">(</span><span class="s">&quot;hello_mpi.jl&quot;</span><span class="p">)</span>
+</pre></div>
+<p>Now, it should work, but you provably get output from a single MPI rank only.</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="Running-MPI-code">Running MPI code<a class="anchor-link" href="#Running-MPI-code">&#182;</a></h2><p>To run MPI applications in parallel, you need a launcher like <code>mpiexec</code>. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run</p>
+<pre><code>$ mpiexec -np 4 julia hello_mpi.jl
+</code></pre>
+<p>But it will provably don't work since the version of <code>mpiexec</code> needs to match with the MPI version we are using from Julia. You can find the path to the <code>mpiexec</code> binary you need to use with these commands</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">mpiexec_path</span>
+</pre></div>
+<p>and then try again</p>
+<pre><code>$ /path/to/my/mpiexec -np 4 julia hello_mpi.jl
+</code></pre>
+<p>with your particular path.</p>
+<p>However, this is not very convenient. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">mpiexec</span><span class="p">(</span><span class="n">cmd</span><span class="o">-&gt;</span><span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$cmd</span><span class="sb"> -np 4 julia hello_mpi.jl`</span><span class="p">))</span>
+</pre></div>
+<p>Now, you should see output from 4 ranks.</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="Installing-packages-locally">Installing packages locally<a class="anchor-link" href="#Installing-packages-locally">&#182;</a></h2><p>We have installed the <code>MPI</code> package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.</p>
+<p>A project is simply a folder in the hard disk. To use a particular folder as your project, you need to <em>activate</em> it. This is done by entering package mode and using the <code>activate</code> command followed by the path to the folder you want to activate.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">activate</span><span class="w"> </span><span class="o">.</span>
+</pre></div>
+<p>Previous command will activate the current working directory. Note that the dot <code>.</code> is indeed the path to the current folder.</p>
+<p>The prompt has changed to <code>(lessons) pkg&gt;</code> indicating that we are in the project within the <code>lessons</code> folder. The particular folder name can be different in your case.</p>
+<div class="alert alert-block alert-info">
+    <b>Tip:</b>  You can activate a project directly when opening Julia from the terminal using the <code>--project</code> flag. The command <code>$ julia --project=.</code> will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  <code>JULIA_PROJECT</code> with the path of the folder you want to activate.
+    </div>
+  <div class="alert alert-block alert-info">
+    <b>Tip:</b>  The active project folder and the current working directory are two independent concepts! For instance,  <code>(@v1.8) pkg> activate folderB</code> and then <code>julia> cd("folderA")</code>, will activate the project in <code>folderB</code> and change the current working directory to <code>folderA</code>.
+</div>
+<p>At this point all package-related operations will be local to the new project. For instance, install the <code>DataFrames</code> package.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="n">lessons</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">DataFrames</span>
+</pre></div>
+<p>Use the package to check that it is installed</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">DataFrames</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">DataFrame</span><span class="p">(</span><span class="n">a</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span><span class="n">b</span><span class="o">=</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+<p>Now, we can return to the global project to check that <code>DataFrames</code> has not been installed there. To return to the global environment, use <code>activate</code> without a folder name.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="n">lessons</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">activate</span>
+</pre></div>
+<p>The prompt is again <code>(@v1.8) pkg&gt;</code></p>
+<p>Now, try to use <code>DataFrames</code>.</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">DataFrames</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">DataFrame</span><span class="p">(</span><span class="n">a</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span><span class="n">b</span><span class="o">=</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+<p>You should get an error or a warning unless you already had <code>DataFrames</code> installed globally.</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="Project-and-Manifest-files">Project and Manifest files<a class="anchor-link" href="#Project-and-Manifest-files">&#182;</a></h2><p>The information about a project is stored in two files <code>Project.toml</code> and <code>Manifest.toml</code>.</p>
+<ul>
+<li><p><code>Project.toml</code> contains the packages explicitly installed (the direct dependencies)</p>
+</li>
+<li><p><code>Manifest.toml</code> contains direct and indirect dependencies along with the concrete version of each package.</p>
+</li>
+</ul>
+<p>In other words, <code>Project.toml</code> contains the packages relevant for the user, whereas <code>Manifest.toml</code> is the detailed snapshot of all dependencies. The <code>Manifest.toml</code> can be used to reproduce the same envinonment in another machine.</p>
+<p>You can see the path to the current <code>Project.toml</code> file by using the <code>status</code> operator (or <code>st</code> in its short form) while in package mode</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">status</span>
+</pre></div>
+<p>The information about the <code>Manifest.toml</code> can be inspected by passing the <code>-m</code> flag.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">-</span><span class="n">m</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="Installing-packages-from-a-project-file">Installing packages from a project file<a class="anchor-link" href="#Installing-packages-from-a-project-file">&#182;</a></h2><p>Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.</p>
+<p>Assume that a colleague has sent to you a <code>Project.toml</code> file with this content:</p>
+<pre><code>[deps]
+BenchmarkTools = &quot;6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf&quot;
+DataFrames = &quot;a93c6f00-e57d-5684-b7b6-d8193f3e46c0&quot;
+MPI = &quot;da04e1cc-30fd-572f-bb4f-1f8673147195&quot;
+</code></pre>
+<p>Copy the contents of previous code block into a file called  <code>Project.toml</code> and place it in an empty folder named <code>newproject</code>. It is important that the file is named <code>Project.toml</code>. You can create a new folder from the REPL with</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">mkdir</span><span class="p">(</span><span class="s">&quot;newproject&quot;</span><span class="p">)</span>
+</pre></div>
+<p>To install all the packages registered in this file you need to activate the folder containing your <code>Project.toml</code> file</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">activate</span><span class="w"> </span><span class="n">newproject</span>
+</pre></div>
+<p>and then <em>instantiating</em> it</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="n">newproject</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">instantiate</span>
+</pre></div>
+<p>The instantiate command will download and install all listed packages and their dependencies in just one click.</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="Getting-help-in-package-mode">Getting help in package mode<a class="anchor-link" href="#Getting-help-in-package-mode">&#182;</a></h2><p>You can get help about a particular package operator by writing <code>help</code> in front of it</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">help</span><span class="w"> </span><span class="n">activate</span>
+</pre></div>
+<p>You can get an overview of all package commands by typing <code>help</code> alone</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">help</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+</div>
+<div  class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Package-operations-in-Julia-code">Package operations in Julia code<a class="anchor-link" href="#Package-operations-in-Julia-code">&#182;</a></h2><p>In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the <code>Pkg</code> package. For instance</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Pkg</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">status</span><span class="p">()</span>
+</pre></div>
+<p>is equivalent to call <code>status</code> in package mode.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">status</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+</div>
+<div  class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2><p>We have learned the basics of how to work with Julia. Now, you should be ready to start learning more on the language. If you want to further dig into the topics we have covered here, you can take a look and the following links</p>
+<ul>
+<li>Julia Manual   <a href="https://docs.julialang.org/en/v1/manual/getting-started/">https://docs.julialang.org/en/v1/manual/getting-started/</a></li>
+<li>Package manager <a href="https://pkgdocs.julialang.org/v1/getting-started/">https://pkgdocs.julialang.org/v1/getting-started/</a></li>
+</ul>
+<p>If you want to interact with the Julia community on discourse, sign in at <a href="https://discourse.julialang.org/">https://discourse.julialang.org/</a></p>
+
+</div>
+</div>
+</div>
 </div>
 </body>
 
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+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjQiIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiPgogICAgICAgIDxwYXRoIGZpbGwtcnVsZT0iZXZlbm9kZCIgY2xpcC1ydWxlPSJldmVub2RkIiBkPSJNMTcuMTkgOEgyMFYxMEgxNy45MUMxNy45NiAxMC4zMyAxOCAxMC42NiAxOCAxMVYxMkgyMFYxNEgxOC41SDE4VjE0LjAyNzVDMTUuNzUgMTQuMjc2MiAxNCAxNi4xODM3IDE0IDE4LjVDMTQgMTkuMjA4IDE0LjE2MzUgMTkuODc3OSAxNC40NTQ5IDIwLjQ3MzlDMTMuNzA2MyAyMC44MTE3IDEyLjg3NTcgMjEgMTIgMjFDOS43OCAyMSA3Ljg1IDE5Ljc5IDYuODEgMThINFYxNkg2LjA5QzYuMDQgMTUuNjcgNiAxNS4zNCA2IDE1VjE0SDRWMTJINlYxMUM2IDEwLjY2IDYuMDQgMTAuMzMgNi4wOSAxMEg0VjhINi44MUM3LjI2IDcuMjIgNy44OCA2LjU1IDguNjIgNi4wNEw3IDQuNDFMOC40MSAzTDEwLjU5IDUuMTdDMTEuMDQgNS4wNiAxMS41MSA1IDEyIDVDMTIuNDkgNSAxMi45NiA1LjA2IDEzLjQyIDUuMTdMMTUuNTkgM0wxNyA0LjQxTDE1LjM3IDYuMDRDMTYuMTIgNi41NSAxNi43NCA3LjIyIDE3LjE5IDhaTTEwIDE2SDE0VjE0SDEwVjE2Wk0xMCAxMkgxNFYxMEgxMFYxMloiIGZpbGw9IiM2MTYxNjEiLz4KICAgICAgICA8cGF0aCBkPSJNMjIgMTguNUMyMiAyMC40MzMgMjAuNDMzIDIyIDE4LjUgMjJDMTYuNTY3IDIyIDE1IDIwLjQzMyAxNSAxOC41QzE1IDE2LjU2NyAxNi41NjcgMTUgMTguNSAxNUMyMC40MzMgMTUgMjIgMTYuNTY3IDIyIDE4LjVaIiBmaWxsPSIjNjE2MTYxIi8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
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+  --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-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder-favorite: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-html5: url(data:image/svg+xml;base64,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);
+  --jp-icon-image: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1icmFuZDQganAtaWNvbi1zZWxlY3RhYmxlLWludmVyc2UiIGZpbGw9IiNGRkYiIGQ9Ik0yLjIgMi4yaDE3LjV2MTcuNUgyLjJ6Ii8+CiAgPHBhdGggY2xhc3M9ImpwLWljb24tYnJhbmQwIGpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iIzNGNTFCNSIgZD0iTTIuMiAyLjJ2MTcuNWgxNy41bC4xLTE3LjVIMi4yem0xMi4xIDIuMmMxLjIgMCAyLjIgMSAyLjIgMi4ycy0xIDIuMi0yLjIgMi4yLTIuMi0xLTIuMi0yLjIgMS0yLjIgMi4yLTIuMnpNNC40IDE3LjZsMy4zLTguOCAzLjMgNi42IDIuMi0zLjIgNC40IDUuNEg0LjR6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --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: 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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDAganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjN0IxRkEyIiBkPSJNNSAxNC45aDEybC02LjEgNnptOS40LTYuOGMwLTEuMy0uMS0yLjktLjEtNC41LS40IDEuNC0uOSAyLjktMS4zIDQuM2wtMS4zIDQuM2gtMkw4LjUgNy45Yy0uNC0xLjMtLjctMi45LTEtNC4zLS4xIDEuNi0uMSAzLjItLjIgNC42TDcgMTIuNEg0LjhsLjctMTFoMy4zTDEwIDVjLjQgMS4yLjcgMi43IDEgMy45LjMtMS4yLjctMi42IDEtMy45bDEuMi0zLjdoMy4zbC42IDExaC0yLjRsLS4zLTQuMnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggY2xhc3M9ImpwLWljb24zIiBkPSJNMS41Mjg5OSA2LjQ3MTAxQzEuMjM2ODQgNi43NjMxNiAxLjIzNjg0IDcuMjM2ODQgMS41Mjg5OSA3LjUyODk5VjcuNTI4OTlDMS44MjA5NSA3LjgyMDk1IDIuMjk0MjYgNy44MjExNiAyLjU4NjQ5IDcuNTI5NDZMNi4yNSAzLjg3MjVWMTIuMjVDNi4yNSAxMi42NjQyIDYuNTg1NzkgMTMgNyAxM1YxM0M3LjQxNDIxIDEzIDcuNzUgMTIuNjY0MiA3Ljc1IDEyLjI1VjMuODcyNUwxMS40MDI3IDcuNTMxNzhDMTEuNjk2NiA3LjgyNjE5IDEyLjE3MzYgNy44MjY0MSAxMi40Njc3IDcuNTMyMjZWNy41MzIyNkMxMi43NjE3IDcuMjM4MyAxMi43NjE3IDYuNzYxNyAxMi40Njc3IDYuNDY3NzRMNy43MDcxMSAxLjcwNzExQzcuMzE2NTggMS4zMTY1OCA2LjY4MzQyIDEuMzE2NTggNi4yOTI4OSAxLjcwNzExTDEuNTI4OTkgNi40NzEwMVoiIGZpbGw9IiM2MTYxNjEiLz4KPC9zdmc+Cg==);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE4IDEzVjIwSDRWNkg5LjAyQzkuMDcgNS4yOSA5LjI0IDQuNjIgOS41IDRINEMyLjkgNCAyIDQuOSAyIDZWMjBDMiAyMS4xIDIuOSAyMiA0IDIySDE4QzE5LjEgMjIgMjAgMjEuMSAyMCAyMFYxNUwxOCAxM1pNMTkuMyA4Ljg5QzE5Ljc0IDguMTkgMjAgNy4zOCAyMCA2LjVDMjAgNC4wMSAxNy45OSAyIDE1LjUgMkMxMy4wMSAyIDExIDQuMDEgMTEgNi41QzExIDguOTkgMTMuMDEgMTEgMTUuNDkgMTFDMTYuMzcgMTEgMTcuMTkgMTAuNzQgMTcuODggMTAuM0wyMSAxMy40MkwyMi40MiAxMkwxOS4zIDguODlaTTE1LjUgOUMxNC4xMiA5IDEzIDcuODggMTMgNi41QzEzIDUuMTIgMTQuMTIgNCAxNS41IDRDMTYuODggNCAxOCA1LjEyIDE4IDYuNUMxOCA3Ljg4IDE2Ljg4IDkgMTUuNSA5WiIvPgogICAgPHBhdGggZmlsbC1ydWxlPSJldmVub2RkIiBjbGlwLXJ1bGU9ImV2ZW5vZGQiIGQ9Ik00IDZIOS4wMTg5NEM5LjAwNjM5IDYuMTY1MDIgOSA2LjMzMTc2IDkgNi41QzkgOC44MTU3NyAxMC4yMTEgMTAuODQ4NyAxMi4wMzQzIDEySDlWMTRIMTZWMTIuOTgxMUMxNi41NzAzIDEyLjkzNzcgMTcuMTIgMTIuODIwNyAxNy42Mzk2IDEyLjYzOTZMMTggMTNWMjBINFY2Wk04IDhINlYxMEg4VjhaTTYgMTJIOFYxNEg2VjEyWk04IDE2SDZWMThIOFYxNlpNOSAxNkgxNlYxOEg5VjE2WiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
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+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f64b009a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<img alt="No description has been provided for this image" src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350"/>
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">¶</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">¶</a></h3><h1 id="Asynchronous-programming-in-Julia">Asynchronous programming in Julia<a class="anchor-link" href="#Asynchronous-programming-in-Julia">¶</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bf68ad38">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>In this notebook, we will learn the basics of asynchronous programming in Julia. In particular, we will learn about:</p>
+<ul>
+<li>Tasks</li>
+<li>Channels</li>
+</ul>
+<p>Understanding these concepts is important to learn later distributed computing.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=caf64254">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Tasks">Tasks<a class="anchor-link" href="#Tasks">¶</a></h2><h3 id="Creating--a-task">Creating  a task<a class="anchor-link" href="#Creating--a-task">¶</a></h3><p>A task is a piece of computation work that can be run asynchronously (i.e., that can be run in the background).  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fe668cb1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">work</span><span class="p">()</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Starting work"</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">7</span><span class="p">)</span>
+<span class="w">    </span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Finishing work"</span><span class="p">)</span>
+<span class="w">    </span><span class="n">r</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=67ee0328">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Task</span><span class="p">(</span><span class="n">work</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e459c5c2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Scheduling-a-task">Scheduling a task<a class="anchor-link" href="#Scheduling-a-task">¶</a></h3><p>The task has been created, but the corresponding work has not started. Note that we do not see any output from function <code>work</code> yet. To run the task we need to schedule it.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8778c199">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">schedule</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f1fb9283">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Fetching-the-task-result">Fetching the task result<a class="anchor-link" href="#Fetching-the-task-result">¶</a></h3><p>The task has been executed, but we do not see the result. To get the result we need to fetch it.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0c7b626e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fetch</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fedbbd71">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Tasks-run-asynchronously">Tasks run asynchronously<a class="anchor-link" href="#Tasks-run-asynchronously">¶</a></h3><p>It is important to note that tasks run asynchronously. To illustrate this let's create and schedule a new task.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4ccc996c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Task</span><span class="p">(</span><span class="n">work</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=015bea27">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">schedule</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5ec0718e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Note that while the task is running we can execute Julia code. To check this, execute the next two cells while the task is running.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a70fcbe8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">sin</span><span class="p">(</span><span class="mi">4</span><span class="nb">π</span><span class="p">)</span><span class="o">*</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6def444b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="mi">1</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d483d4d0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>How is this possible? Tasks run in the brackground and this particular task is sleeping for most of the time. Thus, it is possible to use the current Julia process for other operations while the tasks is sleeping.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=910323fd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Tasks-do-not-run-in-parallel">Tasks do not run in parallel<a class="anchor-link" href="#Tasks-do-not-run-in-parallel">¶</a></h3><p>It is also important to note that tasks do not run in parallel. We were able to run code while previous tasks was running because the task was idling most of the time.  If the task does actual work, the current process will be busy running this task and it is likely that we cannot run other code at the same time. Let's illustrate this with an example. The following code computes an approximation of $\pi$ using <a href="https://en.wikipedia.org/wiki/Leibniz_formula_for_pi">Leibniz formula</a>. The quality of the approximation increases with the value of <code>n</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b53ac640">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">s</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="p">(</span><span class="n">isodd</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="mi">4</span><span class="o">*</span><span class="n">s</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7614df94">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Call this function with a large number. Note that it will take some time.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=63f2aec3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">compute_π</span><span class="p">(</span><span class="mi">4_000_000_000</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=840ff590">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Create a task that performs this computation.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f16ade6c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">4_000_000_000</span><span class="p">)</span>
+<span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Task</span><span class="p">(</span><span class="n">fun</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=60c2567c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Schedule the tasks and then try to execute the 2nd cell bellow. Note that the current process will be busy running the task.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1f28a388">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">schedule</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=52e060e7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">1</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=25048665">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Tasks-take-a-function-with-no-arguments">Tasks take a function with no arguments<a class="anchor-link" href="#Tasks-take-a-function-with-no-arguments">¶</a></h3><p>This function needs to have zero arguments, but it can capture variables if needed. If we try to create a task with a function that has arguments, it will result in an error when we schedule it.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=87397749">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e99766c7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Task</span><span class="p">(</span><span class="n">add</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1a785bae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">schedule</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ebfce725">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>If we need, we can capture variables in the function to be run by the task as shown in the next cells.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=06f54fa0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4c9e586e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span>
+<span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Task</span><span class="p">(</span><span class="n">fun</span><span class="p">)</span>
+<span class="n">schedule</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=cd829a64">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Useful-macro:-@async">Useful macro: <code>@async</code><a class="anchor-link" href="#Useful-macro:-@async">¶</a></h3><p>So far, we have created tasks using low-level functions, but there are more convenient ways of creating and scheduling tasks. For instance using the <code>@async</code> macro. This macro is used to run a piece of code asynchronously. Under the hood it puts the code in an anonymous function, creates a task, and schedules it. For instance, the next cell is equivalent to previous one.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9b5152d1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@async</span><span class="w"> </span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ac3262d8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Another-useful-macro:-@sync">Another useful macro: <code>@sync</code><a class="anchor-link" href="#Another-useful-macro:-@sync">¶</a></h3><p>This macro is used to wait for all the tasks created with <code>@async</code> in a given block of code.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ef2e49f9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@sync</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="nd">@async</span><span class="w"> </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@async</span><span class="w"> </span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=98f0d685">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Channels">Channels<a class="anchor-link" href="#Channels">¶</a></h2><h3 id="Sending-data-between-tasks">Sending data between tasks<a class="anchor-link" href="#Sending-data-between-tasks">¶</a></h3><p>Julia provides channels as a way to send data between tasks. A channel is like a FIFO queue in which tasks can put and take values from. In next example, we create a channel and a task that puts five values into the channel. Finally, the task closes the channel.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b88d5308">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3421c7a6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@async</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1df0508c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>By executing next cell several times, we will get the values from the channel. We are indeed communicating values from two different tasks. If we execute the cell more than 5 times, it will raise an error since the channel is closed.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=64b9436e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=757a1b07">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Channels-are-iterable">Channels are iterable<a class="anchor-link" href="#Channels-are-iterable">¶</a></h3><p>Instead of taking values from a channel until an error occurs, we can also iterate over the channel in a for loop until the channel is closed.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2fc22dfa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fa62a4df">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@async</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e511e19b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">chnl</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">i</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b1a2a557">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Calls-to-put!-and-take!-are-blocking">Calls to <code>put!</code> and <code>take!</code> are blocking<a class="anchor-link" href="#Calls-to-put!-and-take!-are-blocking">¶</a></h3><p>Note that <code>put!</code> and <code>take!</code> are blocking operations. Calling <code>put!</code> blocks the tasks until another task calls <code>take!</code> and viceversa. Thus, we need at least 2 tasks for this to work. If we call <code>put!</code> and <code>take!</code> from the same task, it will result in a dead lock.  We have added a print statement to previous example. Run it again and note how <code>put!</code> blocks until we call <code>take!</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f34373ca">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=bfde2ecd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@async</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have put </span><span class="si">$i</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=5830659d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=006140bd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Buffered-channels">Buffered channels<a class="anchor-link" href="#Buffered-channels">¶</a></h3><p>We can be a bit more flexible and use a buffered channel. In this case, <code>put!</code> will block only if the channel is full and <code>take!</code> will block if the channel is empty. We repeat previous example, but with a buffered channel of size 2. Note that we can call <code>put!</code> until the channel is full. At this point, we need to wait to until we call <code>take!</code> which removes an item from the channel, making room for a new item.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dfe06b5f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">buffer_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}(</span><span class="n">buffer_size</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6289bc2e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@async</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have put </span><span class="si">$i</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2a87cd5f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2a23b1c3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Questions">Questions<a class="anchor-link" href="#Questions">¶</a></h2><p>How long the next cells will take each?</p>
+<h3 id="Q1-(Asynchronous.ipynb)">Q1 (Asynchronous.ipynb)<a class="anchor-link" href="#Q1-(Asynchronous.ipynb)">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dd45ae08">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">100_000_000</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=18d6cfe3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">100_000_000</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5f19d38c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q2-(Asynchronous.ipynb)">Q2 (Asynchronous.ipynb)<a class="anchor-link" href="#Q2-(Asynchronous.ipynb)">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dac0c92a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="nd">@async</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">100_000_000</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5041c355">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q3-(Asynchronous.ipynb)">Q3 (Asynchronous.ipynb)<a class="anchor-link" href="#Q3-(Asynchronous.ipynb)">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c06dc4a5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="nd">@sync</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span>
+<span class="w">    </span><span class="nd">@async</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">100_000_000</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=841b690e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q4-(Asynchronous.ipynb)">Q4 (Asynchronous.ipynb)<a class="anchor-link" href="#Q4-(Asynchronous.ipynb)">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6ac116bb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">buffer_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}(</span><span class="n">buffer_size</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=25363a90">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=df663f11">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q5-(Asynchronous.ipynb)">Q5 (Asynchronous.ipynb)<a class="anchor-link" href="#Q5-(Asynchronous.ipynb)">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9abeed40">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8e8428ce">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
diff --git a/dev/notebook-output/julia_basics.html b/dev/notebook-output/julia_basics.html
new file mode 100644
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+++ b/dev/notebook-output/julia_basics.html
@@ -0,0 +1,9430 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>julia_basics</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+	<script src='../assets/iframeResizer.contentWindow.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 .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
+.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;
+}
+
+/* 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: 0 solid transparent;
+  border-right: 0 solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0 solid transparent;
+  border-bottom: 0 solid transparent;
+}
+
+/*
+ * Lumino
+ */
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+  z-index: 0;
+}
+
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.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;
+}
+
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+.lm-Menu-item {
+  display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --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==);
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+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --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-dot: url(data:image/svg+xml;base64,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);
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+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDAganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjN0IxRkEyIiBkPSJNNSAxNC45aDEybC02LjEgNnptOS40LTYuOGMwLTEuMy0uMS0yLjktLjEtNC41LS40IDEuNC0uOSAyLjktMS4zIDQuM2wtMS4zIDQuM2gtMkw4LjUgNy45Yy0uNC0xLjMtLjctMi45LTEtNC4zLS4xIDEuNi0uMSAzLjItLjIgNC42TDcgMTIuNEg0LjhsLjctMTFoMy4zTDEwIDVjLjQgMS4yLjcgMi43IDEgMy45LjMtMS4yLjctMi42IDEtMy45bDEuMi0zLjdoMy4zbC42IDExaC0yLjRsLS4zLTQuMnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggY2xhc3M9ImpwLWljb24zIiBkPSJNMTIuNDcxIDcuNTI4OTlDMTIuNzYzMiA3LjIzNjg0IDEyLjc2MzIgNi43NjMxNiAxMi40NzEgNi40NzEwMVY2LjQ3MTAxQzEyLjE3OSA2LjE3OTA1IDExLjcwNTcgNi4xNzg4NCAxMS40MTM1IDYuNDcwNTRMNy43NSAxMC4xMjc1VjEuNzVDNy43NSAxLjMzNTc5IDcuNDE0MjEgMSA3IDFWMUM2LjU4NTc5IDEgNi4yNSAxLjMzNTc5IDYuMjUgMS43NVYxMC4xMjc1TDIuNTk3MjYgNi40NjgyMkMyLjMwMzM4IDYuMTczODEgMS44MjY0MSA2LjE3MzU5IDEuNTMyMjYgNi40Njc3NFY2LjQ2Nzc0QzEuMjM4MyA2Ljc2MTcgMS4yMzgzIDcuMjM4MyAxLjUzMjI2IDcuNTMyMjZMNi4yOTI4OSAxMi4yOTI5QzYuNjgzNDIgMTIuNjgzNCA3LjMxNjU4IDEyLjY4MzQgNy43MDcxMSAxMi4yOTI5TDEyLjQ3MSA3LjUyODk5WiIgZmlsbD0iIzYxNjE2MSIvPgo8L3N2Zz4K);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE4IDEzVjIwSDRWNkg5LjAyQzkuMDcgNS4yOSA5LjI0IDQuNjIgOS41IDRINEMyLjkgNCAyIDQuOSAyIDZWMjBDMiAyMS4xIDIuOSAyMiA0IDIySDE4QzE5LjEgMjIgMjAgMjEuMSAyMCAyMFYxNUwxOCAxM1pNMTkuMyA4Ljg5QzE5Ljc0IDguMTkgMjAgNy4zOCAyMCA2LjVDMjAgNC4wMSAxNy45OSAyIDE1LjUgMkMxMy4wMSAyIDExIDQuMDEgMTEgNi41QzExIDguOTkgMTMuMDEgMTEgMTUuNDkgMTFDMTYuMzcgMTEgMTcuMTkgMTAuNzQgMTcuODggMTAuM0wyMSAxMy40MkwyMi40MiAxMkwxOS4zIDguODlaTTE1LjUgOUMxNC4xMiA5IDEzIDcuODggMTMgNi41QzEzIDUuMTIgMTQuMTIgNCAxNS41IDRDMTYuODggNCAxOCA1LjEyIDE4IDYuNUMxOCA3Ljg4IDE2Ljg4IDkgMTUuNSA5WiIvPgogICAgPHBhdGggZmlsbC1ydWxlPSJldmVub2RkIiBjbGlwLXJ1bGU9ImV2ZW5vZGQiIGQ9Ik00IDZIOS4wMTg5NEM5LjAwNjM5IDYuMTY1MDIgOSA2LjMzMTc2IDkgNi41QzkgOC44MTU3NyAxMC4yMTEgMTAuODQ4NyAxMi4wMzQzIDEySDlWMTRIMTZWMTIuOTgxMUMxNi41NzAzIDEyLjkzNzcgMTcuMTIgMTIuODIwNyAxNy42Mzk2IDEyLjYzOTZMMTggMTNWMjBINFY2Wk04IDhINlYxMEg4VjhaTTYgMTJIOFYxNEg2VjEyWk04IDE2SDZWMThIOFYxNlpNOSAxNkgxNlYxOEg5VjE2WiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjE5NkYzIiBkPSJNNC40IDIuNWMxLjItLjEgMi45LS4zIDQuOS0uMyAyLjUgMCA0LjEuNCA1LjIgMS4zIDEgLjcgMS41IDEuOSAxLjUgMy41IDAgMi0xLjQgMy41LTIuOSA0LjEgMS4yLjQgMS43IDEuNiAyLjIgMyAuNiAxLjkgMSAzLjkgMS4zIDQuNmgtMy44Yy0uMy0uNC0uOC0xLjctMS4yLTMuN3MtMS4yLTIuNi0yLjYtMi42aC0uOXY2LjRINC40VjIuNXptMy43IDYuOWgxLjRjMS45IDAgMi45LS45IDIuOS0yLjNzLTEtMi4zLTIuOC0yLjNjLS43IDAtMS4zIDAtMS42LjJ2NC41aC4xdi0uMXoiLz4KPC9zdmc+Cg==);
+  --jp-icon-react: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMTUwIDE1MCA1NDEuOSAyOTUuMyI+CiAgPGcgY2xhc3M9ImpwLWljb24tYnJhbmQyIGpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iIzYxREFGQiI+CiAgICA8cGF0aCBkPSJNNjY2LjMgMjk2LjVjMC0zMi41LTQwLjctNjMuMy0xMDMuMS04Mi40IDE0LjQtNjMuNiA4LTExNC4yLTIwLjItMTMwLjQtNi41LTMuOC0xNC4xLTUuNi0yMi40LTUuNnYyMi4zYzQuNiAwIDguMy45IDExLjQgMi42IDEzLjYgNy44IDE5LjUgMzcuNSAxNC45IDc1LjctMS4xIDkuNC0yLjkgMTkuMy01LjEgMjkuNC0xOS42LTQuOC00MS04LjUtNjMuNS0xMC45LTEzLjUtMTguNS0yNy41LTM1LjMtNDEuNi01MCAzMi42LTMwLjMgNjMuMi00Ni45IDg0LTQ2LjlWNzhjLTI3LjUgMC02My41IDE5LjYtOTkuOSA1My42LTM2LjQtMzMuOC03Mi40LTUzLjItOTkuOS01My4ydjIyLjNjMjAuNyAwIDUxLjQgMTYuNSA4NCA0Ni42LTE0IDE0LjctMjggMzEuNC00MS4zIDQ5LjktMjIuNiAyLjQtNDQgNi4xLTYzLjYgMTEtMi4zLTEwLTQtMTkuNy01LjItMjktNC43LTM4LjIgMS4xLTY3LjkgMTQuNi03NS44IDMtMS44IDYuOS0yLjYgMTEuNS0yLjZWNzguNWMtOC40IDAtMTYgMS44LTIyLjYgNS42LTI4LjEgMTYuMi0zNC40IDY2LjctMTkuOSAxMzAuMS02Mi4yIDE5LjItMTAyLjcgNDkuOS0xMDIuNyA4Mi4zIDAgMzIuNSA0MC43IDYzLjMgMTAzLjEgODIuNC0xNC40IDYzLjYtOCAxMTQuMiAyMC4yIDEzMC40IDYuNSAzLjggMTQuMSA1LjYgMjIuNSA1LjYgMjcuNSAwIDYzLjUtMTkuNiA5OS45LTUzLjYgMzYuNCAzMy44IDcyLjQgNTMuMiA5OS45IDUzLjIgOC40IDAgMTYtMS44IDIyLjYtNS42IDI4LjEtMTYuMiAzNC40LTY2LjcgMTkuOS0xMzAuMSA2Mi0xOS4xIDEwMi41LTQ5LjkgMTAyLjUtODIuM3ptLTEzMC4yLTY2LjdjLTMuNyAxMi45LTguMyAyNi4yLTEzLjUgMzkuNS00LjEtOC04LjQtMTYtMTMuMS0yNC00LjYtOC05LjUtMTUuOC0xNC40LTIzLjQgMTQuMiAyLjEgMjcuOSA0LjcgNDEgNy45em0tNDUuOCAxMDYuNWMtNy44IDEzLjUtMTUuOCAyNi4zLTI0LjEgMzguMi0xNC45IDEuMy0zMCAyLTQ1LjIgMi0xNS4xIDAtMzAuMi0uNy00NS0xLjktOC4zLTExLjktMTYuNC0yNC42LTI0LjItMzgtNy42LTEzLjEtMTQuNS0yNi40LTIwLjgtMzkuOCA2LjItMTMuNCAxMy4yLTI2LjggMjAuNy0zOS45IDcuOC0xMy41IDE1LjgtMjYuMyAyNC4xLTM4LjIgMTQuOS0xLjMgMzAtMiA0NS4yLTIgMTUuMSAwIDMwLjIuNyA0NSAxLjkgOC4zIDExLjkgMTYuNCAyNC42IDI0LjIgMzggNy42IDEzLjEgMTQuNSAyNi40IDIwLjggMzkuOC02LjMgMTMuNC0xMy4yIDI2LjgtMjAuNyAzOS45em0zMi4zLTEzYzUuNCAxMy40IDEwIDI2LjggMTMuOCAzOS44LTEzLjEgMy4yLTI2LjkgNS45LTQxLjIgOCA0LjktNy43IDkuOC0xNS42IDE0LjQtMjMuNyA0LjYtOCA4LjktMTYuMSAxMy0yNC4xek00MjEuMiA0MzBjLTkuMy05LjYtMTguNi0yMC4zLTI3LjgtMzIgOSAuNCAxOC4yLjcgMjcuNS43IDkuNCAwIDE4LjctLjIgMjcuOC0uNy05IDExLjctMTguMyAyMi40LTI3LjUgMzJ6bS03NC40LTU4LjljLTE0LjItMi4xLTI3LjktNC43LTQxLTcuOSAzLjctMTIuOSA4LjMtMjYuMiAxMy41LTM5LjUgNC4xIDggOC40IDE2IDEzLjEgMjQgNC43IDggOS41IDE1LjggMTQuNCAyMy40ek00MjAuNyAxNjNjOS4zIDkuNiAxOC42IDIwLjMgMjcuOCAzMi05LS40LTE4LjItLjctMjcuNS0uNy05LjQgMC0xOC43LjItMjcuOC43IDktMTEuNyAxOC4zLTIyLjQgMjcuNS0zMnptLTc0IDU4LjljLTQuOSA3LjctOS44IDE1LjYtMTQuNCAyMy43LTQuNiA4LTguOSAxNi0xMyAyNC01LjQtMTMuNC0xMC0yNi44LTEzLjgtMzkuOCAxMy4xLTMuMSAyNi45LTUuOCA0MS4yLTcuOXptLTkwLjUgMTI1LjJjLTM1LjQtMTUuMS01OC4zLTM0LjktNTguMy01MC42IDAtMTUuNyAyMi45LTM1LjYgNTguMy01MC42IDguNi0zLjcgMTgtNyAyNy43LTEwLjEgNS43IDE5LjYgMTMuMiA0MCAyMi41IDYwLjktOS4yIDIwLjgtMTYuNiA0MS4xLTIyLjIgNjAuNi05LjktMy4xLTE5LjMtNi41LTI4LTEwLjJ6TTMxMCA0OTBjLTEzLjYtNy44LTE5LjUtMzcuNS0xNC45LTc1LjcgMS4xLTkuNCAyLjktMTkuMyA1LjEtMjkuNCAxOS42IDQuOCA0MSA4LjUgNjMuNSAxMC45IDEzLjUgMTguNSAyNy41IDM1LjMgNDEuNiA1MC0zMi42IDMwLjMtNjMuMiA0Ni45LTg0IDQ2LjktNC41LS4xLTguMy0xLTExLjMtMi43em0yMzcuMi03Ni4yYzQuNyAzOC4yLTEuMSA2Ny45LTE0LjYgNzUuOC0zIDEuOC02LjkgMi42LTExLjUgMi42LTIwLjcgMC01MS40LTE2LjUtODQtNDYuNiAxNC0xNC43IDI4LTMxLjQgNDEuMy00OS45IDIyLjYtMi40IDQ0LTYuMSA2My42LTExIDIuMyAxMC4xIDQuMSAxOS44IDUuMiAyOS4xem0zOC41LTY2LjdjLTguNiAzLjctMTggNy0yNy43IDEwLjEtNS43LTE5LjYtMTMuMi00MC0yMi41LTYwLjkgOS4yLTIwLjggMTYuNi00MS4xIDIyLjItNjAuNiA5LjkgMy4xIDE5LjMgNi41IDI4LjEgMTAuMiAzNS40IDE1LjEgNTguMyAzNC45IDU4LjMgNTAuNi0uMSAxNS43LTIzIDM1LjYtNTguNCA1MC42ek0zMjAuOCA3OC40eiIvPgogICAgPGNpcmNsZSBjeD0iNDIwLjkiIGN5PSIyOTYuNSIgcj0iNDUuNyIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbi1jb250cmFzdDIganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjRDgxQjYwIj4KICAgIDxwYXRoIGQ9Ik03LjIgMTguNnYtNS40TDMgNS42aDMuM2wxLjQgMy4xYy4zLjkuNiAxLjYgMSAyLjUuMy0uOC42LTEuNiAxLTIuNWwxLjQtMy4xaDMuNGwtNC40IDcuNnY1LjVsLTIuOS0uMXoiLz4KICAgIDxjaXJjbGUgY2xhc3M9InN0MCIgY3g9IjE3LjYiIGN5PSIxNi41IiByPSIyLjEiLz4KICAgIDxjaXJjbGUgY2xhc3M9InN0MCIgY3g9IjE3LjYiIGN5PSIxMSIgcj0iMi4xIi8+CiAgPC9nPgo8L3N2Zz4K);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.2.3/mermaid.esm.min.mjs")).default;
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
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+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=faecad82">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<img alt="No description has been provided for this image" src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350"/>
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">¶</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">¶</a></h3><h1 id="Basics-of-Julia">Basics of Julia<a class="anchor-link" href="#Basics-of-Julia">¶</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0f54a3f8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>In this notebook, we will cover the basic parts of Julia needed later to learn parallel computing. In particular, we will learn about:</p>
+<ul>
+<li>Variables</li>
+<li>Functions</li>
+<li>Arrays</li>
+</ul>
+<p>For a more general introduction to Julia see the nice tutorials made available by JuliaAcademy <a href="https://github.com/JuliaAcademy/JuliaTutorials/">here</a> or the official Julia educational resources <a href="https://julialang.org/learning/">here</a>.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a23a48f4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Using-Jupyter-notebooks-in-Julia">Using Jupyter notebooks in Julia<a class="anchor-link" href="#Using-Jupyter-notebooks-in-Julia">¶</a></h2><p>We are going to use Jupyter notebooks in this and other lectures. You provably have worked with notebooks (in Python). If not, here are the basic concepts you need to know to follow the lessons.</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> Did you know that Jupyter stands for Julia, Python and R?
+</div>
+<h3 id="How-to-start-a-Jupyter-nootebook-in-Julia">How to start a Jupyter nootebook in Julia<a class="anchor-link" href="#How-to-start-a-Jupyter-nootebook-in-Julia">¶</a></h3><p>To run a Julia Jupyther notebook, open a Julia REPL and type</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">]</span>
+<span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">IJulia</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">IJulia</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">notebook</span><span class="p">()</span>
+</pre></div>
+<p>A new browser window will open. Navigate to the corresponding notebook and open it.</p>
+<div class="alert alert-block alert-warning">
+<b>Warning:</b> Make sure that the notebook is using the same Julia version as the one you used to launch `IJulia`. If it is not the same, go to Kernel &gt; Change Kernel and choose the right version.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bcefe994">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Running-a-cell">Running a cell<a class="anchor-link" href="#Running-a-cell">¶</a></h3><p>To run a cell, click on a cell and press <code>Shift</code> + <code>Enter</code>. You can also use the "Run" button in the toolbar above.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4eae9070">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">3</span>
+<span class="mi">4</span><span class="o">*</span><span class="mi">5</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0a02fb75">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>As you can see from the output of previous cell, the value of the last line is displayed. We can suppress the output with a semicolon. Try it. Execute next cell.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3923b7a5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">3</span>
+<span class="mi">4</span><span class="o">*</span><span class="mi">5</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ffd3a444">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Cell-order-is-important">Cell order is important<a class="anchor-link" href="#Cell-order-is-important">¶</a></h3><p>Running the two cells below in reverse order won't work (try it).</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f7597471">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">foo</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"Well done!"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4a5d4f50">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">foo</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=92112bd1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="REPL-modes">REPL modes<a class="anchor-link" href="#REPL-modes">¶</a></h3><p>This is particular to Julia notebooks. You can use package, help, and shell mode just like in the Julia REPL.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9a445020">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="p">]</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">MPI</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=edefc54f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="o">?</span><span class="w"> </span><span class="n">print</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e69fd5f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="p">;</span><span class="w"> </span><span class="n">ls</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8b94fc33">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Variables">Variables<a class="anchor-link" href="#Variables">¶</a></h2><p>The usage of variables in Julia is pretty similar to Python and quite different from C/C++ and Fortran. However, there are also some differences with Python.</p>
+<h3 id="Creating-a-variable">Creating a variable<a class="anchor-link" href="#Creating-a-variable">¶</a></h3><p>A variable is a name associated (bound) to a value. We associate variables with values with <code>=</code> as usual.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=149b7a62">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=77b557a8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>When assigning a variable, the value on the right hand side is not copied into the variable. It is just an association of a name with a value (much like in Python).</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ba08ea11">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Re-assign-a-variable">Re-assign a variable<a class="anchor-link" href="#Re-assign-a-variable">¶</a></h3><p>We can re-assign a variable, even with a value of another type. However, avoid changing the variable type for performance reasons.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f62e49c9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=86ac71ec">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e67d8480">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"Hi!"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=767563a7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Unreachable-objects">Unreachable objects<a class="anchor-link" href="#Unreachable-objects">¶</a></h3><p>When an object is not associated with a variable any more,  it cannot be reached by the user. This can happen, e.g., when we re-assign a variable. Another case is when local variables, e.g in a function, go out of scope. The following line allocates a large array and assigns it to variable a</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=202e222b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="mi">300000000</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=35742a64">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>If we re-assign the variable to another value, the large array will be inaccessible.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e6cd1c24">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">nothing</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2883bf04">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Garbage-collector">Garbage collector<a class="anchor-link" href="#Garbage-collector">¶</a></h3><p>Luckily, Julia has a garbage collector that deallocates unreachable objects. You don't need to bother about manual deallocation! Julia is not constantly looking for unreachable objects. Thus, garbage collection does not happen instantaneously, but it will happen at some point. You can also explicitly call the garbage collector, but it is almost never done in practice.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=89516ede">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">GC</span><span class="o">.</span><span class="n">gc</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c110aa22">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Type-declarations-are-optional">Type declarations are optional<a class="anchor-link" href="#Type-declarations-are-optional">¶</a></h3><p>Julia knows the type of the object associated with a variable.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c8d93d64">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">typeof</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=df2e48c2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can annotate types if we want, but this will not improve performance (except in very special situations). Thus, annotating types is not done in practice.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=95fd3ef4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">c</span><span class="o">::</span><span class="kt">Int</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">typeof</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=67883016">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>If you annotate a variable with a type, then it cannot refer to objects of other types.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f3cdc27b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"I am a string"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=64f5aa94">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Variable-names">Variable names<a class="anchor-link" href="#Variable-names">¶</a></h3><p>There is a great flexibility to choose variable names in Julia. See all the rules in the <a href="https://docs.julialang.org/en/v1/manual/variables/#man-allowed-variable-names">manual</a> if you are interested.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=09eb4365">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can use Unicode (UTF-8 encoding) characters in variables and function names.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=94667496">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">🐱</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"I am a cat"</span>
+<span class="n">🐶</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"I am a dog"</span>
+<span class="n">🐱</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">🐶</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=beaf9680">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can also use Greek letters and other mathematical symbols. Just write the corresponding <a href="https://oeis.org/wiki/List_of_LaTeX_mathematical_symbols">LaTeX</a> command and press <code>Tab</code>. For example: <code>ω</code> is written <code>\omega</code> + <code>Tab</code></p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b9b3079e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">ω</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.234</span>
+<span class="n">sin</span><span class="p">(</span><span class="n">ω</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4f7de553">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>In fact, some useful mathematical constants are predefined in Julia with math Greek letters.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=89d6d94e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">sin</span><span class="p">(</span><span class="nb">π</span><span class="o">/</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d36ba0ae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Question-1">Question 1<a class="anchor-link" href="#Question-1">¶</a></h3><p>Which will be the value of <code>x</code> in the last line ?</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f6f4e13e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="n">y</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x</span>
+<span class="n">y</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">x</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4d2cb752">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Functions">Functions<a class="anchor-link" href="#Functions">¶</a></h2><p>Julia is very much a functional programming language. In consequence, Julia is more centered on functions than on types. This is in contrast to object-oriented languages, which are more centered on types (classes). For instance, you don't need to know the details of the Julia type system to learn parallel programming in Julia, but you need to have a quite advanced knowledge of how Julia functions work.</p>
+<h3 id="Defining-functions">Defining functions<a class="anchor-link" href="#Defining-functions">¶</a></h3><p>Functions are defined as shown in next cell. The closing <code>end</code> is necessary. Do to forget it! However, the <code>return</code> is optional. The value of last line is returned by default. Indentation is recommended, but it is also optional. That's why the closing <code>end</code> is needed.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=266b0e1b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">a</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">b</span><span class="w">  </span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=de95c63c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Once defined, a function can be called using bracket notation.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=39b452a7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=afceb0fc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Broadcast-syntax">Broadcast syntax<a class="anchor-link" href="#Broadcast-syntax">¶</a></h3><p>We can apply functions to arrays element by element using broadcast (dot) syntax.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e65be5e8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">]</span>
+<span class="n">add</span><span class="o">.</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e4ca76a4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Mathematical operators can also be broadcasted (like in Matlab). The following cell won't work. If we want to multiply element by element, we can use the broadcasted version below.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ae0b3f6d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">.*</span><span class="w"> </span><span class="n">b</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d20bc3a4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Defining-functions-(shorter-way)">Defining functions (shorter way)<a class="anchor-link" href="#Defining-functions-(shorter-way)">¶</a></h3><p>For short functions, we can skip the <code>function</code> and <code>end</code> keywords as follows.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7815aea5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">add_short</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="o">+</span><span class="n">b</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7aa48db2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">add_short</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f39c31c0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Anonymous-(lambda)-functions">Anonymous (lambda) functions<a class="anchor-link" href="#Anonymous-(lambda)-functions">¶</a></h3><p>Since we can assign function to variables, it is not needed for a function to have a function name in many cases. We can simply create an anonymous function (i.e., a function without name) and assign it to a variable.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=94ce2be7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">add_anonymous</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">a</span><span class="o">+</span><span class="n">b</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b15b84d8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can call the function by using the variable name.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=96d80a59">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">add_anonymous</span><span class="p">(</span><span class="mf">2.0</span><span class="p">,</span><span class="mf">3.5</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1723e4f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Note that <code>add_anonymous</code> is not a function name. It is just a variable associated with a function with no function name (well, it has a name technically, but with an arbitrary value).</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=5bf111a0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">nameof</span><span class="p">(</span><span class="n">add_anonymous</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7e23f9f8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">nameof</span><span class="p">(</span><span class="n">add</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e530acd3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Functions-are-first-class-objects">Functions are first-class objects<a class="anchor-link" href="#Functions-are-first-class-objects">¶</a></h3><p>We can work with Julia functions like with any other type of object. For instance, we can assign functions to variables.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e57fe028">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">add</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7a8f4bb0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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, we can call the function using the variable name.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c7e4d4ec">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c01be92e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can also create an array of functions (this will not work in Python).</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3837bf25">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">funs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="o">+</span><span class="p">,</span><span class="o">-</span><span class="p">,</span><span class="o">*</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0aac151b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 call a specific function in the array, we index the array and then call the returned function</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=aab45992">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">funs</span><span class="p">[</span><span class="mi">2</span><span class="p">](</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f0c668c8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Higher-order-functions">Higher-order functions<a class="anchor-link" href="#Higher-order-functions">¶</a></h3><p>Higher order functions are functions that take and/or return other functions. And example is the <code>count</code> function in Julia.</p>
+<p>For instance, we can pass a user-defined function to count the number of even elements in an array.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=22115f82">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">func</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="o">-&gt;</span><span class="n">i</span><span class="o">%</span><span class="mi">2</span><span class="o">==</span><span class="mi">0</span>
+<span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span>
+<span class="n">count</span><span class="p">(</span><span class="n">func</span><span class="p">,</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0b352cdc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Do-blocks">Do-blocks<a class="anchor-link" href="#Do-blocks">¶</a></h3><p>There is yet another way to define anonymous functions. If a function takes a function in its first argument (like <code>count</code>) we can skip the first argument, when calling the function, and define the function we want to pass in a do-block. This is useful, e.g., if we want to define a multi-line anonymous function. The two next cells are equivalent.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=533a21f3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">f</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="o">%</span><span class="mi">2</span>
+<span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+<span class="n">count</span><span class="p">(</span><span class="n">f</span><span class="p">,[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=68b5165a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">count</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span><span class="w"> </span><span class="k">do</span><span class="w"> </span><span class="n">i</span>
+<span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="o">%</span><span class="mi">2</span>
+<span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">0</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=559a084d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Returning-multiple-values">Returning multiple values<a class="anchor-link" href="#Returning-multiple-values">¶</a></h3><p>Julia functions always return a single variable. To return multiple values, we can wrap them in a tuple.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=eba30561">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">divrem</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+<span class="w">    </span><span class="n">α</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+<span class="w">    </span><span class="n">β</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rem</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+<span class="w">    </span><span class="p">(</span><span class="n">α</span><span class="p">,</span><span class="n">β</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1a6e9d0d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 output is a tuple as expected, but we can recover the individual values by unpacking the tuple.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=cb0c2806">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">d</span><span class="p">,</span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">divrem</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=31428737">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">d</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=76424bb5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">r</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c73ae75b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Variable-number-of-input-arguments">Variable number of input arguments<a class="anchor-link" href="#Variable-number-of-input-arguments">¶</a></h3><p>Functions with multiple arguments are also supported. The following example iterates over the given arguments and prints them. <code>args</code> is just a tuple with all arguments.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a7f94ff0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">showargs</span><span class="p">(</span><span class="n">args</span><span class="o">...</span><span class="p">)</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">arg</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">enumerate</span><span class="p">(</span><span class="n">args</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"args[</span><span class="si">$i</span><span class="s">] = </span><span class="si">$arg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7828534e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">showargs</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="s">"Hi!"</span><span class="p">,</span><span class="nb">π</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f31fc3ff">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">showargs</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=dc47d83b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Positional-and-keyword-arguments">Positional and keyword arguments<a class="anchor-link" href="#Positional-and-keyword-arguments">¶</a></h3><p>Functions can combine positional and keyword arguments much like in Python, but keyword arguments start with semicolon <code>;</code> in Julia.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=37cd0314">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">foo</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">;</span><span class="n">c</span><span class="p">,</span><span class="n">d</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Positional: a=</span><span class="si">$a</span><span class="s">, b=</span><span class="si">$b</span><span class="s">. Keyword: c=</span><span class="si">$c</span><span class="s">, d=</span><span class="si">$d</span><span class="s">"</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ee19db3d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">foo</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="n">d</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4919ef95">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Optional-arguments">Optional arguments<a class="anchor-link" href="#Optional-arguments">¶</a></h3><p>We can provide default values to arguments to make them optional.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=650e6d67">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">bar</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="o">=</span><span class="mi">0</span><span class="p">;</span><span class="n">c</span><span class="p">,</span><span class="n">d</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Positional: a=</span><span class="si">$a</span><span class="s">, b=</span><span class="si">$b</span><span class="s">. Keyword: c=</span><span class="si">$c</span><span class="s">, d=</span><span class="si">$d</span><span class="s">"</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e5d03536">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">bar</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=94599fa3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Question-2">Question 2<a class="anchor-link" href="#Question-2">¶</a></h3><p>Which will be the value of <code>x</code> below?</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=79bd84bd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">hofun</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="w">    </span><span class="n">y</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">x</span><span class="o">*</span><span class="n">y</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a9a7b774">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">f2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">hofun</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f6606086">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f2</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">x</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bc8e9bcf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Arrays">Arrays<a class="anchor-link" href="#Arrays">¶</a></h2><p>Julia supports multi-dimensional arrays. They are very similar to Numpy arrays in Python. Let's learn the basics of Julia arrays.</p>
+<h3 id="Array-literals">Array literals<a class="anchor-link" href="#Array-literals">¶</a></h3><p>We can create (small) arrays from the given values using array literals.</p>
+<p>Next cell creates a vector with 3 integers. Note for Python users: there is no difference between vectors and lists in Julia.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=08652696">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">vec</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=70f15e92">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can create a matrix as follows.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a3aacf71">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">mat</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="mi">4</span>
+<span class="w">       </span><span class="mi">5</span><span class="w"> </span><span class="mi">6</span><span class="w"> </span><span class="mi">7</span><span class="w"> </span><span class="mi">8</span>
+<span class="w">       </span><span class="mi">9</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="mi">11</span><span class="w"> </span><span class="mi">12</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e096b198">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Array-initialization">Array initialization<a class="anchor-link" href="#Array-initialization">¶</a></h3><p>We can create arrays with all the entries equal to zero, to one, or to a specific given value. The value can be any Julia object, even a function!</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9357edac">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">zeros</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dfc88af3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=49e5a779">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6bbde94a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fill</span><span class="p">(</span><span class="mf">5.0</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d2c44cce">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fill</span><span class="p">(</span><span class="n">add</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=495827bc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Array-comprehensions">Array comprehensions<a class="anchor-link" href="#Array-comprehensions">¶</a></h3><p>We can also create the items in the array using a loop within an array comprehension.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4b3c56b4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">squares</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="w"> </span><span class="n">i</span><span class="o">^</span><span class="mi">2</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">8</span><span class="w"> </span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=cee954ce">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Indexing">Indexing<a class="anchor-link" href="#Indexing">¶</a></h3><p>We can get and set the items of an array by indexing the array.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=df901c08">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">squares</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dc58cf4c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">squares</span><span class="p">[</span><span class="k">end</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=aa7936e0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">squares</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="mi">4</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6cf66ef0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">squares</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">16</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9125cbeb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">squares</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="mi">3</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">9</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f64021ab">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Immutable-element-type">Immutable element type<a class="anchor-link" href="#Immutable-element-type">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6650d6e7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Note that once set, the type of the elements in the array cannot be changed. If we try to set an item with an object of a different type, Julia will try to do a conversion, which can fail depending on the passed value.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c79b297e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">,</span><span class="mi">12</span><span class="p">,</span><span class="mi">13</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2694f3d4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"Hi!"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=92bae51d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Arrays-of-any-element-type">Arrays of any element type<a class="anchor-link" href="#Arrays-of-any-element-type">¶</a></h3><p>Arrays of fixed element type seem to be very rigid, right? Python list have not this limitation. However, we can use arrays of <code>Any</code> type, which are as flexible as Python lists, or even more since they can also contain functions.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d656b9ce">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Any</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">,</span><span class="mi">12</span><span class="p">,</span><span class="mi">13</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3d08e4ba">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"HI!"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=92bf2cab">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1c72351a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Loops">Loops<a class="anchor-link" href="#Loops">¶</a></h3><p>The loop in next cell visits the elements in <code>a</code> one after the other.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=72dfc0f2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">30</span><span class="p">,</span><span class="mi">40</span><span class="p">]</span>
+<span class="k">for</span><span class="w"> </span><span class="n">ai</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">a</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">ai</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d4906337">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>This loop visits the integers from 1 to the length of the array and indexes the array at each of these integers.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=75f5ab89">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">length</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="w">    </span><span class="n">ai</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">ai</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e7abfdd6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>This loop "enumerates" the items in the array.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=96dfab12">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">ai</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">enumerate</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">ai</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b4747037">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Arrays-indices-are-1-based-by-default">Arrays indices are 1-based by default<a class="anchor-link" href="#Arrays-indices-are-1-based-by-default">¶</a></h3><p>Be aware of this if you are a C or Python user.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=694ec903">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">30</span><span class="p">,</span><span class="mi">40</span><span class="p">]</span>
+<span class="n">a</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" id="cell-id=a2ed5b01">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Slicing-allocates-a-new-array">Slicing allocates a new array<a class="anchor-link" href="#Slicing-allocates-a-new-array">¶</a></h3><p>This is also different from Numpy in Python.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=961a82a3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">     </span><span class="mi">4</span><span class="w"> </span><span class="mi">5</span><span class="w"> </span><span class="mi">6</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1c9f2162">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4664eeb7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">s</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c356e67d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b75a2b83">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Array-views">Array views<a class="anchor-link" href="#Array-views">¶</a></h3><p>If you want to modify the original array, use <code>view</code> instead.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3d8e2ab7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">v</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="o">:</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=329079bd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3b26a483">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fef8495e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Exercises">Exercises<a class="anchor-link" href="#Exercises">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7d84ceaf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Exercise-1">Exercise 1<a class="anchor-link" href="#Exercise-1">¶</a></h3><p>Implement a function <code>ex1(a)</code> that finds the largest item in the array <code>a</code>. It should return the largest item and its corresponding position in the array. If there are multiple maximal elements, then the first one will be returned. Assume that the array is not empty. Implement the function in the next cell. Test your implementation with the other one.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8e6c7091">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># Implement here</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=370afcca">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="n">arr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">ex1</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="p">(</span><span class="mi">7</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7be19eb4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Exercise-2">Exercise 2<a class="anchor-link" href="#Exercise-2">¶</a></h3><p>Implement a function <code>ex2(f,g)</code> that takes two functions <code>f(x)</code> and <code>g(x)</code> and returns a new function <code>h(x)</code> representing the sum of <code>f</code> and <code>g</code>, i.e., <code>h(x)=f(x)+g(x)</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=331e90b6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># Implement here</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9e86c981">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">h</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ex2</span><span class="p">(</span><span class="n">sin</span><span class="p">,</span><span class="n">cos</span><span class="p">)</span>
+<span class="n">xs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">LinRange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="nb">π</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">all</span><span class="p">(</span><span class="n">x</span><span class="o">-&gt;</span><span class="w"> </span><span class="n">h</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">+</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">),</span><span class="w"> </span><span class="n">xs</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3324a991">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Exercise-3-(hard)">Exercise 3 (hard)<a class="anchor-link" href="#Exercise-3-(hard)">¶</a></h3><p>Function <code>mandel</code> estimates if a given point <code>(x,y)</code> in the complex plane belongs to the <a href="https://en.wikipedia.org/wiki/Mandelbrot_set">Mandelbrot set</a>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0ac481c1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">mandel</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">max_iters</span><span class="p">)</span>
+<span class="w">    </span><span class="n">z</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Complex</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">)</span>
+<span class="w">    </span><span class="n">c</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">z</span>
+<span class="w">    </span><span class="n">threshold</span><span class="o">=</span><span class="mi">2</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">n</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">max_iters</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">abs</span><span class="p">(</span><span class="n">z</span><span class="p">)</span><span class="o">&gt;</span><span class="n">threshold</span>
+<span class="w">            </span><span class="k">return</span><span class="w"> </span><span class="n">n</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">z</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">z</span><span class="o">^</span><span class="mi">2</span><span class="w"> </span><span class="o">+</span><span class="n">c</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">max_iters</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=86ea2591">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>If the value of <code>mandel</code> is less than <code>max_iters</code>, the point is provably outside the Mandelbrot set. If <code>mandel</code> is equal to  <code>max_iters</code>, then the point is provably inside the set. The larger <code>max_iters</code>, the better the quality of the estimate (the nicer will be your plot).</p>
+<p>Plot the value of function <code>mandel</code> for each pixel in a 2D grid of the box.</p>
+<p>$$(-1.7,0.7)\times(-1.2,1.2).$$</p>
+<p>Use a grid resolution of at least 1000 points in each direction and <code>max_iters</code> at least 10. You can increase these values to get nicer plots. To plot the values use function <code>heatmap</code> from the Julia package <code>GLMakie</code>. Use <code>LinRange</code> to divide the horizontal and vertical axes into pixels. See the documentation of these functions for help. <code>GLMakie</code> is a GPU-accelerated plotting back-end for Julia. It is a large package and it can take some time to install and to generate the first plot. Be patient.</p>
+</div>
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+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># Implement here</span>
+</pre></div>
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diff --git a/dev/notebook-output/julia_distributed.html b/dev/notebook-output/julia_distributed.html
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+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --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==);
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+  --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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);
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+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
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+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --jp-icon-expand-all: url(data:image/svg+xml;base64,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);
+  --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-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggY2xhc3M9ImpwLWljb24zIiBkPSJNMTIuNDcxIDcuNTI4OTlDMTIuNzYzMiA3LjIzNjg0IDEyLjc2MzIgNi43NjMxNiAxMi40NzEgNi40NzEwMVY2LjQ3MTAxQzEyLjE3OSA2LjE3OTA1IDExLjcwNTcgNi4xNzg4NCAxMS40MTM1IDYuNDcwNTRMNy43NSAxMC4xMjc1VjEuNzVDNy43NSAxLjMzNTc5IDcuNDE0MjEgMSA3IDFWMUM2LjU4NTc5IDEgNi4yNSAxLjMzNTc5IDYuMjUgMS43NVYxMC4xMjc1TDIuNTk3MjYgNi40NjgyMkMyLjMwMzM4IDYuMTczODEgMS44MjY0MSA2LjE3MzU5IDEuNTMyMjYgNi40Njc3NFY2LjQ2Nzc0QzEuMjM4MyA2Ljc2MTcgMS4yMzgzIDcuMjM4MyAxLjUzMjI2IDcuNTMyMjZMNi4yOTI4OSAxMi4yOTI5QzYuNjgzNDIgMTIuNjgzNCA3LjMxNjU4IDEyLjY4MzQgNy43MDcxMSAxMi4yOTI5TDEyLjQ3MSA3LjUyODk5WiIgZmlsbD0iIzYxNjE2MSIvPgo8L3N2Zz4K);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjE5NkYzIiBkPSJNNC40IDIuNWMxLjItLjEgMi45LS4zIDQuOS0uMyAyLjUgMCA0LjEuNCA1LjIgMS4zIDEgLjcgMS41IDEuOSAxLjUgMy41IDAgMi0xLjQgMy41LTIuOSA0LjEgMS4yLjQgMS43IDEuNiAyLjIgMyAuNiAxLjkgMSAzLjkgMS4zIDQuNmgtMy44Yy0uMy0uNC0uOC0xLjctMS4yLTMuN3MtMS4yLTIuNi0yLjYtMi42aC0uOXY2LjRINC40VjIuNXptMy43IDYuOWgxLjRjMS45IDAgMi45LS45IDIuOS0yLjNzLTEtMi4zLTIuOC0yLjNjLS43IDAtMS4zIDAtMS42LjJ2NC41aC4xdi0uMXoiLz4KPC9zdmc+Cg==);
+  --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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.2.3/mermaid.esm.min.mjs")).default;
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
+    function makeMermaidImage(svg) {
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+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=287c5272">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<img alt="No description has been provided for this image" src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350"/>
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">¶</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=aebf6482">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Printf</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="n">solution</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">answer</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">solution</span>
+<span class="w">        </span><span class="s">"🥳 Well done! "</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="s">"It's not correct. Keep trying! 💪"</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span><span class="o">|&gt;</span><span class="w"> </span><span class="n">println</span>
+<span class="k">end</span>
+<span class="n">q_1_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"a"</span><span class="p">)</span>
+<span class="n">q_2_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"b"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2133c064">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Distributed-computing-in-Julia">Distributed computing in Julia<a class="anchor-link" href="#Distributed-computing-in-Julia">¶</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a7b64d5a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the Distributed module available in the Julia standard library. The main topics we are going to cover are:</p>
+<ul>
+<li>How to create Julia processes</li>
+<li>How to execute code remotely</li>
+<li>How to send and receive data</li>
+</ul>
+<p>With this knowledge you will be able to implement simple and complex parallel algorithms in Julia.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=01af032c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="How-to-create-Julia-processes">How to create Julia processes<a class="anchor-link" href="#How-to-create-Julia-processes">¶</a></h2><p>First of all, we need several processes in order to run parallel algorithms <em>in parallel</em>. In this section, we discuss different ways to create new processes in Julia.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=036a25d7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Adding-processes-locally">Adding processes locally<a class="anchor-link" href="#Adding-processes-locally">¶</a></h3><p>The simplest way of creating processes for parallel computing is to add them locally in the current Julia session. This is done by using the following commands.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c6fed889">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d16faba9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">addprocs</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f07ac76c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Last cell created 3 new Julia processes. By default, they run locally in the same computer as the current Julia session, using multiple cores if possible. However, it is also possible to start the new processes in other machines as long as they are interconnected (more details on this later).</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> We can also start new processes when launching Julia from the command line by suing the `-p` command-line argument. E.g., `$ julia -p 3 ` would launch Julia with 3 extra processes.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d2e507dc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Each-process-runs-a-separated-Julia-instance">Each process runs a separated Julia instance<a class="anchor-link" href="#Each-process-runs-a-separated-Julia-instance">¶</a></h3><p>When adding the new processes, you can imagine that 3 new Julia REPLs have started under the hood (see figure below). The main point of the Distributed module is to provide a way of coordinating all these Julia processes to run code in parallel. It is important to note that each process runs in a separated Julia instance. This means that each process has its own memory space and therefore they do not share memory. This results in distributed-memory parallelism, and allows one to run processes in different machines.</p>
+<div>
+<img align="left" alt="No description has been provided for this image" 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+<h3 id="Basic-info-about-processes">Basic info about processes<a class="anchor-link" href="#Basic-info-about-processes">¶</a></h3><p>The following functions provide basic information about the underlying processes. If more than one process is available, the first process is called the <em>main</em> or <em>master</em> and the other the <em>workers</em>. If only a single process is available, it is the master and the first worker simultaneously.</p>
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+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">procs</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7a8498e6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">workers</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c6a8d8e4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">nprocs</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6f8b2888">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">nworkers</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8583dee0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">myid</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=17f1541f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=44633d04">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>In previous cell, we have used the macro <code>@everywhere</code> that evaluates the given code on all processes. As a result, each process will print its own process id.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2d104013">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Creating-workers-in-other-machines">Creating workers in other machines<a class="anchor-link" href="#Creating-workers-in-other-machines">¶</a></h3><p>For large parallel computations, one typically needs to use different computers in parallel. Function <code>addprocs</code> also provides a low-level method to start workers in other machines. Next code example would create 3 workers in <code>server1</code> and 4 new workers in server <code>server2</code> (see figure below). Under the hood, Julia connects via ssh to the other machines and starts the new processes there. In order this to work, the local computer and the remote servers need to be properly configured (see the Julia manual for details).</p>
+<div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+<span class="n">machines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[(</span><span class="s">"user@server1"</span><span class="p">,</span><span class="mi">3</span><span class="p">),(</span><span class="s">"user@server2"</span><span class="p">,</span><span class="mi">4</span><span class="p">)]</span>
+<span class="n">addprocs</span><span class="p">(</span><span class="n">machines</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3869f1f7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<div>
+<img align="left" alt="No description has been provided for this image" 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+</div>
+</div>
+</div>
+</div>
+</div>
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+</div>
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+<h3 id="Adding-workers-with-ClusterManagers.jl">Adding workers with ClusterManagers.jl<a class="anchor-link" href="#Adding-workers-with-ClusterManagers.jl">¶</a></h3><p>Previous way of starting workers in other machines is very low-level. Happily, there is a Julia package called <a href="https://github.com/JuliaParallel/ClusterManagers.jl">ClusterManagers.jl</a> that helps to create workers remotely in number of usual scenarios. For instance, when running the following code from the login node in a computer cluster, it will submit a job to the cluster queue allocating 128 threads. A worker will be generated for each one of these threads. If the compute node have 64 cores, 2 compute nodes will be used to create to contain the 128 workers (see below).</p>
+<div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+<span class="k">using</span><span class="w"> </span><span class="n">ClusterManagers</span>
+<span class="n">addprocs</span><span class="p">(</span><span class="n">SlurmManager</span><span class="p">(</span><span class="mi">128</span><span class="p">),</span><span class="w"> </span><span class="n">partition</span><span class="o">=</span><span class="s">"debug"</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="o">=</span><span class="s">"00:5:00"</span><span class="p">)</span>
+</pre></div>
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" width="450"/>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8c8bc619">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Executing-code-remotely">Executing code remotely<a class="anchor-link" href="#Executing-code-remotely">¶</a></h2><p>We have added new processes to our Julia session. Let's start using them!</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=76a8bf7a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Function-remotecall">Function <code>remotecall</code><a class="anchor-link" href="#Function-remotecall">¶</a></h3><p>The most basic thing we can do with a remote processor is to execute a given function on it. This is done by using function <code>remotecall</code>. To make clear how local and remote executions compare, let's call a function locally and then remotely. Next cell uses function <code>ones</code> to create a matrix locally.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e2d0803a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a87fe170">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 cell does the same operation, but remotely on process 2. Note that <code>remotecall</code> takes the function we want to execute remotely, the process id where we want to execute it and, finally, the function arguments.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=78010eb4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="n">ones</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b931f9c5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Note that <code>remotecall</code> does not return the result of the underlying function, but a <code>Future</code>. This object represents a reference to a task running on the remote process. To move a copy of the result to the current process we can use <code>fetch</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e8163967">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=613c4a20">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="remotecall-is-asynchronous"><code>remotecall</code> is asynchronous<a class="anchor-link" href="#remotecall-is-asynchronous">¶</a></h3><p>It is important to note that <code>remotecall</code> does not wait for the remote process to finish. It turns immediately. This can be checked be calling remotely the following function that sleeps for 10 secods and then generates a matrix.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d918200b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="p">(</span><span class="n">sleep</span><span class="p">(</span><span class="mi">10</span><span class="p">);</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d5fba3bc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>When running next cell, it will return immediately, event though the remote process will sleep for 10 seconds. We can even run code in parallel. To try this execute the second next cell while the remote call is running in the worker.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=339e425b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8ff8dc16">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">1</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=40f9d6c4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>However, when fetching the result, the current process blocks waiting until the result is available in the remote process and arrives to its destination.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=76705f73">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=75cb8b37">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Useful-macro:-@spawnat">Useful macro: <code>@spawnat</code><a class="anchor-link" href="#Useful-macro:-@spawnat">¶</a></h3><p>You have provably realized that in order to use <code>remotecall</code> we have written auxiliary anonymous functions. They are needed to wrap the code we want to execute remotely. Writing these functions can be tedious. Happily, the macro <code>@spawnat</code> generates an auxiliary function from the given block of code and calls <code>remotecall</code> for us. For instance, the two following cells are equivalent.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4b550925">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2394cc7f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">remotecall</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8631fd6f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="@async-vs-@spawnat"><code>@async</code> vs <code>@spawnat</code><a class="anchor-link" href="#@async-vs-@spawnat">¶</a></h3><p>The relation between <code>@async</code> and <code>@pawnat</code> is obvious. From the user perspective they work almost in the same way. However,  <code>@async</code> generates a task that runs asynchronously in the current process, whereas <code>@spawnat</code> executes a task in a remote process in parallel. In both cases, the result is obtained using <code>fetch</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7d681ed9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">tsk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@async</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">tsk</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c8141cff">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="ss">:any</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=10899cd4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Another-usefull-macro:-@fetchfrom">Another usefull macro: <code>@fetchfrom</code><a class="anchor-link" href="#Another-usefull-macro:-@fetchfrom">¶</a></h3><p>Macro <code>@fetchfrom</code> is the blocking version of <code>@spawnat</code>. It blocks and returns the corresponding result instead of a <code>Future</code> object.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f17da98e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@fetchfrom</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e9d37079">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Data-movement">Data movement<a class="anchor-link" href="#Data-movement">¶</a></h2><p>Data movement is a crucial part in distributed-memory computations and it is usually one of its main computational
+bottlenecks. Being aware of the data we are moving when using functions such as <code>remotecall</code> is important to write efficient distributed algorithms in Julia. Julia also provides a special type of channel, called remote channel, to send and receive data between processes.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6d6e04d9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Data-movement-in-remotecall-/-fetch">Data movement in <code>remotecall</code> / <code>fetch</code><a class="anchor-link" href="#Data-movement-in-remotecall-/-fetch">¶</a></h3><p>When usig <code>remotecall</code> we send to the remote process a function and its arguments. In this example, we send function name <code>+</code> and matrices <code>a</code> and <code>b</code> to proc 4. When fetching the result we receive a copy of the matrix from proc 4.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fd901fcc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="o">+</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=eda62267">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Implicit-data-movement">Implicit data movement<a class="anchor-link" href="#Implicit-data-movement">¶</a></h3><p>Be aware that data movements can be implicit. This usually happens when we execute remotely functions that capture variables. In the following example, we are also sending matrices <code>a</code> and <code>b</code> to proc 4, even though they do not appear as arguments in the remote call. These variables are captured by the anonymous function and will be sent to proc 4.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fe9866ac">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">a</span><span class="o">+</span><span class="n">b</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">)</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3860df18">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Data-movement-with-remote-channels">Data movement with remote channels<a class="anchor-link" href="#Data-movement-with-remote-channels">¶</a></h3><p>Another way of moving data between processes is to use remote channels. Their usage is very similar to conventional channels for moving data between tasks, but there are some important differences. In the next cell, we create a remote channel. Process 4 puts several values and closes the channel. Like for conventional channels, calls to <code>put!</code> are blocking, but next cell is not blocking the master process since the call to <code>put!</code> runs asynchronously on process 4.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=98260fd3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0a729a00">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c2ce01e0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 can take values from the remote channel form any process using <code>take!</code>. Run next cell several times. The sixth time it should raise and error since the channel was closed.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=82fbbb88">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1b3f8dcc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Remote-channels-can-be-buffered">Remote channels can be buffered<a class="anchor-link" href="#Remote-channels-can-be-buffered">¶</a></h3><p>Just like conventional channels, remote channels can be buffered. The buffer is stored in the process that owns the remote channel. By default this corresponds to process that creates the remote channel, but it can be a different one. For instance, process 3 will be the owner in the following example.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=426274ac">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">buffer_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">owner</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}(</span><span class="n">buffer_size</span><span class="p">)</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">owner</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=db3b6fd5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"start"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have put </span><span class="si">$i</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"stop"</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7e85654e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Note that since the channel is buffered, worker 4 can start putting values into it before any call to <code>take!</code>. Run next cell several times until the channel is closed.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a8500649">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b8b411f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Remote-channels-are-not-iterable">Remote channels are not iterable<a class="anchor-link" href="#Remote-channels-are-not-iterable">¶</a></h3><p>One main difference with respect to conventional channels is that remote channels cannot be iterated. Let's repeat the example above.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=18c60a68">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=73088996">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4bb35283">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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, try to iterate over the channel in a for loop. It will result in an error since channels are not iterable.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1a9bcca0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">chnl</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">j</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8eaea2fa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>If we want to take values form a remote channel and stop automatically when the channel is closed, we can combine a while loop and a try-catch statement. This works since <code>take!</code> raises an error if the channel is closed, which will execute the <code>catch</code> block and breaks the loop.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=72acd664">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">while</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">    </span><span class="k">try</span>
+<span class="w">        </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">j</span>
+<span class="w">    </span><span class="k">catch</span>
+<span class="w">        </span><span class="k">break</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1a3986c9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Questions">Questions<a class="anchor-link" href="#Questions">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fd22b74b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q1-(Distributed.ipynb)">Q1 (Distributed.ipynb)<a class="anchor-link" href="#Q1-(Distributed.ipynb)">¶</a></h3><p>How many integers are transferred between master and worker? Including both directions.</p>
+<div class="highlight"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="nd">@fetchfrom</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="o">^</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+<pre><code>a) 17
+b) 32
+c) 16^2
+d) 65</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=de4e32eb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c">#Replace x with a, b, c, or d</span>
+<span class="n">q_1_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=dbe373d1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q2-(Distributed.ipynb)">Q2 (Distributed.ipynb)<a class="anchor-link" href="#Q2-(Distributed.ipynb)">¶</a></h3><p>How many integers are transferred between master and worker? Including both directions.</p>
+<div class="highlight"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="nd">@fetchfrom</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span><span class="o">^</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+<pre><code>a) 2
+b) 17
+c) 5
+d) 32</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a234ceaa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c">#Replace x with a, b, c, or d</span>
+<span class="n">q_2_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c561a73d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q3-(Distributed.ipynb)">Q3 (Distributed.ipynb)<a class="anchor-link" href="#Q3-(Distributed.ipynb)">¶</a></h3><p>Which value will be the value of <code>x</code> ?</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b71a2171">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="nd">@sync</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
+<span class="n">x</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=835080aa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Q4-(Distributed.ipynb)">Q4 (Distributed.ipynb)<a class="anchor-link" href="#Q4-(Distributed.ipynb)">¶</a></h3><p>Which value will be the value of <code>x</code> ?</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b8678fd1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span>
+<span class="nd">@sync</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
+<span class="n">x</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9e985c61">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Remember:-each-process-runs-in-a-separated-Julia-instance">Remember: each process runs in a separated Julia instance<a class="anchor-link" href="#Remember:-each-process-runs-in-a-separated-Julia-instance">¶</a></h2><p>In particular, this means that each process can load different functions or packages. In consequence, it is important to make sure that the code we run is defined in the corresponding process.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=cdc07cba">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Functions-are-defined-in-a-single-process">Functions are defined in a single process<a class="anchor-link" href="#Functions-are-defined-in-a-single-process">¶</a></h3><p>This is a very common pitfall when running parallel code. If we define a function in a process, it is not automatically available in the other processes. This is illustrated in the next example. The remote call in the last line in next cell will fail since the function <code>sleep_ones</code> is only being defined in the local process.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4544ca4c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">sleep_ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+<span class="w">    </span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b54a1a84">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">remotecall_fetch</span><span class="p">(</span><span class="n">sleep_ones</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9ec5d8fe">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 fix this, we can define the function on all processes with the <code>@everywhere</code> macro.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7eb1e210">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">sleep_ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+<span class="w">    </span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b55cbedf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">remotecall_fetch</span><span class="p">(</span><span class="n">sleep_ones</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9f71e7fd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Anonymous-functions-are-available-everywhere">Anonymous functions are available everywhere<a class="anchor-link" href="#Anonymous-functions-are-available-everywhere">¶</a></h3><p>If a function has a name, Julia only sends the function name to the corresponding process. Then, Julia looks for the corresponding function code in the remote process and executes it. This is why the function needs to be defined also in the remote process. However, if a function is anonymous, Julia needs to send the complete function definition to the remote process. This is why anonymous functions do not need to be defined with the macro <code>@everywhere</code> to work in a remote call.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d9734913">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="p">(</span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">);</span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f08131c3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">remotecall_fetch</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ebec4f5e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Each-proc-uses-packages-independently">Each proc uses packages independently<a class="anchor-link" href="#Each-proc-uses-packages-independently">¶</a></h3><p>When using a package in a process, it is not available in the other ones. For instance, if we load the <code>LinearAlgebra</code> package in the current process and use one of its exported functions in another process, we will get an error.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e0cf3545">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">LinearAlgebra</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0498748c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@fetchfrom</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="n">norm</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=97462cbd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 fix this, we can load the package on all processors with the <code>@everywhere</code> macro.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=14ee3498">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">LinearAlgebra</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f8b3ba73">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@fetchfrom</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="n">norm</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3743ae18">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Each-process-has-its-own-active-package-environment">Each process has its own active package environment<a class="anchor-link" href="#Each-process-has-its-own-active-package-environment">¶</a></h3><p>This is another very common source of errors. You can check that if you activate the current directory, this will have no effect in the other processes.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=abf3afe5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="p">]</span><span class="w"> </span><span class="n">activate</span><span class="w"> </span><span class="o">.</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4d8bfa90">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 have activated the current folder. Now let's see which is the active project in another process, say process 2. You will see that process 2 is provably still using the global package environment.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3c6f29fb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Pkg</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ee04b3cc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">status</span><span class="p">();</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8244ae89">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 fix this, you need to activate the current directory on all processes.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=99991a93">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">activate</span><span class="p">(</span><span class="s">"."</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dfc8ea20">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">status</span><span class="p">();</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4bfbe073">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Easy-ways-of-parallelizing-code">Easy ways of parallelizing code<a class="anchor-link" href="#Easy-ways-of-parallelizing-code">¶</a></h2><p>A part from the low-level parallel routines we have seen so-far, Julia also provides much more simple ways to parallelizing loops and maps.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=89e4b22b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Useful-macro:-@distributed">Useful macro: @distributed<a class="anchor-link" href="#Useful-macro:-@distributed">¶</a></h3><p>This macro is used when we want to perform a very large for loops made of independent small iterations. To illustrate this, let's consider again the function that computes $\pi$ with Leibniz formula.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f5e27d24">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">s</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="p">(</span><span class="n">isodd</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="mi">4</span><span class="o">*</span><span class="n">s</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d0921cb9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Paralelizing this function might require some work with low-level functions like <code>remotecall</code>, but it is trivial using the macro <code>@distributed</code>. This macro runs the for loop using the available processes and optionally reduces the result using a given reduction function (<code>+</code> in this case).</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d4efb990">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">compute_π_dist</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">    </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@distributed</span><span class="w"> </span><span class="p">(</span><span class="o">+</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w">  </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="p">(</span><span class="n">isodd</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="mi">4</span><span class="o">*</span><span class="p">(</span><span class="n">s</span><span class="o">+</span><span class="n">r</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8dbc2240">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Run next cell to measure the performance of the serial function for a large value of <code>n</code>. Run it at least 2 times to get rid of compilation times.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ec604251">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">4_000_000_000</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c21b12b5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Run next cell to measure the performance of the parallel function.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=60fca9ae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">compute_π_dist</span><span class="p">(</span><span class="mi">4_000_000_000</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f996ec0b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Useful-function:-pmap">Useful function: <code>pmap</code><a class="anchor-link" href="#Useful-function:-pmap">¶</a></h3><p>This function is used when we want to call a very expensive function a small number of evaluations and we want to distribute these evaluations over the available processes. To illustrate the usage of <code>pmap</code> consider the following example. Next cell generates sixty 30x30 matrices. The goal is to compute the singular value decomposition of all of them. This operation is known to be expensive for large matrices. Thus, this is a perfect scenario for <code>pmap</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3d137f35">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span><span class="mi">300</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">60</span><span class="p">];</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b95d3558">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>First, lets measure the serial performance</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9f6e302b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">LinearAlgebra</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=74f16257">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">svd</span><span class="o">.</span><span class="p">(</span><span class="n">a</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=25de96e4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>If we use <code>pmap</code> instead of broadcast, the different calls to <code>svd</code> will be distributed over the available processes.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4f9c5c2d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">pmap</span><span class="p">(</span><span class="n">svd</span><span class="p">,</span><span class="n">a</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ad00cf8f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Summary">Summary<a class="anchor-link" href="#Summary">¶</a></h2><p>We have seen the basics of distributed computing in Julia. The programming model is essentially an extension of tasks and channels to parallel computations on multiple machines. The low-level functions are <code>remotecall</code> and <code>RemoteChannel</code>, but there are other functions and macros like <code>pmap</code> and <code>@distributed</code> that simplify the implementation of parallel algorithms.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=49d094e4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
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+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+<title>julia_distributed_test</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+	<script src='../assets/iframeResizer.contentWindow.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 .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
+.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;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+/* <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:""; }
+
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+.bp3-icon-flame::before{
+  content:""; }
+
+.bp3-icon-flash::before{
+  content:""; }
+
+.bp3-icon-floppy-disk::before{
+  content:""; }
+
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+.bp3-icon-flow-review::before{
+  content:""; }
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+.bp3-icon-flow-review-branch::before{
+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+.bp3-icon-folder-shared-open::before{
+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
+
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+  content:""; }
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+  content:""; }
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+  content:""; }
+
+.bp3-icon-git-commit::before{
+  content:""; }
+
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+  content:""; }
+
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+  content:""; }
+
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+  content:""; }
+
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+  content:""; }
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+  content:""; }
+
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
+
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
+
+.bp3-icon-heart::before{
+  content:"♥"; }
+
+.bp3-icon-heart-broken::before{
+  content:""; }
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+  content:""; }
+
+.bp3-icon-heatmap::before{
+  content:""; }
+
+.bp3-icon-help::before{
+  content:"?"; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:"⌂"; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:"ℹ"; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:"☰"; }
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+  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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjQiIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiPgogICAgICAgIDxwYXRoIGZpbGwtcnVsZT0iZXZlbm9kZCIgY2xpcC1ydWxlPSJldmVub2RkIiBkPSJNMTcuMTkgOEgyMFYxMEgxNy45MUMxNy45NiAxMC4zMyAxOCAxMC42NiAxOCAxMVYxMkgyMFYxNEgxOC41SDE4VjE0LjAyNzVDMTUuNzUgMTQuMjc2MiAxNCAxNi4xODM3IDE0IDE4LjVDMTQgMTkuMjA4IDE0LjE2MzUgMTkuODc3OSAxNC40NTQ5IDIwLjQ3MzlDMTMuNzA2MyAyMC44MTE3IDEyLjg3NTcgMjEgMTIgMjFDOS43OCAyMSA3Ljg1IDE5Ljc5IDYuODEgMThINFYxNkg2LjA5QzYuMDQgMTUuNjcgNiAxNS4zNCA2IDE1VjE0SDRWMTJINlYxMUM2IDEwLjY2IDYuMDQgMTAuMzMgNi4wOSAxMEg0VjhINi44MUM3LjI2IDcuMjIgNy44OCA2LjU1IDguNjIgNi4wNEw3IDQuNDFMOC40MSAzTDEwLjU5IDUuMTdDMTEuMDQgNS4wNiAxMS41MSA1IDEyIDVDMTIuNDkgNSAxMi45NiA1LjA2IDEzLjQyIDUuMTdMMTUuNTkgM0wxNyA0LjQxTDE1LjM3IDYuMDRDMTYuMTIgNi41NSAxNi43NCA3LjIyIDE3LjE5IDhaTTEwIDE2SDE0VjE0SDEwVjE2Wk0xMCAxMkgxNFYxMEgxMFYxMloiIGZpbGw9IiM2MTYxNjEiLz4KICAgICAgICA8cGF0aCBkPSJNMjIgMTguNUMyMiAyMC40MzMgMjAuNDMzIDIyIDE4LjUgMjJDMTYuNTY3IDIyIDE1IDIwLjQzMyAxNSAxOC41QzE1IDE2LjU2NyAxNi41NjcgMTUgMTguNSAxNUMyMC40MzMgMTUgMjIgMTYuNTY3IDIyIDE4LjVaIiBmaWxsPSIjNjE2MTYxIi8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yMCA4aC0yLjgxYy0uNDUtLjc4LTEuMDctMS40NS0xLjgyLTEuOTZMMTcgNC40MSAxNS41OSAzbC0yLjE3IDIuMTdDMTIuOTYgNS4wNiAxMi40OSA1IDEyIDVjLS40OSAwLS45Ni4wNi0xLjQxLjE3TDguNDEgMyA3IDQuNDFsMS42MiAxLjYzQzcuODggNi41NSA3LjI2IDcuMjIgNi44MSA4SDR2MmgyLjA5Yy0uMDUuMzMtLjA5LjY2LS4wOSAxdjFINHYyaDJ2MWMwIC4zNC4wNC42Ny4wOSAxSDR2MmgyLjgxYzEuMDQgMS43OSAyLjk3IDMgNS4xOSAzczQuMTUtMS4yMSA1LjE5LTNIMjB2LTJoLTIuMDljLjA1LS4zMy4wOS0uNjYuMDktMXYtMWgydi0yaC0ydi0xYzAtLjM0LS4wNC0uNjctLjA5LTFIMjBWOHptLTYgOGgtNHYtMmg0djJ6bTAtNGgtNHYtMmg0djJ6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,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);
+  --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-delete: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2cHgiIGhlaWdodD0iMTZweCI+CiAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIiAvPgogICAgPHBhdGggY2xhc3M9ImpwLWljb24zIiBmaWxsPSIjNjI2MjYyIiBkPSJNNiAxOWMwIDEuMS45IDIgMiAyaDhjMS4xIDAgMi0uOSAyLTJWN0g2djEyek0xOSA0aC0zLjVsLTEtMWgtNWwtMSAxSDV2MmgxNFY0eiIgLz4KPC9zdmc+Cg==);
+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
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+  --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-favorite: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
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+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4=);
+  --jp-icon-listings-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDAganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjN0IxRkEyIiBkPSJNNSAxNC45aDEybC02LjEgNnptOS40LTYuOGMwLTEuMy0uMS0yLjktLjEtNC41LS40IDEuNC0uOSAyLjktMS4zIDQuM2wtMS4zIDQuM2gtMkw4LjUgNy45Yy0uNC0xLjMtLjctMi45LTEtNC4zLS4xIDEuNi0uMSAzLjItLjIgNC42TDcgMTIuNEg0LjhsLjctMTFoMy4zTDEwIDVjLjQgMS4yLjcgMi43IDEgMy45LjMtMS4yLjctMi42IDEtMy45bDEuMi0zLjdoMy4zbC42IDExaC0yLjRsLS4zLTQuMnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgoKICA8ZyBjbGFzcz0ianAtaWNvbi1hY2NlbnQyIiBmaWxsPSIjRkZGIj4KICAgIDxjaXJjbGUgY2xhc3M9InN0MiIgY3g9IjUuNSIgY3k9IjE0LjUiIHI9IjEuNSIvPgogICAgPHJlY3QgeD0iMTIiIHk9IjQiIGNsYXNzPSJzdDIiIHdpZHRoPSIxIiBoZWlnaHQ9IjgiLz4KICAgIDxyZWN0IHg9IjguNSIgeT0iNy41IiB0cmFuc2Zvcm09Im1hdHJpeCgwLjg2NiAtMC41IDAuNSAwLjg2NiAtMi4zMjU1IDcuMzIxOSkiIGNsYXNzPSJzdDIiIHdpZHRoPSI4IiBoZWlnaHQ9IjEiLz4KICAgIDxyZWN0IHg9IjEyIiB5PSI0IiB0cmFuc2Zvcm09Im1hdHJpeCgwLjUgLTAuODY2IDAuODY2IDAuNSAtMC42Nzc5IDE0LjgyNTIpIiBjbGFzcz0ic3QyIiB3aWR0aD0iMSIgaGVpZ2h0PSI4Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --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-share: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --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-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+.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-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+.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-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(--jp-terminal-icon-background-color, var(--jp-inverse-layout2));
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout3));
+}
+
+/* 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) .jp-icon-hoverShow-content {
+  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-switch-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-switch-true-position-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 24px 12px 24px;
+  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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.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-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--md-blue-700);
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--md-red-600);
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--md-grey-700);
+}
+
+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;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+.jp-MainAreaWidget {
+  contain: strict;
+}
+
+/**
+ * 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: #282f2f;
+
+  --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: 8;
+  overflow-x: hidden;
+}
+
+/* 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);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #ffffff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/* 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);
+}
+
+.CodeMirror.cm-fat-cursor .cm-overlay.cm-searching {
+  opacity: 0.5;
+}
+
+.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;
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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;
+}
+
+/* Use `div[style]` as more specific selector on 3.4.x to reduce the impact of
+ * Chromium style invalidation strategy on performance when many divs are present.
+ */
+.jp-CodeMirrorEditor .remote-caret:hover > div[style] {
+  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: var(--jp-ui-font-size1);
+  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: var(--jp-ui-font-size0);
+  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: 8px 12px 0px 12px;
+  padding: 0px;
+  box-shadow: none;
+  justify-content: flex-start;
+}
+
+.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-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher'] {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:hover,
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']:focus-visible {
+  background-color: var(--jp-brand-color0) !important;
+}
+
+.jp-FileBrowser-toolbar
+  .jp-ToolbarButtonComponent[data-command='filebrowser:create-main-launcher']
+  .jp-icon3 {
+  fill: var(--jp-layout-color1);
+}
+
+/*-----------------------------------------------------------------------------
+| 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 {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: -2px;
+}
+
+.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;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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-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;
+}
+
+.jp-TrimmedOutputs a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-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::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.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;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: none;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  right: 0;
+  top: 0;
+  bottom: 0;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  border: none;
+  cursor: pointer;
+}
+
+.jp-collapseHeadingButton:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+:is(.jp-MarkdownCell:hover, .jp-mod-active) .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0px;
+  top: 0px;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+
+  --jp-content-link-color: var(--md-blue-300);
+
+  --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: #1f2424;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-400);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
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+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+
+<div id="cell-id=2133c064" 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">
+<img src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350">
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">&#182;</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">&#182;</a></h3><h1 id="Distributed-computing-in-Julia">Distributed computing in Julia<a class="anchor-link" href="#Distributed-computing-in-Julia">&#182;</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=a7b64d5a" 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="Contents">Contents<a class="anchor-link" href="#Contents">&#182;</a></h2><p>In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the Distributed module available in the Julia standard library. The main topics we are going to cover are:</p>
+<ul>
+<li>How to create Julia processes</li>
+<li>How to execute code remotely</li>
+<li>How to send and receive data</li>
+</ul>
+<p>With this knowledge you will be able to implement simple and complex parallel algorithms in Julia.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=01af032c" 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="How-to-create-Julia-processes">How to create Julia processes<a class="anchor-link" href="#How-to-create-Julia-processes">&#182;</a></h2><p>First of all, we need several processes in order to run parallel algorithms <em>in parallel</em>. In this section, we discuss different ways to create new processes in Julia.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=036a25d7" 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">
+<h3 id="Adding-processes-locally">Adding processes locally<a class="anchor-link" href="#Adding-processes-locally">&#182;</a></h3><p>The simplest way of creating processes for parallel computing is to add them locally in the current Julia session. This is done by using the following commands.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=c6fed889" 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-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=d16faba9" 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-julia"><pre><span></span><span class="n">addprocs</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=f07ac76c" 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>Last cell created 3 new Julia processes. By default, they run locally in the same computer as the current Julia session, using multiple cores if possible. However, it is also possible to start the new processes in other machines as long as they are interconnected (more details on this later).</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> We can also start new processes when launching Julia from the command line by suing the `-p` command-line argument. E.g., `$ julia -p 3 ` would launch Julia with 3 extra processes.
+</div>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=d2e507dc" class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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+<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">
+<h3 id="Each-process-runs-a-separated-Julia-instance">Each process runs a separated Julia instance<a class="anchor-link" href="#Each-process-runs-a-separated-Julia-instance">&#182;</a></h3><p>When adding the new processes, you can imagine that 3 new Julia REPLs have started under the hood (see figure below). The main point of the Distributed module is to provide a way of coordinating all these Julia processes to run code in parallel. It is important to note that each process runs in a separated Julia instance. This means that each process has its own memory space and therefore they do not share memory. This results in distributed-memory parallelism, and allows one to run processes in different machines.</p>
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align="left" width="450"/>
+</div>
+
+</div>
+</div>
+</div>
+</div>
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+<div class="jp-Cell-inputWrapper">
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+<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">
+<h3 id="Basic-info-about-processes">Basic info about processes<a class="anchor-link" href="#Basic-info-about-processes">&#182;</a></h3><p>The following functions provide basic information about the underlying processes. If more than one process is available, the first process is called the <em>main</em> or <em>master</em> and the other the <em>workers</em>. If only a single process is available, it is the master and the first worker simultaneously.</p>
+
+</div>
+</div>
+</div>
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+<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-julia"><pre><span></span><span class="n">procs</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=7a8498e6" 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-julia"><pre><span></span><span class="n">workers</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=c6a8d8e4" 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-julia"><pre><span></span><span class="n">nprocs</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=6f8b2888" 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-julia"><pre><span></span><span class="n">nworkers</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=8583dee0" 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-julia"><pre><span></span><span class="n">myid</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=17f1541f" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=44633d04" 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>In previous cell, we have used the macro <code>@everywhere</code> that evaluates the given code on all processes. As a result, each process will print its own process id.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=2d104013" 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">
+<h3 id="Creating-workers-in-other-machines">Creating workers in other machines<a class="anchor-link" href="#Creating-workers-in-other-machines">&#182;</a></h3><p>For large parallel computations, one typically needs to use different computers in parallel. Function <code>addprocs</code> also provides a low-level method to start workers in other machines. Next code example would create 3 workers in <code>server1</code> and 4 new workers in server <code>server2</code> (see figure below). Under the hood, Julia connects via ssh to the other machines and starts the new processes there. In order this to work, the local computer and the remote servers need to be properly configured (see the Julia manual for details).</p>
+<div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+<span class="n">machines</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[(</span><span class="s">&quot;user@server1&quot;</span><span class="p">,</span><span class="mi">3</span><span class="p">),(</span><span class="s">&quot;user@server2&quot;</span><span class="p">,</span><span class="mi">4</span><span class="p">)]</span>
+<span class="n">addprocs</span><span class="p">(</span><span class="n">machines</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=3869f1f7" 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">
+ <div>
+<img 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+</div>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=6c09b2e5" 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">
+<h3 id="Adding-workers-with-ClusterManagers.jl">Adding workers with ClusterManagers.jl<a class="anchor-link" href="#Adding-workers-with-ClusterManagers.jl">&#182;</a></h3><p>Previous way of starting workers in other machines is very low-level. Happily, there is a Julia package called <a href="https://github.com/JuliaParallel/ClusterManagers.jl">ClusterManagers.jl</a> that helps to create workers remotely in number of usual scenarios. For instance, when running the following code from the login node in a computer cluster, it will submit a job to the cluster queue allocating 128 threads. A worker will be generated for each one of these threads. If the compute node have 64 cores, 2 compute nodes will be used to create to contain the 128 workers (see below).</p>
+<div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+<span class="k">using</span><span class="w"> </span><span class="n">ClusterManagers</span>
+<span class="n">addprocs</span><span class="p">(</span><span class="n">SlurmManager</span><span class="p">(</span><span class="mi">128</span><span class="p">),</span><span class="w"> </span><span class="n">partition</span><span class="o">=</span><span class="s">&quot;debug&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">t</span><span class="o">=</span><span class="s">&quot;00:5:00&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
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+</div>
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" align="left" width="450"/>
+</div>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=8c8bc619" 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="Executing-code-remotely">Executing code remotely<a class="anchor-link" href="#Executing-code-remotely">&#182;</a></h2><p>We have added new processes to our Julia session. Let's start using them!</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=76a8bf7a" 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">
+<h3 id="Function-remotecall">Function <code>remotecall</code><a class="anchor-link" href="#Function-remotecall">&#182;</a></h3><p>The most basic thing we can do with a remote processor is to execute a given function on it. This is done by using function <code>remotecall</code>. To make clear how local and remote executions compare, let's call a function locally and then remotely. Next cell uses function <code>ones</code> to create a matrix locally.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=e2d0803a" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=a87fe170" 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 cell does the same operation, but remotely on process 2. Note that <code>remotecall</code> takes the function we want to execute remotely, the process id where we want to execute it and, finally, the function arguments.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=78010eb4" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="n">ones</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=b931f9c5" 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>Note that <code>remotecall</code> does not return the result of the underlying function, but a <code>Future</code>. This object represents a reference to a task running on the remote process. To move a copy of the result to the current process we can use <code>fetch</code>.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=e8163967" 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-julia"><pre><span></span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=613c4a20" 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">
+<h3 id="remotecall-is-asynchronous"><code>remotecall</code> is asynchronous<a class="anchor-link" href="#remotecall-is-asynchronous">&#182;</a></h3><p>It is important to note that <code>remotecall</code> does not wait for the remote process to finish. It turns immediately. This can be checked be calling remotely the following function that sleeps for 10 secods and then generates a matrix.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=d918200b" 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-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="p">(</span><span class="n">sleep</span><span class="p">(</span><span class="mi">10</span><span class="p">);</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=d5fba3bc" 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>When running next cell, it will return immediately, event though the remote process will sleep for 10 seconds. We can even run code in parallel. To try this execute the second next cell while the remote call is running in the worker.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=339e425b" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=8ff8dc16" 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-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">1</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=40f9d6c4" 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>However, when fetching the result, the current process blocks waiting until the result is available in the remote process and arrives to its destination.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=76705f73" 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-julia"><pre><span></span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=75cb8b37" 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">
+<h3 id="Useful-macro:-@spawnat">Useful macro: <code>@spawnat</code><a class="anchor-link" href="#Useful-macro:-@spawnat">&#182;</a></h3><p>You have provably realized that in order to use <code>remotecall</code> we have written auxiliary anonymous functions. They are needed to wrap the code we want to execute remotely. Writing these functions can be tedious. Happily, the macro <code>@spawnat</code> generates an auxiliary function from the given block of code and calls <code>remotecall</code> for us. For instance, the two following cells are equivalent.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=4b550925" 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-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=2394cc7f" 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-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">remotecall</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=8631fd6f" 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">
+<h3 id="@async-vs-@spawnat"><code>@async</code> vs <code>@spawnat</code><a class="anchor-link" href="#@async-vs-@spawnat">&#182;</a></h3><p>The relation between <code>@async</code> and <code>@pawnat</code> is obvious. From the user perspective they work almost in the same way. However,  <code>@async</code> generates a task that runs asynchronously in the current process, whereas <code>@spawnat</code> executes a task in a remote process in parallel. In both cases, the result is obtained using <code>fetch</code>.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=7d681ed9" 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-julia"><pre><span></span><span class="n">tsk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@async</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">tsk</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=c8141cff" 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-julia"><pre><span></span><span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="ss">:any</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=10899cd4" 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">
+<h3 id="Another-usefull-macro:-@fetchfrom">Another usefull macro: <code>@fetchfrom</code><a class="anchor-link" href="#Another-usefull-macro:-@fetchfrom">&#182;</a></h3><p>Macro <code>@fetchfrom</code> is the blocking version of <code>@spawnat</code>. It blocks and returns the corresponding result instead of a <code>Future</code> object.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=f17da98e" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@fetchfrom</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="w">    </span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=e9d37079" 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="Data-movement">Data movement<a class="anchor-link" href="#Data-movement">&#182;</a></h2><p>Data movement is a crucial part in distributed-memory computations and it is usually one of its main computational
+bottlenecks. Being aware of the data we are moving when using functions such as <code>remotecall</code> is important to write efficient distributed algorithms in Julia. Julia also provides a special type of channel, called remote channel, to send and receive data between processes.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=6d6e04d9" 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">
+<h3 id="Data-movement-in-remotecall-/-fetch">Data movement in <code>remotecall</code> / <code>fetch</code><a class="anchor-link" href="#Data-movement-in-remotecall-/-fetch">&#182;</a></h3><p>When usig <code>remotecall</code> we send to the remote process a function and its arguments. In this example, we send function name <code>+</code> and matrices <code>a</code> and <code>b</code> to proc 4. When fetching the result we receive a copy of the matrix from proc 4.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=fd901fcc" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="o">+</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">);</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=eda62267" 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">
+<h3 id="Implicit-data-movement">Implicit data movement<a class="anchor-link" href="#Implicit-data-movement">&#182;</a></h3><p>Be aware that data movements can be implicit. This usually happens when we execute remotely functions that capture variables. In the following example, we are also sending matrices <code>a</code> and <code>b</code> to proc 4, even though they do not appear as arguments in the remote call. These variables are captured by the anonymous function and will be sent to proc 4.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=fe9866ac" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
+<span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">a</span><span class="o">+</span><span class="n">b</span>
+<span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">remotecall</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">)</span>
+<span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">);</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=3860df18" 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">
+<h3 id="Data-movement-with-remote-channels">Data movement with remote channels<a class="anchor-link" href="#Data-movement-with-remote-channels">&#182;</a></h3><p>Another way of moving data between processes is to use remote channels. Their usage is very similar to conventional channels for moving data between tasks, but there are some important differences. In the next cell, we create a remote channel. Process 4 puts several values and closes the channel. Like for conventional channels, calls to <code>put!</code> are blocking, but next cell is not blocking the master process since the call to <code>put!</code> runs asynchronously on process 4.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=98260fd3" 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-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=0a729a00" 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-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=c2ce01e0" 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 can take values from the remote channel form any process using <code>take!</code>. Run next cell several times. The sixth time it should raise and error since the channel was closed.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=82fbbb88" 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-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=1b3f8dcc" 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">
+<h3 id="Remote-channels-can-be-buffered">Remote channels can be buffered<a class="anchor-link" href="#Remote-channels-can-be-buffered">&#182;</a></h3><p>Just like conventional channels, remote channels can be buffered. The buffer is stored in the process that owns the remote channel. By default this corresponds to process that creates the remote channel, but it can be a different one. For instance, process 3 will be the owner in the following example.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=426274ac" 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-julia"><pre><span></span><span class="n">buffer_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">owner</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}(</span><span class="n">buffer_size</span><span class="p">)</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">owner</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=db3b6fd5" 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-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;start&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;I have put </span><span class="si">$i</span><span class="s">&quot;</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">&quot;stop&quot;</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=7e85654e" 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>Note that since the channel is buffered, worker 4 can start putting values into it before any call to <code>take!</code>. Run next cell several times until the channel is closed.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=a8500649" 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-julia"><pre><span></span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=b8b411f1" 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">
+<h3 id="Remote-channels-are-not-iterable">Remote channels are not iterable<a class="anchor-link" href="#Remote-channels-are-not-iterable">&#182;</a></h3><p>One main difference with respect to conventional channels is that remote channels cannot be iterated. Let's repeat the example above.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=18c60a68" 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-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+<span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=73088996" 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-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
+<span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">close</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=4bb35283" 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, try to iterate over the channel in a for loop. It will result in an error since channels are not iterable.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=1a9bcca0" 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-julia"><pre><span></span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">chnl</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">j</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=8eaea2fa" 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>If we want to take values form a remote channel and stop automatically when the channel is closed, we can combine a while loop and a try-catch statement. This works since <code>take!</code> raises an error if the channel is closed, which will execute the <code>catch</code> block and breaks the loop.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=72acd664" 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-julia"><pre><span></span><span class="k">while</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">    </span><span class="k">try</span>
+<span class="w">        </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">j</span>
+<span class="w">    </span><span class="k">catch</span>
+<span class="w">        </span><span class="k">break</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=1a3986c9" 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="Questions">Questions<a class="anchor-link" href="#Questions">&#182;</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=fd22b74b" 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">
+<h3 id="Q1-(Distributed.ipynb)">Q1 (Distributed.ipynb)<a class="anchor-link" href="#Q1-(Distributed.ipynb)">&#182;</a></h3><p>How many integers are transferred between master and worker? Including both directions.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=de4e32eb" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="nd">@fetchfrom</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="o">^</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=dbe373d1" 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">
+<h3 id="Q2-(Distributed.ipynb)">Q2 (Distributed.ipynb)<a class="anchor-link" href="#Q2-(Distributed.ipynb)">&#182;</a></h3><p>How many integers are transferred between master and worker? Including both directions.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=a234ceaa" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span>
+<span class="nd">@fetchfrom</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span><span class="o">^</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=c561a73d" 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">
+<h3 id="Q3-(Distributed.ipynb)">Q3 (Distributed.ipynb)<a class="anchor-link" href="#Q3-(Distributed.ipynb)">&#182;</a></h3><p>Which value will be the value of <code>x</code> ?</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=b71a2171" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="nd">@sync</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
+<span class="n">x</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=835080aa" 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">
+<h3 id="Q4-(Distributed.ipynb)">Q4 (Distributed.ipynb)<a class="anchor-link" href="#Q4-(Distributed.ipynb)">&#182;</a></h3><p>Which value will be the value of <code>x</code> ?</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=b8678fd1" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span>
+<span class="nd">@sync</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">a</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
+<span class="n">x</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=9e985c61" 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="Remember:-each-process-runs-in-a-separated-Julia-instance">Remember: each process runs in a separated Julia instance<a class="anchor-link" href="#Remember:-each-process-runs-in-a-separated-Julia-instance">&#182;</a></h2><p>In particular, this means that each process can load different functions or packages. In consequence, it is important to make sure that the code we run is defined in the corresponding process.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=cdc07cba" 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">
+<h3 id="Functions-are-defined-in-a-single-process">Functions are defined in a single process<a class="anchor-link" href="#Functions-are-defined-in-a-single-process">&#182;</a></h3><p>This is a very common pitfall when running parallel code. If we define a function in a process, it is not automatically available in the other processes. This is illustrated in the next example. The remote call in the last line in next cell will fail since the function <code>sleep_ones</code> is only being defined in the local process.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=4544ca4c" 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-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">sleep_ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+<span class="w">    </span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=b54a1a84" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">remotecall_fetch</span><span class="p">(</span><span class="n">sleep_ones</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=9ec5d8fe" 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 fix this, we can define the function on all processes with the <code>@everywhere</code> macro.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=7eb1e210" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">sleep_ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+<span class="w">    </span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=b55cbedf" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">remotecall_fetch</span><span class="p">(</span><span class="n">sleep_ones</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=9f71e7fd" 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">
+<h3 id="Anonymous-functions-are-available-everywhere">Anonymous functions are available everywhere<a class="anchor-link" href="#Anonymous-functions-are-available-everywhere">&#182;</a></h3><p>If a function has a name, Julia only sends the function name to the corresponding process. Then, Julia looks for the corresponding function code in the remote process and executes it. This is why the function needs to be defined also in the remote process. However, if a function is anonymous, Julia needs to send the complete function definition to the remote process. This is why anonymous functions do not need to be defined with the macro <code>@everywhere</code> to work in a remote call.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=d9734913" 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-julia"><pre><span></span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">)</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="p">(</span><span class="n">sleep</span><span class="p">(</span><span class="mi">4</span><span class="p">);</span><span class="n">ones</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">n</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=f08131c3" 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-julia"><pre><span></span><span class="n">proc</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">3</span>
+<span class="n">remotecall_fetch</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">proc</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=ebec4f5e" 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">
+<h3 id="Each-proc-uses-packages-independently">Each proc uses packages independently<a class="anchor-link" href="#Each-proc-uses-packages-independently">&#182;</a></h3><p>When using a package in a process, it is not available in the other ones. For instance, if we load the <code>LinearAlgebra</code> package in the current process and use one of its exported functions in another process, we will get an error.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=e0cf3545" 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-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">LinearAlgebra</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=0498748c" 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-julia"><pre><span></span><span class="nd">@fetchfrom</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="n">norm</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=97462cbd" 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 fix this, we can load the package on all processors with the <code>@everywhere</code> macro.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=14ee3498" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">LinearAlgebra</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=f8b3ba73" 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-julia"><pre><span></span><span class="nd">@fetchfrom</span><span class="w"> </span><span class="mi">3</span><span class="w"> </span><span class="n">norm</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=3743ae18" 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">
+<h3 id="Each-process-has-its-own-active-package-environment">Each process has its own active package environment<a class="anchor-link" href="#Each-process-has-its-own-active-package-environment">&#182;</a></h3><p>This is another very common source of errors. You can check that if you activate the current directory, this will have no effect in the other processes.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=abf3afe5" 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-julia"><pre><span></span><span class="p">]</span><span class="w"> </span><span class="n">activate</span><span class="w"> </span><span class="o">.</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=4d8bfa90" 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 have activated the current folder. Now let's see which is the active project in another process, say process 2. You will see that process 2 is provably still using the global package environment.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=3c6f29fb" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Pkg</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=ee04b3cc" 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-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">status</span><span class="p">();</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=8244ae89" 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 fix this, you need to activate the current directory on all processes.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=99991a93" 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-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">activate</span><span class="p">(</span><span class="s">&quot;.&quot;</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=dfc8ea20" 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-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">status</span><span class="p">();</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=4bfbe073" 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="Easy-ways-of-parallelizing-code">Easy ways of parallelizing code<a class="anchor-link" href="#Easy-ways-of-parallelizing-code">&#182;</a></h2><p>A part from the low-level parallel routines we have seen so-far, Julia also provides much more simple ways to parallelizing loops and maps.</p>
+
+</div>
+</div>
+</div>
+</div>
+<div id="cell-id=89e4b22b" 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">
+<h3 id="Useful-macro:-@distributed">Useful macro: @distributed<a class="anchor-link" href="#Useful-macro:-@distributed">&#182;</a></h3><p>This macro is used when we want to perform a very large for loops made of independent small iterations. To illustrate this, let's consider again the function that computes $\pi$ with Leibniz formula.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=f5e27d24" 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-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="n">s</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="p">(</span><span class="n">isodd</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="mi">4</span><span class="o">*</span><span class="n">s</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=d0921cb9" 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>Paralelizing this function might require some work with low-level functions like <code>remotecall</code>, but it is trivial using the macro <code>@distributed</code>. This macro runs the for loop using the available processes and optionally reduces the result using a given reduction function (<code>+</code> in this case).</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=d4efb990" 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-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">compute_π_dist</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">    </span><span class="n">r</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@distributed</span><span class="w"> </span><span class="p">(</span><span class="o">+</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w">  </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="p">(</span><span class="n">isodd</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">2</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="mi">4</span><span class="o">*</span><span class="p">(</span><span class="n">s</span><span class="o">+</span><span class="n">r</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=8dbc2240" 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>Run next cell to measure the performance of the serial function for a large value of <code>n</code>. Run it at least 2 times to get rid of compilation times.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=ec604251" 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-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">compute_π</span><span class="p">(</span><span class="mi">4_000_000_000</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=c21b12b5" 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>Run next cell to measure the performance of the parallel function.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=60fca9ae" 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-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">compute_π_dist</span><span class="p">(</span><span class="mi">4_000_000_000</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=f996ec0b" 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">
+<h3 id="Useful-function:-pmap">Useful function: <code>pmap</code><a class="anchor-link" href="#Useful-function:-pmap">&#182;</a></h3><p>This function is used when we want to call a very expensive function a small number of evaluations and we want to distribute these evaluations over the available processes. To illustrate the usage of <code>pmap</code> consider the following example. Next cell generates sixty 30x30 matrices. The goal is to compute the singular value decomposition of all of them. This operation is known to be expensive for large matrices. Thus, this is a perfect scenario for <code>pmap</code>.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=3d137f35" 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-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">300</span><span class="p">,</span><span class="mi">300</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">60</span><span class="p">];</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=b95d3558" 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>First, lets measure the serial performance</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=9f6e302b" 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-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">LinearAlgebra</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div id="cell-id=74f16257" 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-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">svd</span><span class="o">.</span><span class="p">(</span><span class="n">a</span><span class="p">);</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=25de96e4" 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>If we use <code>pmap</code> instead of broadcast, the different calls to <code>svd</code> will be distributed over the available processes.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=4f9c5c2d" 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-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">pmap</span><span class="p">(</span><span class="n">svd</span><span class="p">,</span><span class="n">a</span><span class="p">);</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div id="cell-id=ad00cf8f" 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="Summary">Summary<a class="anchor-link" href="#Summary">&#182;</a></h2><p>We have seen the basics of distributed computing in Julia. The programming model is essentially an extension of tasks and channels to parallel computations on multiple machines. The low-level functions are <code>remotecall</code> and <code>RemoteChannel</code>, but there are other functions and macros like <code>pmap</code> and <code>@distributed</code> that simplify the implementation of parallel algorithms.</p>
+
+</div>
+</div>
+</div>
+</div><div id="cell-id=49d094e4" 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-julia"><pre><span></span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
diff --git a/dev/notebook-output/julia_intro.html b/dev/notebook-output/julia_intro.html
new file mode 100644
index 0000000..0ad067d
--- /dev/null
+++ b/dev/notebook-output/julia_intro.html
@@ -0,0 +1,8326 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>julia_intro</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+	<script src='../assets/iframeResizer.contentWindow.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 .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
+.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;
+}
+
+/* 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: 0 solid transparent;
+  border-right: 0 solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0 solid transparent;
+  border-bottom: 0 solid transparent;
+}
+
+/*
+ * Lumino
+ */
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+  z-index: 0;
+}
+
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.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;
+}
+
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+.lm-Menu-item {
+  display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE0LjkgMTcuNDVDMTYuMjUgMTcuNDUgMTcuMzUgMTYuMzUgMTcuMzUgMTVDMTcuMzUgMTMuNjUgMTYuMjUgMTIuNTUgMTQuOSAxMi41NUMxMy41NCAxMi41NSAxMi40NSAxMy42NSAxMi40NSAxNUMxMi40NSAxNi4zNSAxMy41NCAxNy40NSAxNC45IDE3LjQ1Wk0yMC4xIDE1LjY4TDIxLjU4IDE2Ljg0QzIxLjcxIDE2Ljk1IDIxLjc1IDE3LjEzIDIxLjY2IDE3LjI5TDIwLjI2IDE5LjcxQzIwLjE3IDE5Ljg2IDIwIDE5LjkyIDE5LjgzIDE5Ljg2TDE4LjA5IDE5LjE2QzE3LjczIDE5LjQ0IDE3LjMzIDE5LjY3IDE2LjkxIDE5Ljg1TDE2LjY0IDIxLjdDMTYuNjIgMjEuODcgMTYuNDcgMjIgMTYuMyAyMkgxMy41QzEzLjMyIDIyIDEzLjE4IDIxLjg3IDEzLjE1IDIxLjdMMTIuODkgMTkuODVDMTIuNDYgMTkuNjcgMTIuMDcgMTkuNDQgMTEuNzEgMTkuMTZMOS45NjAwMiAxOS44NkM5LjgxMDAyIDE5LjkyIDkuNjIwMDIgMTkuODYgOS41NDAwMiAxOS43MUw4LjE0MDAyIDE3LjI5QzguMDUwMDIgMTcuMTMgOC4wOTAwMiAxNi45NSA4LjIyMDAyIDE2Ljg0TDkuNzAwMDIgMTUuNjhMOS42NTAwMSAxNUw5LjcwMDAyIDE0LjMxTDguMjIwMDIgMTMuMTZDOC4wOTAwMiAxMy4wNSA4LjA1MDAyIDEyLjg2IDguMTQwMDIgMTIuNzFMOS41NDAwMiAxMC4yOUM5LjYyMDAyIDEwLjEzIDkuODEwMDIgMTAuMDcgOS45NjAwMiAxMC4xM0wxMS43MSAxMC44NEMxMi4wNyAxMC41NiAxMi40NiAxMC4zMiAxMi44OSAxMC4xNUwxMy4xNSA4LjI4OTk4QzEzLjE4IDguMTI5OTggMTMuMzIgNy45OTk5OCAxMy41IDcuOTk5OThIMTYuM0MxNi40NyA3Ljk5OTk4IDE2LjYyIDguMTI5OTggMTYuNjQgOC4yODk5OEwxNi45MSAxMC4xNUMxNy4zMyAxMC4zMiAxNy43MyAxMC41NiAxOC4wOSAxMC44NEwxOS44MyAxMC4xM0MyMCAxMC4wNyAyMC4xNyAxMC4xMyAyMC4yNiAxMC4yOUwyMS42NiAxMi43MUMyMS43NSAxMi44NiAyMS43MSAxMy4wNSAyMS41OCAxMy4xNkwyMC4xIDE0LjMxTDIwLjE1IDE1TDIwLjEgMTUuNjhaIi8+CiAgICA8cGF0aCBkPSJNNy4zMjk2NiA3LjQ0NDU0QzguMDgzMSA3LjAwOTU0IDguMzM5MzIgNi4wNTMzMiA3LjkwNDMyIDUuMjk5ODhDNy40NjkzMiA0LjU0NjQzIDYuNTA4MSA0LjI4MTU2IDUuNzU0NjYgNC43MTY1NkM1LjM5MTc2IDQuOTI2MDggNS4xMjY5NSA1LjI3MTE4IDUuMDE4NDkgNS42NzU5NEM0LjkxMDA0IDYuMDgwNzEgNC45NjY4MiA2LjUxMTk4IDUuMTc2MzQgNi44NzQ4OEM1LjYxMTM0IDcuNjI4MzIgNi41NzYyMiA3Ljg3OTU0IDcuMzI5NjYgNy40NDQ1NFpNOS42NTcxOCA0Ljc5NTkzTDEwLjg2NzIgNC45NTE3OUMxMC45NjI4IDQuOTc3NDEgMTEuMDQwMiA1LjA3MTMzIDExLjAzODIgNS4xODc5M0wxMS4wMzg4IDYuOTg4OTNDMTEuMDQ1NSA3LjEwMDU0IDEwLjk2MTYgNy4xOTUxOCAxMC44NTUgNy4yMTA1NEw5LjY2MDAxIDcuMzgwODNMOS4yMzkxNSA4LjEzMTg4TDkuNjY5NjEgOS4yNTc0NUM5LjcwNzI5IDkuMzYyNzEgOS42NjkzNCA5LjQ3Njk5IDkuNTc0MDggOS41MzE5OUw4LjAxNTIzIDEwLjQzMkM3LjkxMTMxIDEwLjQ5MiA3Ljc5MzM3IDEwLjQ2NzcgNy43MjEwNSAxMC4zODI0TDYuOTg3NDggOS40MzE4OEw2LjEwOTMxIDkuNDMwODNMNS4zNDcwNCAxMC4zOTA1QzUuMjg5MDkgMTAuNDcwMiA1LjE3MzgzIDEwLjQ5MDUgNS4wNzE4NyAxMC40MzM5TDMuNTEyNDUgOS41MzI5M0MzLjQxMDQ5IDkuNDc2MzMgMy4zNzY0NyA5LjM1NzQxIDMuNDEwNzUgOS4yNTY3OUwzLjg2MzQ3IDguMTQwOTNMMy42MTc0OSA3Ljc3NDg4TDMuNDIzNDcgNy4zNzg4M0wyLjIzMDc1IDcuMjEyOTdDMi4xMjY0NyA3LjE5MjM1IDIuMDQwNDkgNy4xMDM0MiAyLjA0MjQ1IDYuOTg2ODJMMi4wNDE4NyA1LjE4NTgyQzIuMDQzODMgNS4wNjkyMiAyLjExOTA5IDQuOTc5NTggMi4yMTcwNCA0Ljk2OTIyTDMuNDIwNjUgNC43OTM5M0wzLjg2NzQ5IDQuMDI3ODhMMy40MTEwNSAyLjkxNzMxQzMuMzczMzcgMi44MTIwNCAzLjQxMTMxIDIuNjk3NzYgMy41MTUyMyAyLjYzNzc2TDUuMDc0MDggMS43Mzc3NkM1LjE2OTM0IDEuNjgyNzYgNS4yODcyOSAxLjcwNzA0IDUuMzU5NjEgMS43OTIzMUw2LjExOTE1IDIuNzI3ODhMNi45ODAwMSAyLjczODkzTDcuNzI0OTYgMS43ODkyMkM3Ljc5MTU2IDEuNzA0NTggNy45MTU0OCAxLjY3OTIyIDguMDA4NzkgMS43NDA4Mkw5LjU2ODIxIDIuNjQxODJDOS42NzAxNyAyLjY5ODQyIDkuNzEyODUgMi44MTIzNCA5LjY4NzIzIDIuOTA3OTdMOS4yMTcxOCA0LjAzMzgzTDkuNDYzMTYgNC4zOTk4OEw5LjY1NzE4IDQuNzk1OTNaIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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==);
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+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --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-dot: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTE0LDEyVjE5Ljg4QzE0LjA0LDIwLjE4IDEzLjk0LDIwLjUgMTMuNzEsMjAuNzFDMTMuMzIsMjEuMSAxMi42OSwyMS4xIDEyLjMsMjAuNzFMMTAuMjksMTguN0MxMC4wNiwxOC40NyA5Ljk2LDE4LjE2IDEwLDE3Ljg3VjEySDkuOTdMNC4yMSw0LjYyQzMuODcsNC4xOSAzLjk1LDMuNTYgNC4zOCwzLjIyQzQuNTcsMy4wOCA0Ljc4LDMgNSwzVjNIMTlWM0MxOS4yMiwzIDE5LjQzLDMuMDggMTkuNjIsMy4yMkMyMC4wNSwzLjU2IDIwLjEzLDQuMTkgMTkuNzksNC42MkwxNC4wMywxMkgxNFoiIC8+CiAgPC9nPgogIDxnIGNsYXNzPSJqcC1pY29uLWRvdCIgZmlsbD0iI0ZGRiI+CiAgICA8Y2lyY2xlIGN4PSIxOCIgY3k9IjE3IiByPSIzIj48L2NpcmNsZT4KICA8L2c+Cjwvc3ZnPgo=);
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+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDAganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjN0IxRkEyIiBkPSJNNSAxNC45aDEybC02LjEgNnptOS40LTYuOGMwLTEuMy0uMS0yLjktLjEtNC41LS40IDEuNC0uOSAyLjktMS4zIDQuM2wtMS4zIDQuM2gtMkw4LjUgNy45Yy0uNC0xLjMtLjctMi45LTEtNC4zLS4xIDEuNi0uMSAzLjItLjIgNC42TDcgMTIuNEg0LjhsLjctMTFoMy4zTDEwIDVjLjQgMS4yLjcgMi43IDEgMy45LjMtMS4yLjctMi42IDEtMy45bDEuMi0zLjdoMy4zbC42IDExaC0yLjRsLS4zLTQuMnoiLz4KPC9zdmc+Cg==);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KIDxnIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzQxNDE0MSI+CiAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiA8L2c+CiA8ZyBjbGFzcz0ianAtaWNvbi1hY2NlbnQyIiB0cmFuc2Zvcm09InRyYW5zbGF0ZSguNDMgLjA0MDEpIiBmaWxsPSIjZmZmIj4KICA8cGF0aCBkPSJtNC4xNCA4Ljc2cTAuMDY4Mi0xLjg5IDIuNDItMS44OSAxLjE2IDAgMS42OCAwLjQyIDAuNTY3IDAuNDEgMC41NjcgMS4xNnYzLjQ3cTAgMC40NjIgMC41MTQgMC40NjIgMC4xMDMgMCAwLjItMC4wMjMxdjAuNzE0cS0wLjM5OSAwLjEwMy0wLjY1MSAwLjEwMy0wLjQ1MiAwLTAuNjkzLTAuMjItMC4yMzEtMC4yLTAuMjg0LTAuNjYyLTAuOTU2IDAuODcyLTIgMC44NzItMC45MDMgMC0xLjQ3LTAuNDcyLTAuNTI1LTAuNDcyLTAuNTI1LTEuMjYgMC0wLjI2MiAwLjA0NTItMC40NzIgMC4wNTY3LTAuMjIgMC4xMTYtMC4zNzggMC4wNjgyLTAuMTY4IDAuMjMxLTAuMzA0IDAuMTU4LTAuMTQ3IDAuMjYyLTAuMjQyIDAuMTE2LTAuMDkxNCAwLjM2OC0wLjE2OCAwLjI2Mi0wLjA5MTQgMC4zOTktMC4xMjYgMC4xMzYtMC4wNDUyIDAuNDcyLTAuMTAzIDAuMzM2LTAuMDU3OCAwLjUwNC0wLjA3OTggMC4xNTgtMC4wMjMxIDAuNTY3LTAuMDc5OCAwLjU1Ni0wLjA2ODIgMC43NzctMC4yMjEgMC4yMi0wLjE1MiAwLjIyLTAuNDQxdi0wLjI1MnEwLTAuNDMtMC4zNTctMC42NjItMC4zMzYtMC4yMzEtMC45NzYtMC4yMzEtMC42NjIgMC0wLjk5OCAwLjI2Mi0wLjMzNiAwLjI1Mi0wLjM5OSAwLjc5OHptMS44OSAzLjY4cTAuNzg4IDAgMS4yNi0wLjQxIDAuNTA0LTAuNDIgMC41MDQtMC45MDN2LTEuMDVxLTAuMjg0IDAuMTM2LTAuODYxIDAuMjMxLTAuNTY3IDAuMDkxNC0wLjk4NyAwLjE1OC0wLjQyIDAuMDY4Mi0wLjc2NiAwLjMyNi0wLjMzNiAwLjI1Mi0wLjMzNiAwLjcwNHQwLjMwNCAwLjcwNCAwLjg2MSAwLjI1MnoiIHN0cm9rZS13aWR0aD0iMS4wNSIvPgogIDxwYXRoIGQ9Im0xMCA0LjU2aDAuOTQ1djMuMTVxMC42NTEtMC45NzYgMS44OS0wLjk3NiAxLjE2IDAgMS44OSAwLjg0IDAuNjgyIDAuODQgMC42ODIgMi4zMSAwIDEuNDctMC43MDQgMi40Mi0wLjcwNCAwLjg4Mi0xLjg5IDAuODgyLTEuMjYgMC0xLjg5LTEuMDJ2MC43NjZoLTAuODV6bTIuNjIgMy4wNHEtMC43NDYgMC0xLjE2IDAuNjQtMC40NTIgMC42My0wLjQ1MiAxLjY4IDAgMS4wNSAwLjQ1MiAxLjY4dDEuMTYgMC42M3EwLjc3NyAwIDEuMjYtMC42MyAwLjQ5NC0wLjY0IDAuNDk0LTEuNjggMC0xLjA1LTAuNDcyLTEuNjgtMC40NjItMC42NC0xLjI2LTAuNjR6IiBzdHJva2Utd2lkdGg9IjEuMDUiLz4KICA8cGF0aCBkPSJtMi43MyAxNS44IDEzLjYgMC4wMDgxYzAuMDA2OSAwIDAtMi42IDAtMi42IDAtMC4wMDc4LTEuMTUgMC0xLjE1IDAtMC4wMDY5IDAtMC4wMDgzIDEuNS0wLjAwODMgMS41LTJlLTMgLTAuMDAxNC0xMS4zLTAuMDAxNC0xMS4zLTAuMDAxNGwtMC4wMDU5Mi0xLjVjMC0wLjAwNzgtMS4xNyAwLjAwMTMtMS4xNyAwLjAwMTN6IiBzdHJva2Utd2lkdGg9Ii45NzUiLz4KIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.2.3/mermaid.esm.min.mjs")).default;
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
+    function makeMermaidImage(svg) {
+      const img = document.createElement('img');
+      const maxWidth = svg.match(/max-width: (\d+)/);
+      if (maxWidth && maxWidth[1]) {
+        const width = parseInt(maxWidth[1]);
+        if (width && !Number.isNaN(width) && Number.isFinite(width)) {
+          img.width = width;
+        }
+      }
+      img.setAttribute('src', `data:image/svg+xml,${encodeURIComponent(svg)}`);
+      return img;
+    }
+
+    async function makeMermaidError(text) {
+      let errorMessage = '';
+      try {
+        await mermaid.parse(text);
+      } catch (err) {
+        errorMessage = `${err}`;
+      }
+
+      const result = document.createElement('details');
+      const summary = document.createElement('summary');
+      const pre = document.createElement('pre');
+      const code = document.createElement('code');
+      code.innerText = text;
+      pre.appendChild(code);
+      summary.appendChild(pre);
+      result.appendChild(summary);
+
+      const warning = document.createElement('pre');
+      warning.innerText = errorMessage;
+      result.appendChild(warning);
+      return result;
+    }
+
+    async function renderOneMarmaid(src) {
+      const id = `jp-mermaid-${_nextMermaidId++}`;
+      const parent = src.parentNode;
+      let raw = src.textContent.trim();
+      const el = document.createElement("div");
+      el.style.visibility = "hidden";
+      document.body.appendChild(el);
+      let result = null;
+      try {
+        const { svg } = await mermaid.render(id, raw, el);
+        result = makeMermaidImage(svg);
+      } catch (err) {
+        parent.classList.add("jp-mod-warning");
+        result = await makeMermaidError(raw);
+      } finally {
+        el.remove();
+      }
+      parent.classList.add("jp-RenderedMermaid");
+      parent.appendChild(result);
+    }
+
+    void Promise.all([...diagrams].map(renderOneMarmaid));
+  });
+</script>
+<style>
+  .jp-RenderedMarkdown .jp-Mermaid:not(.jp-RenderedMermaid) {
+    display: none;
+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning {
+    width: auto;
+    padding: 10px;
+    border: var(--jp-border-width) solid var(--jp-warn-color2);
+    border-radius: var(--jp-border-radius);
+    color: var(--jp-ui-font-color1);
+    font-size: var(--jp-ui-font-size1);
+    white-space: pre-wrap;
+    word-wrap: break-word;
+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning details > pre {
+    margin-top: 1em;
+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning summary {
+    color: var(--jp-warn-color2);
+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning summary > pre {
+    display: inline-block;
+  }
+  .jp-RenderedMermaid > .mermaid {
+    display: none;
+  }
+</style>
+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=acfe5cc9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<div>
+<img align="left" alt="No description has been provided for this image" 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" width="300"/>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ae2a0512">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Seminars-Computational-Science">Seminars Computational Science<a class="anchor-link" href="#Seminars-Computational-Science">¶</a></h3><h3 id="Julia-tutorial">Julia tutorial<a class="anchor-link" href="#Julia-tutorial">¶</a></h3><h1 id="Why-is-Julia-fast?">Why is Julia fast?<a class="anchor-link" href="#Why-is-Julia-fast?">¶</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>2022-11-24</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e040636a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>We will learn</p>
+<ul>
+<li>Basic julia concepts:<ul>
+<li>type-inference</li>
+<li>JIT compilation</li>
+</ul>
+</li>
+<li>Some Julia syntax</li>
+<li>Some useful Julia packages</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bc1d9ce2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Using-Jupyter-notebooks-in-Julia">Using Jupyter notebooks in Julia<a class="anchor-link" href="#Using-Jupyter-notebooks-in-Julia">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ff199820">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Running-a-cell">Running a cell<a class="anchor-link" href="#Running-a-cell">¶</a></h3><p>Click on a cell and press <code>Shift</code> + <code>Enter</code></p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a8e4fba2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="mi">1</span><span class="o">+</span><span class="mi">3</span>
+<span class="mi">4</span><span class="o">*</span><span class="mi">5</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0e035ee9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Cell-order-is-important">Cell order is important<a class="anchor-link" href="#Cell-order-is-important">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=187db91d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">foo</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"Well done!"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a29023dc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">foo</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0b788d3b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Package-and-help-modes">Package and help modes<a class="anchor-link" href="#Package-and-help-modes">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=23e1803d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="p">]</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">BenchmarkTools</span><span class="w"> </span><span class="n">DataFrames</span><span class="w"> </span><span class="n">PyCall</span><span class="w"> </span><span class="n">Conda</span><span class="w"> </span><span class="n">Test</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4353e6ec">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="o">?</span><span class="w"> </span><span class="n">print</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=44c03fde">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="How-fast-is-Julia-code?">How fast is Julia code?<a class="anchor-link" href="#How-fast-is-Julia-code?">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6c088d9e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3><p>Sum entries of a  given array $a = [a_1,a_2,...,a_n]$</p>
+<p>$$s = \sum_{i=1}^n a_i$$</p>
+<h3 id=""><a class="anchor-link" href="#">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=34e3c7dd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Hand-written-sum-function">Hand-written sum function<a class="anchor-link" href="#Hand-written-sum-function">¶</a></h3><h3 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">¶</a></h3><p>Write a function that computes the sum of all elements in array <code>a</code>. You can view the solution at the bottom of the notebook.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a672edac">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># ✍️ Exercise 1</span>
+<span class="k">function</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># TODO</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0494a1b3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Test-driven-development">Test-driven development<a class="anchor-link" href="#Test-driven-development">¶</a></h3><p>Next, you can test your solution. You can use the Julia macro <code>@test</code> which is provided in the <code>Test</code> package.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ebac7b9e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=aa5505d4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fc11923c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@test</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e23f3ddf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Benchmarking">Benchmarking<a class="anchor-link" href="#Benchmarking">¶</a></h2><p>In order to track the performance of your code, it is useful to time the execution of single functions. In Julia, the most conventional way of measuring the computation time is the macro <code>@time</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=caff0307">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="o">^</span><span class="mi">7</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6d073236">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@time</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c664522e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Note that <code>@time</code> also measures the compile time of a function if it's the first call to that function. So make sure to run <code>@time</code> twice on a freshly compiled function in order to get a more meaningful result.</p>
+<p>Now in order to benchmark our code, we need to run it several times. To do this we can call our code in a for-loop and gather the runtimes using the Julia macro <code>@elapsed</code>. This measures the runtime of an expression in seconds, just as the <code>@time</code> macro, only <code>@elapsed</code> discards the result of the computation and returns the elapsed time instead.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=bba864c1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@elapsed</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=70317d33">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="BenchmarkTools">BenchmarkTools<a class="anchor-link" href="#BenchmarkTools">¶</a></h2><p>The <code>BenchmarkTools</code> extension package provides useful macros for sampling runtimes automatically.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=424ffe03">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">BenchmarkTools</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=079ef7d0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>First of all, the <code>@benchmark</code> macro runs the code multiple times and gives out a lot of details: the minimum and maximum time, mean time, median time, number of samples taken, memory allocations, etc.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b5bb9a12">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">bch_sum_hand</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@benchmark</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c77d454b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>For quick sanity checks, one can use the <code>@btime</code> macro, which is a convenience wrapper around <code>@benchmark</code>. It returns only the minimum execution time and memory allocations.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fee5493d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@btime</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3a1a774c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>Similar to the <code>@elapsed</code> macro, <code>BenchmarkTool</code>'s <code>@belapsed</code> discards the return value of the function and instead returns the minimum runtime in seconds.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8e0cdb8c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@belapsed</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fb530b87">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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>As opposed to <code>@time</code> and <code>@elapsed</code>, <code>@btime</code> and <code>@belapsed</code> run the code several times and return the minimum runtime, thus eliminating possible compilation times from the measurement.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=782be14f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Built-in-sum-function">Built-in sum function<a class="anchor-link" href="#Built-in-sum-function">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=07df4939">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">bch_sum</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@benchmark</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=18972fa7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Hand-written-sum-in-Python">Hand-written sum in Python<a class="anchor-link" href="#Hand-written-sum-in-Python">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=038702c0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">PyCall</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8e1dcbfa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="sa">py</span><span class="s">"""</span>
+<span class="s">def sum_py_hand(A):</span>
+<span class="s">    s = 0.0</span>
+<span class="s">    for a in A:</span>
+<span class="s">        s += a</span>
+<span class="s">    return s</span>
+<span class="s">"""</span>
+<span class="n">sum_py_hand</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="sa">py</span><span class="s">"sum_py_hand"</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=60ca4517">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@test</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="n">sum_py_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2f009076">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">bch_sum_py_hand</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@benchmark</span><span class="w"> </span><span class="n">sum_py_hand</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=22d29afa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Numpy-sum">Numpy sum<a class="anchor-link" href="#Numpy-sum">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0f7ffb8e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Conda</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e667fc80">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">numpy</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">pyimport</span><span class="p">(</span><span class="s">"numpy"</span><span class="p">)</span>
+<span class="n">sum_numpy</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">numpy</span><span class="p">[</span><span class="s">"sum"</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ee0361df">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@test</span><span class="w"> </span><span class="n">sum_numpy</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d2f4e9ea">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">bch_sum_numpy</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@benchmark</span><span class="w"> </span><span class="n">sum_numpy</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d7c3cbd6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Sumary-of-the-results">Sumary of the results<a class="anchor-link" href="#Sumary-of-the-results">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=5ce4c97a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">timings</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">bch_sum_hand</span><span class="p">,</span><span class="n">bch_sum</span><span class="p">,</span><span class="n">bch_sum_py_hand</span><span class="p">,</span><span class="n">bch_sum_numpy</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9d5caabd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">methods</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="s">"sum_hand"</span><span class="p">,</span><span class="s">"sum"</span><span class="p">,</span><span class="s">"sum_py_hand"</span><span class="p">,</span><span class="s">"sum_numpy"</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8b7a3661">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">DataFrames</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=82b11610">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">df</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">DataFrame</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="n">methods</span><span class="p">,</span><span class="n">time</span><span class="o">=</span><span class="n">timings</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f03c4281">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Improving-the-hand-written-sum-in-Julia">Improving the hand-written sum in Julia<a class="anchor-link" href="#Improving-the-hand-written-sum-in-Julia">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7696719c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># ✍️ Exercise 3</span>
+<span class="k">function</span><span class="w"> </span><span class="n">sum_hand_fast</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">    </span><span class="nd">@simd</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">ai</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">a</span>
+<span class="w">       </span><span class="n">s</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">ai</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">s</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0b461036">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@test</span><span class="w"> </span><span class="n">sum_hand_fast</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fc228cba">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@benchmark</span><span class="w"> </span><span class="n">sum_hand_fast</span><span class="p">(</span><span class="o">$</span><span class="n">a</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=328f9128">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Conlcusions-so-far">Conlcusions so far<a class="anchor-link" href="#Conlcusions-so-far">¶</a></h2><ul>
+<li>Julia code (for loops) are much faster than in Python</li>
+<li>Julia code can be as fast as optimized C code</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f9ce5464">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Why-Julia-is-fast?">Why Julia is fast?<a class="anchor-link" href="#Why-Julia-is-fast?">¶</a></h2><ul>
+<li>Julia is a compiled language (like C, C++, Fortran)</li>
+<li>Julia is JIT compiled (C, C++, Fortran are AOT compiled)</li>
+<li>Type declarations are optional in Julia</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=aa5254e4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Conclusion:-Why-we-use-Julia-in-this-course">Conclusion: Why we use Julia in this course<a class="anchor-link" href="#Conclusion:-Why-we-use-Julia-in-this-course">¶</a></h1><ul>
+<li>Julia code is fast (it can be as fast as C)</li>
+<li>Julia is a high-level language with simpler syntax than C</li>
+<li>Julia supports different parallel programming models</li>
+</ul>
+<p>We will look into the third point in a later section of this course.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d4efafe2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Solution-to-the-exercises">Solution to the exercises<a class="anchor-link" href="#Solution-to-the-exercises">¶</a></h2><h3 id="Solution-to-Exercise-1">Solution to Exercise 1<a class="anchor-link" href="#Solution-to-Exercise-1">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=17f73c0f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">ai</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">a</span>
+<span class="w">        </span><span class="n">s</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">ai</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">s</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d12d6400">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Solution-to-Exercise-2">Solution to Exercise 2<a class="anchor-link" href="#Solution-to-Exercise-2">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e39094da">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Statistics</span>
+
+<span class="n">a</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="o">^</span><span class="mi">7</span><span class="p">)</span>
+<span class="n">num_it</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">15</span>
+<span class="n">runtimes</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">num_it</span><span class="p">)</span>
+<span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">num_it</span>
+<span class="w">    </span><span class="n">runtimes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@elapsed</span><span class="w"> </span><span class="n">sum_hand</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="nd">@show</span><span class="w"> </span><span class="n">mean</span><span class="p">(</span><span class="n">runtimes</span><span class="p">)</span><span class="w"> </span>
+<span class="nd">@show</span><span class="w"> </span><span class="n">std</span><span class="p">(</span><span class="n">runtimes</span><span class="p">)</span>
+<span class="nd">@show</span><span class="w"> </span><span class="n">minimum</span><span class="p">(</span><span class="n">runtimes</span><span class="p">)</span>
+<span class="nd">@show</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">runtimes</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7943f1cc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="c"># ✍️ Exercise 3</span>
+<span class="k">function</span><span class="w"> </span><span class="n">sum_hand_fast</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+<span class="w">    </span><span class="n">s</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.0</span>
+<span class="w">    </span><span class="nd">@simd</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">ai</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">a</span>
+<span class="w">       </span><span class="n">s</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">ai</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">s</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
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new file mode 100644
index 0000000..55c9e73
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+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPGcgY2xpcC1wYXRoPSJ1cmwoI2NsaXAwXzEzN18xOTQ5MikiPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGQ9Ik00Ljc1IDQuOTMwNjZINi42MjVWNi44MDU2NkM2LjYyNSA3LjAxMTkxIDYuNzkzNzUgNy4xODA2NiA3IDcuMTgwNjZDNy4yMDYyNSA3LjE4MDY2IDcuMzc1IDcuMDExOTEgNy4zNzUgNi44MDU2NlY0LjkzMDY2SDkuMjVDOS40NTYyNSA0LjkzMDY2IDkuNjI1IDQuNzYxOTEgOS42MjUgNC41NTU2NkM5LjYyNSA0LjM0OTQxIDkuNDU2MjUgNC4xODA2NiA5LjI1IDQuMTgwNjZINy4zNzVWMi4zMDU2NkM3LjM3NSAyLjA5OTQxIDcuMjA2MjUgMS45MzA2NiA3IDEuOTMwNjZDNi43OTM3NSAxLjkzMDY2IDYuNjI1IDIuMDk5NDEgNi42MjUgMi4zMDU2NlY0LjE4MDY2SDQuNzVDNC41NDM3NSA0LjE4MDY2IDQuMzc1IDQuMzQ5NDEgNC4zNzUgNC41NTU2NkM0LjM3NSA0Ljc2MTkxIDQuNTQzNzUgNC45MzA2NiA0Ljc1IDQuOTMwNjZaIiBmaWxsPSIjNjE2MTYxIiBzdHJva2U9IiM2MTYxNjEiIHN0cm9rZS13aWR0aD0iMC43Ii8+CjwvZz4KPHBhdGggY2xhc3M9ImpwLWljb24zIiBmaWxsLXJ1bGU9ImV2ZW5vZGQiIGNsaXAtcnVsZT0iZXZlbm9kZCIgZD0iTTExLjUgOS41VjExLjVMMi41IDExLjVWOS41TDExLjUgOS41Wk0xMiA4QzEyLjU1MjMgOCAxMyA4LjQ0NzcyIDEzIDlWMTJDMTMgMTIuNTUyMyAxMi41NTIzIDEzIDEyIDEzTDIgMTNDMS40NDc3MiAxMyAxIDEyLjU1MjMgMSAxMlY5QzEgOC40NDc3MiAxLjQ0NzcxIDggMiA4TDEyIDhaIiBmaWxsPSIjNjE2MTYxIi8+CjxkZWZzPgo8Y2xpcFBhdGggaWQ9ImNsaXAwXzEzN18xOTQ5MiI+CjxyZWN0IGNsYXNzPSJqcC1pY29uMyIgd2lkdGg9IjYiIGhlaWdodD0iNiIgZmlsbD0id2hpdGUiIHRyYW5zZm9ybT0ibWF0cml4KC0xIDAgMCAxIDEwIDEuNTU1NjYpIi8+CjwvY2xpcFBhdGg+CjwvZGVmcz4KPC9zdmc+Cg==);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgogIDxnIGNsYXNzPSJqcC1pY29uLWFjY2VudDIiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTcuNiw4aDAuOWwzLjUsOGgtMS4xTDEwLDE0SDZsLTAuOSwySDRMNy42LDh6IE04LDkuMUw2LjQsMTNoMy4yTDgsOS4xeiIvPgogICAgPHBhdGggZD0iTTE2LjYsOS44Yy0wLjIsMC4xLTAuNCwwLjEtMC43LDAuMWMtMC4yLDAtMC40LTAuMS0wLjYtMC4yYy0wLjEtMC4xLTAuMi0wLjQtMC4yLTAuNyBjLTAuMywwLjMtMC42LDAuNS0wLjksMC43Yy0wLjMsMC4xLTAuNywwLjItMS4xLDAuMmMtMC4zLDAtMC41LDAtMC43LTAuMWMtMC4yLTAuMS0wLjQtMC4yLTAuNi0wLjNjLTAuMi0wLjEtMC4zLTAuMy0wLjQtMC41IGMtMC4xLTAuMi0wLjEtMC40LTAuMS0wLjdjMC0wLjMsMC4xLTAuNiwwLjItMC44YzAuMS0wLjIsMC4zLTAuNCwwLjQtMC41QzEyLDcsMTIuMiw2LjksMTIuNSw2LjhjMC4yLTAuMSwwLjUtMC4xLDAuNy0wLjIgYzAuMy0wLjEsMC41LTAuMSwwLjctMC4xYzAuMiwwLDAuNC0wLjEsMC42LTAuMWMwLjIsMCwwLjMtMC4xLDAuNC0wLjJjMC4xLTAuMSwwLjItMC4yLDAuMi0wLjRjMC0xLTEuMS0xLTEuMy0xIGMtMC40LDAtMS40LDAtMS40LDEuMmgtMC45YzAtMC40LDAuMS0wLjcsMC4yLTFjMC4xLTAuMiwwLjMtMC40LDAuNS0wLjZjMC4yLTAuMiwwLjUtMC4zLDAuOC0wLjNDMTMuMyw0LDEzLjYsNCwxMy45LDQgYzAuMywwLDAuNSwwLDAuOCwwLjFjMC4zLDAsMC41LDAuMSwwLjcsMC4yYzAuMiwwLjEsMC40LDAuMywwLjUsMC41QzE2LDUsMTYsNS4yLDE2LDUuNnYyLjljMCwwLjIsMCwwLjQsMCwwLjUgYzAsMC4xLDAuMSwwLjIsMC4zLDAuMmMwLjEsMCwwLjIsMCwwLjMsMFY5Ljh6IE0xNS4yLDYuOWMtMS4yLDAuNi0zLjEsMC4yLTMuMSwxLjRjMCwxLjQsMy4xLDEsMy4xLTAuNVY2Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
+  --jp-icon-close: url(data:image/svg+xml;base64,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);
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+  --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-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder-favorite: url(data:image/svg+xml;base64,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);
+  --jp-icon-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY4YzAtMS4xLS45LTItMi0yaC04bC0yLTJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+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-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtanNvbi1pY29uLWNvbG9yIGpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iI0Y5QTgyNSI+CiAgICA8cGF0aCBkPSJNMjAuMiAxMS44Yy0xLjYgMC0xLjcuNS0xLjcgMSAwIC40LjEuOS4xIDEuMy4xLjUuMS45LjEgMS4zIDAgMS43LTEuNCAyLjMtMy41IDIuM2gtLjl2LTEuOWguNWMxLjEgMCAxLjQgMCAxLjQtLjggMC0uMyAwLS42LS4xLTEgMC0uNC0uMS0uOC0uMS0xLjIgMC0xLjMgMC0xLjggMS4zLTItMS4zLS4yLTEuMy0uNy0xLjMtMiAwLS40LjEtLjguMS0xLjIuMS0uNC4xLS43LjEtMSAwLS44LS40LS43LTEuNC0uOGgtLjVWNC4xaC45YzIuMiAwIDMuNS43IDMuNSAyLjMgMCAuNC0uMS45LS4xIDEuMy0uMS41LS4xLjktLjEgMS4zIDAgLjUuMiAxIDEuNyAxdjEuOHpNMS44IDEwLjFjMS42IDAgMS43LS41IDEuNy0xIDAtLjQtLjEtLjktLjEtMS4zLS4xLS41LS4xLS45LS4xLTEuMyAwLTEuNiAxLjQtMi4zIDMuNS0yLjNoLjl2MS45aC0uNWMtMSAwLTEuNCAwLTEuNC44IDAgLjMgMCAuNi4xIDEgMCAuMi4xLjYuMSAxIDAgMS4zIDAgMS44LTEuMyAyQzYgMTEuMiA2IDExLjcgNiAxM2MwIC40LS4xLjgtLjEgMS4yLS4xLjMtLjEuNy0uMSAxIDAgLjguMy44IDEuNC44aC41djEuOWgtLjljLTIuMSAwLTMuNS0uNi0zLjUtMi4zIDAtLjQuMS0uOS4xLTEuMy4xLS41LjEtLjkuMS0xLjMgMC0uNS0uMi0xLTEuNy0xdi0xLjl6Ii8+CiAgICA8Y2lyY2xlIGN4PSIxMSIgY3k9IjEzLjgiIHI9IjIuMSIvPgogICAgPGNpcmNsZSBjeD0iMTEiIGN5PSI4LjIiIHI9IjIuMSIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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: 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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI1IDI1Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDMgMykiIGQ9Ik0xLjg2MDk0IDExLjQ0MDlDMC44MjY0NDggOC43NzAyNyAwLjg2Mzc3OSA2LjA1NzY0IDEuMjQ5MDcgNC4xOTkzMkMyLjQ4MjA2IDMuOTMzNDcgNC4wODA2OCAzLjQwMzQ3IDUuNjAxMDIgMi44NDQ5QzcuMjM1NDkgMi4yNDQ0IDguODU2NjYgMS41ODE1IDkuOTg3NiAxLjA5NTM5QzExLjA1OTcgMS41ODM0MSAxMi42MDk0IDIuMjQ0NCAxNC4yMTggMi44NDMzOUMxNS43NTAzIDMuNDEzOTQgMTcuMzk5NSAzLjk1MjU4IDE4Ljc1MzkgNC4yMTM4NUMxOS4xMzY0IDYuMDcxNzcgMTkuMTcwOSA4Ljc3NzIyIDE4LjEzOSAxMS40NDA5QzE3LjAzMDMgMTQuMzAzMiAxNC42NjY4IDE3LjE4NDQgOS45OTk5OSAxOC45MzU0QzUuMzMzMTkgMTcuMTg0NCAyLjk2OTY4IDE0LjMwMzIgMS44NjA5NCAxMS40NDA5WiIvPgogICAgPHBhdGggY2xhc3M9ImpwLWljb24yIiBzdHJva2U9IiMzMzMzMzMiIHN0cm9rZS13aWR0aD0iMiIgdHJhbnNmb3JtPSJ0cmFuc2xhdGUoOS4zMTU5MiA5LjMyMDMxKSIgZD0iTTcuMzY4NDIgMEwwIDcuMzY0NzkiLz4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDkuMzE1OTIgMTYuNjgzNikgc2NhbGUoMSAtMSkiIGQ9Ik03LjM2ODQyIDBMMCA3LjM2NDc5Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
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+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2133c064">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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+<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">
+<img alt="No description has been provided for this image" src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350"/>
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">¶</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">¶</a></h3><h1 id="Distributed-Jacobi-(SOR)-method">Distributed Jacobi (SOR) method<a class="anchor-link" href="#Distributed-Jacobi-(SOR)-method">¶</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a7b64d5a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><ul>
+<li>How to parallelize the Jacobi method in Julia</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8bfa86d6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
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+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Mathematical-background">Mathematical background<a class="anchor-link" href="#Mathematical-background">¶</a></h2><h3 id="1D-Laplace-equation">1D Laplace equation<a class="anchor-link" href="#1D-Laplace-equation">¶</a></h3><p>Find a function $u(x)$ such that</p>
+<p>$u''(x) = 0 $ for $x\in(0,L)$</p>
+<p>$u(0) = -1$</p>
+<p>$u(L) = 1$</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=de45f04c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
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+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Analytical-solution">Analytical solution<a class="anchor-link" href="#Analytical-solution">¶</a></h3><p>$u(x) = (x-L)/L$</p>
+</div>
+</div>
+</div>
+</div>
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+<h3 id="A-3D-Laplace-equation-in-a-complex-domain">A 3D Laplace equation in a complex domain<a class="anchor-link" href="#A-3D-Laplace-equation-in-a-complex-domain">¶</a></h3>
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" 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+<h3 id="The-jacobi-method">The jacobi method<a class="anchor-link" href="#The-jacobi-method">¶</a></h3>
+</div>
+</div>
+</div>
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+<img align="left" alt="No description has been provided for this image" 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" width="300"/>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=bb20b40a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">jacobi</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">istep</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">u</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[1]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre>jacobi (generic function with 1 method)</pre>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=9d251dba">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [2]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">jacobi</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">1000</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[2]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre>7-element Vector{Float64}:
+ -1.0
+ -0.6666666666666666
+ -0.3333333333333333
+  0.0
+  0.3333333333333333
+  0.6666666666666666
+  1.0</pre>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=dda71761">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Parallelization-strategy">Parallelization strategy<a class="anchor-link" href="#Parallelization-strategy">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7c5a0d60">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Data-partition-and-dependencies">Data partition and dependencies<a class="anchor-link" href="#Data-partition-and-dependencies">¶</a></h3><p><code>u_new[i] = 0.5*(u[i-1]+u[i+1])</code></p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=52626d50">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<div>
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" 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+<h3 id="Remote-channels">Remote channels<a class="anchor-link" href="#Remote-channels">¶</a></h3>
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" width="450"/>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=034fa536">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Implementation">Implementation<a class="anchor-link" href="#Implementation">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a98e7ef1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Disclaimer">Disclaimer<a class="anchor-link" href="#Disclaimer">¶</a></h3><p>The most natural way of implementing a distributed Jacobi method is to use a library that provides distributed arrays:</p>
+<ul>
+<li><a href="https://github.com/JuliaParallel/DistributedArrays.jl">DistributedArrays.jl</a></li>
+<li><a href="https://github.com/fverdugo/PartitionedArrays.jl">PartitionedArrays.jl</a></li>
+</ul>
+<p>We will use low-level Julia functions as an academic exercise.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5a2437ae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Adding-some-procs">Adding some procs<a class="anchor-link" href="#Adding-some-procs">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d95ff334">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2d64e580">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">addprocs</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9cd52702">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Helper-functions">Helper functions<a class="anchor-link" href="#Helper-functions">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4aad98a4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">  </span><span class="nd">@assert</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">  </span><span class="n">local_n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span>
+<span class="w">  </span><span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">local_n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">  </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">local_n</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">  </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mf">1.0</span>
+<span class="w">  </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">1.0</span>
+<span class="w">  </span><span class="n">u</span><span class="p">,</span><span class="n">u_new</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=3fceebbd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">  </span><span class="n">local_n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span>
+<span class="w">  </span><span class="n">u_exact</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">copy</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
+<span class="w">  </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="n">local_i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">0</span><span class="o">:</span><span class="p">(</span><span class="n">local_n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="n">global_i</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="n">local_i</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="p">(</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="n">local_n</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">Δ</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="o">/</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u_exact</span><span class="p">[</span><span class="n">local_i</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span><span class="o">*</span><span class="p">(</span><span class="n">Δ</span><span class="o">*</span><span class="n">global_i</span><span class="o">-</span><span class="n">Δ</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w">  </span><span class="n">maximum</span><span class="p">(</span><span class="n">abs</span><span class="o">.</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.-</span><span class="n">u_exact</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fd06d27f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Distributed-Jacobi">Distributed Jacobi<a class="anchor-link" href="#Distributed-Jacobi">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=56d3bd49">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_dist</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">)</span>
+<span class="w">  </span><span class="n">nw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nworkers</span><span class="p">()</span>
+<span class="w">  </span><span class="n">ftrs_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Future</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">  </span><span class="n">ftrs_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Future</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">  </span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">()</span><span class="o">-&gt;</span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">  </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">workers</span><span class="p">()</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">w</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">myid</span><span class="p">())</span>
+<span class="w">    </span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="n">RemoteChannel</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span><span class="n">myid</span><span class="p">())</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w">  </span><span class="n">ftrs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Future</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">  </span><span class="nd">@sync</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">workers</span><span class="p">()</span>
+<span class="w">    </span><span class="n">ftrs</span><span class="p">[</span><span class="n">w</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">            </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">  </span><span class="k">end</span>
+<span class="w">  </span><span class="n">reduce</span><span class="p">(</span><span class="n">max</span><span class="p">,</span><span class="n">fetch</span><span class="o">.</span><span class="p">(</span><span class="n">ftrs</span><span class="p">))</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ab2c25f3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Exercise:-complete-the-cell-below">Exercise: complete the cell below<a class="anchor-link" href="#Exercise:-complete-the-cell-below">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=739ccfa5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">w</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">();</span><span class="w"> </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">w</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="c"># TODO: Setup channels</span>
+<span class="w">    </span><span class="c">#chn_prev_snd</span>
+<span class="w">    </span><span class="c">#chn_prev_rcv</span>
+<span class="w">    </span><span class="c">#chn_next_snd</span>
+<span class="w">    </span><span class="c">#chn_next_rcv</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span><span class="w">       </span>
+<span class="w">        </span><span class="c"># TODO: Communicate</span>
+<span class="w">        </span><span class="c"># Local computations</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=edbb2318">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Test-driven-development">Test-driven development<a class="anchor-link" href="#Test-driven-development">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b2301383">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_dist</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">1000</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=63ec8554">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="Remember:-remote-channels">Remember: remote channels<a class="anchor-link" href="#Remember:-remote-channels">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d4f59c15">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<div>
+<img align="left" alt="No description has been provided for this image" 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" 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+<h2 id="Possible-enhancements">Possible enhancements<a class="anchor-link" href="#Possible-enhancements">¶</a></h2>
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+<h3 id="Is-it-possible-to-overlap-computation-and-communication?">Is it possible to overlap computation and communication?<a class="anchor-link" href="#Is-it-possible-to-overlap-computation-and-communication?">¶</a></h3>
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" width="450"/>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=80e67eb9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="2nd-exercise:">2nd exercise:<a class="anchor-link" href="#2nd-exercise:">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f9aaa50c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">chn_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="n">chn_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">!=</span><span class="mi">2</span>
+<span class="w">        </span><span class="n">chn_prev_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">        </span><span class="n">chn_next_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span>
+<span class="w">        </span><span class="c"># TODO overlap communication and computation</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_prev_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_prev_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_next_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_next_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d9f12348">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Solution-of-the-exercises">Solution of the exercises<a class="anchor-link" href="#Solution-of-the-exercises">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d7d067f8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="1st-exercise">1st exercise<a class="anchor-link" href="#1st-exercise">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0e2514b0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">chn_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="n">chn_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">!=</span><span class="mi">2</span>
+<span class="w">        </span><span class="n">chn_prev_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">        </span><span class="n">chn_next_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span><span class="w">       </span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_prev_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_prev_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_next_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">           </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_next_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Local computations</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=157e705d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<h3 id="2nd-exercise">2nd exercise<a class="anchor-link" href="#2nd-exercise">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b6f5a89f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">jacobi_worker</span><span class="p">(</span>
+<span class="w">  </span><span class="n">n</span><span class="p">,</span><span class="n">nsteps</span><span class="p">,</span><span class="n">ftrs_prev_snd</span><span class="p">,</span><span class="n">ftrs_next_snd</span><span class="p">)</span>
+<span class="w">    </span><span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">u_new</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">initialize_vectors</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">p</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">chn_prev_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="n">chn_next_snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="p">])</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="o">!=</span><span class="mi">2</span>
+<span class="w">        </span><span class="n">chn_prev_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_next_snd</span><span class="p">[</span><span class="n">p</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">        </span><span class="n">chn_next_rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftrs_prev_snd</span><span class="p">[</span><span class="n">p</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">step</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nsteps</span><span class="w">       </span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_prev_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+<span class="w">           </span><span class="n">t1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@async</span><span class="w"> </span><span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_prev_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">           </span><span class="n">put!</span><span class="p">(</span><span class="n">chn_next_snd</span><span class="p">,</span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">           </span><span class="n">t2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@async</span><span class="w"> </span><span class="n">u</span><span class="p">[</span><span class="k">end</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">chn_next_rcv</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Local computations (interior)</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Wait for ghost values</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">            </span><span class="n">wait</span><span class="p">(</span><span class="n">t1</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">myid</span><span class="p">()</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">nprocs</span><span class="p">()</span>
+<span class="w">            </span><span class="n">wait</span><span class="p">(</span><span class="n">t2</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Update near boundary values</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">,</span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">            </span><span class="n">u_new</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">+</span><span class="n">u</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">u_new</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="n">u</span>
+<span class="w">    </span><span class="n">err</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">compute_error</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
diff --git a/dev/notebook-output/julia_tutorial.html b/dev/notebook-output/julia_tutorial.html
new file mode 100644
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--- /dev/null
+++ b/dev/notebook-output/julia_tutorial.html
@@ -0,0 +1,7854 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>julia_tutorial</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+	<script src='../assets/iframeResizer.contentWindow.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 .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
+.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;
+}
+
+/* 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: 0 solid transparent;
+  border-right: 0 solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0 solid transparent;
+  border-bottom: 0 solid transparent;
+}
+
+/*
+ * Lumino
+ */
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+  z-index: 0;
+}
+
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.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;
+}
+
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+.lm-Menu-item {
+  display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE2IDE2IiB2ZXJzaW9uPSIxLjEiPgogICA8cGF0aCBjbGFzcz0ianAtaWNvbjIganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMzMzMzMzIgogICAgICBkPSJtOCAwLjI5Yy0xLjQgMC0yLjcgMC43My0zLjYgMS44LTEuMiAxLjUtMS40IDMuNC0xLjUgNS4yLTAuMTggMi4yLTAuNDQgNC0yLjMgNS4zbDAuMjggMS4zaDVjMC4wMjYgMC42NiAwLjMyIDEuMSAwLjcxIDEuNSAwLjg0IDAuNjEgMiAwLjYxIDIuOCAwIDAuNTItMC40IDAuNi0xIDAuNzEtMS41aDVsMC4yOC0xLjNjLTEuOS0wLjk3LTIuMi0zLjMtMi4zLTUuMy0wLjEzLTEuOC0wLjI2LTMuNy0xLjUtNS4yLTAuODUtMS0yLjItMS44LTMuNi0xLjh6bTAgMS40YzAuODggMCAxLjkgMC41NSAyLjUgMS4zIDAuODggMS4xIDEuMSAyLjcgMS4yIDQuNCAwLjEzIDEuNyAwLjIzIDMuNiAxLjMgNS4yaC0xMGMxLjEtMS42IDEuMi0zLjQgMS4zLTUuMiAwLjEzLTEuNyAwLjMtMy4zIDEuMi00LjQgMC41OS0wLjcyIDEuNi0xLjMgMi41LTEuM3ptLTAuNzQgMTJoMS41Yy0wLjAwMTUgMC4yOCAwLjAxNSAwLjc5LTAuNzQgMC43OS0wLjczIDAuMDAxNi0wLjcyLTAuNTMtMC43NC0wLjc5eiIgLz4KPC9zdmc+Cg==);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
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+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-collapse-all: url(data:image/svg+xml;base64,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);
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+  --jp-icon-copyright: url(data:image/svg+xml;base64,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);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --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-dot: url(data:image/svg+xml;base64,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);
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+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI1IDI1Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDMgMykiIGQ9Ik0xLjg2MDk0IDExLjQ0MDlDMC44MjY0NDggOC43NzAyNyAwLjg2Mzc3OSA2LjA1NzY0IDEuMjQ5MDcgNC4xOTkzMkMyLjQ4MjA2IDMuOTMzNDcgNC4wODA2OCAzLjQwMzQ3IDUuNjAxMDIgMi44NDQ5QzcuMjM1NDkgMi4yNDQ0IDguODU2NjYgMS41ODE1IDkuOTg3NiAxLjA5NTM5QzExLjA1OTcgMS41ODM0MSAxMi42MDk0IDIuMjQ0NCAxNC4yMTggMi44NDMzOUMxNS43NTAzIDMuNDEzOTQgMTcuMzk5NSAzLjk1MjU4IDE4Ljc1MzkgNC4yMTM4NUMxOS4xMzY0IDYuMDcxNzcgMTkuMTcwOSA4Ljc3NzIyIDE4LjEzOSAxMS40NDA5QzE3LjAzMDMgMTQuMzAzMiAxNC42NjY4IDE3LjE4NDQgOS45OTk5OSAxOC45MzU0QzUuMzMzMTkgMTcuMTg0NCAyLjk2OTY4IDE0LjMwMzIgMS44NjA5NCAxMS40NDA5WiIvPgogICAgPHBhdGggY2xhc3M9ImpwLWljb24yIiBzdHJva2U9IiMzMzMzMzMiIHN0cm9rZS13aWR0aD0iMiIgdHJhbnNmb3JtPSJ0cmFuc2xhdGUoOS4zMTU5MiA5LjMyMDMxKSIgZD0iTTcuMzY4NDIgMEwwIDcuMzY0NzkiLz4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDkuMzE1OTIgMTYuNjgzNikgc2NhbGUoMSAtMSkiIGQ9Ik03LjM2ODQyIDBMMCA3LjM2NDc5Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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-share: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTSAxOCAyIEMgMTYuMzU0OTkgMiAxNSAzLjM1NDk5MDQgMTUgNSBDIDE1IDUuMTkwOTUyOSAxNS4wMjE3OTEgNS4zNzcxMjI0IDE1LjA1NjY0MSA1LjU1ODU5MzggTCA3LjkyMTg3NSA5LjcyMDcwMzEgQyA3LjM5ODUzOTkgOS4yNzc4NTM5IDYuNzMyMDc3MSA5IDYgOSBDIDQuMzU0OTkwNCA5IDMgMTAuMzU0OTkgMyAxMiBDIDMgMTMuNjQ1MDEgNC4zNTQ5OTA0IDE1IDYgMTUgQyA2LjczMjA3NzEgMTUgNy4zOTg1Mzk5IDE0LjcyMjE0NiA3LjkyMTg3NSAxNC4yNzkyOTcgTCAxNS4wNTY2NDEgMTguNDM5NDUzIEMgMTUuMDIxNTU1IDE4LjYyMTUxNCAxNSAxOC44MDgzODYgMTUgMTkgQyAxNSAyMC42NDUwMSAxNi4zNTQ5OSAyMiAxOCAyMiBDIDE5LjY0NTAxIDIyIDIxIDIwLjY0NTAxIDIxIDE5IEMgMjEgMTcuMzU0OTkgMTkuNjQ1MDEgMTYgMTggMTYgQyAxNy4yNjc0OCAxNiAxNi42MDE1OTMgMTYuMjc5MzI4IDE2LjA3ODEyNSAxNi43MjI2NTYgTCA4Ljk0MzM1OTQgMTIuNTU4NTk0IEMgOC45NzgyMDk1IDEyLjM3NzEyMiA5IDEyLjE5MDk1MyA5IDEyIEMgOSAxMS44MDkwNDcgOC45NzgyMDk1IDExLjYyMjg3OCA4Ljk0MzM1OTQgMTEuNDQxNDA2IEwgMTYuMDc4MTI1IDcuMjc5Mjk2OSBDIDE2LjYwMTQ2IDcuNzIyMTQ2MSAxNy4yNjc5MjMgOCAxOCA4IEMgMTkuNjQ1MDEgOCAyMSA2LjY0NTAwOTYgMjEgNSBDIDIxIDMuMzU0OTkwNCAxOS42NDUwMSAyIDE4IDIgeiBNIDE4IDQgQyAxOC41NjQxMjkgNCAxOSA0LjQzNTg3MDYgMTkgNSBDIDE5IDUuNTY0MTI5NCAxOC41NjQxMjkgNiAxOCA2IEMgMTcuNDM1ODcxIDYgMTcgNS41NjQxMjk0IDE3IDUgQyAxNyA0LjQzNTg3MDYgMTcuNDM1ODcxIDQgMTggNCB6IE0gNiAxMSBDIDYuNTY0MTI5NCAxMSA3IDExLjQzNTg3MSA3IDEyIEMgNyAxMi41NjQxMjkgNi41NjQxMjk0IDEzIDYgMTMgQyA1LjQzNTg3MDYgMTMgNSAxMi41NjQxMjkgNSAxMiBDIDUgMTEuNDM1ODcxIDUuNDM1ODcwNiAxMSA2IDExIHogTSAxOCAxOCBDIDE4LjU2NDEyOSAxOCAxOSAxOC40MzU4NzEgMTkgMTkgQyAxOSAxOS41NjQxMjkgMTguNTY0MTI5IDIwIDE4IDIwIEMgMTcuNDM1ODcxIDIwIDE3IDE5LjU2NDEyOSAxNyAxOSBDIDE3IDE4LjQzNTg3MSAxNy40MzU4NzEgMTggMTggMTggeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.2.3/mermaid.esm.min.mjs")).default;
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
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+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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">
+<img alt="No description has been provided for this image" src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350"/>
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">¶</a></h3><h3 id="Lectures-on-Julia-for-HPC">Lectures on Julia for HPC<a class="anchor-link" href="#Lectures-on-Julia-for-HPC">¶</a></h3><h1 id="Tutorial:-Getting-started-with-Julia">Tutorial: Getting started with Julia<a class="anchor-link" href="#Tutorial:-Getting-started-with-Julia">¶</a></h1><p>by Francesc Verdugo (VU Amsterdam)</p>
+<p>Version fall 2022</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><ul>
+<li>Using the Julia REPL</li>
+<li>Running serial and parallel code</li>
+<li>Installing and managing packages</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Introduction">Introduction<a class="anchor-link" href="#Introduction">¶</a></h2><p>Julia has its own way of running code and using packages. Many educational sources about Julia assume that you have this basic knowledge, which can be confusing to new users. In this lesson, we will learn these basic skills so that you can start learning more on Julia.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Preliminaries">Preliminaries<a class="anchor-link" href="#Preliminaries">¶</a></h2><p>This is a tutorial. To follow it:</p>
+<ul>
+<li>Download and install Julia from <a href="https://julialang.org/">https://julialang.org/</a></li>
+<li>Download and install VSCode and its Julia extension. How to: <a href="https://www.julia-vscode.org/docs/dev/gettingstarted/">https://www.julia-vscode.org/docs/dev/gettingstarted/</a></li>
+<li>Continue reading this document</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="The-Julia-REPL">The Julia REPL<a class="anchor-link" href="#The-Julia-REPL">¶</a></h2><p>There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File &gt; Open Folder). Then,  press <code>Ctrl</code>+<code>Shift</code>+<code>P</code> to open the command bar, and execute <code>Julia: Start REPL</code>. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:</p>
+<pre><code>julia&gt; 
+</code></pre>
+<p>You have just opened the Julia <em>read-evaluate-print loop</em>, or simply the Julia <em>REPL</em>. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (<code>julia&gt;</code> in the case) is called the <em>command prompt</em> or simply the <em>prompt</em>.</p>
+<p>The usage is as follows:</p>
+<ul>
+<li>You write some input</li>
+<li>press enter</li>
+<li>you get the output</li>
+</ul>
+<p>For instance, try this</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="mi">1</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Hello-world!">Hello world!<a class="anchor-link" href="#Hello-world!">¶</a></h2><p>A "Hello world" example looks like this in Julia</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">"Hello, world!"</span><span class="p">)</span>
+</pre></div>
+<p>Try to run it in the REPL.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Help-mode">Help mode<a class="anchor-link" href="#Help-mode">¶</a></h2><p>Curious about what function <code>println</code> does? Enter into <em>help</em> mode to look into the documentation. This is done by typing a question mark (<code>?</code>) into the inut field:</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="o">?</span>
+</pre></div>
+<p>After typing <code>?</code>, the command prompt changes to <code>help?&gt;</code>. It means we are in help mode. Now, we can type a function name to see its documentation.</p>
+<div class="highlight"><pre><span></span><span class="n">help</span><span class="o">?&gt;</span><span class="w"> </span><span class="n">println</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Package-and-shell-modes">Package and shell modes<a class="anchor-link" href="#Package-and-shell-modes">¶</a></h2><p>The REPL comes with two more modes, namely <em>package</em> and <em>shell</em> modes. To enter package mode type</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">]</span>
+</pre></div>
+<p>Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.</p>
+<p>To enter shell mode type semicolon (<code>;</code>)</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">;</span>
+</pre></div>
+<p>The prompt should have changed to <code>shell&gt;</code> indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,</p>
+<div class="highlight"><pre><span></span><span class="n">shell</span><span class="o">&gt;</span><span class="w"> </span><span class="n">ls</span>
+</pre></div>
+<p>will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Running-more-complex-code">Running more complex code<a class="anchor-link" href="#Running-more-complex-code">¶</a></h2><p>Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and <em>included</em> in the REPL. To try this, create a new file called <code>hello.jl</code>, write the code of the "Hello world" example above, and save it. If you are using VSCode, you can create the file using File &gt; New File &gt; Julia File. Once the file is saved with the name <code>hello.jl</code>, execute it as follows</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">include</span><span class="p">(</span><span class="s">"hello.jl"</span><span class="p">)</span>
+</pre></div>
+<div class="alert alert-block alert-warning">
+<b>Warning:</b> Make sure that the file <code>"hello.jl"</code> is located in the current working directory of your Julia session. You can query the current directory with function <code>pwd()</code>. You can change to another directory with function <code>cd()</code> if needed.  Also, make sure that the file extension is <code>.jl</code>.
+</div>
+<p>The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed buy the path to the file containing the code you want to execute.</p>
+<pre><code>$ julia hello.jl
+</code></pre>
+<p>Previous line assumes that you have Julia properly installed in the system and that is usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the <code>PATH</code> environment variable. To check that Julia is properly installed, you can use</p>
+<pre><code>$ julia --version
+</code></pre>
+<p>If this runs without error and you see a version number, you are good to go!</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> In this tutorial, when a code snipped starts with <code>$</code>, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.
+</div>
+<div class="alert alert-block alert-info">
+<b>Tip:</b> Avoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Running-parallel-code">Running parallel code<a class="anchor-link" href="#Running-parallel-code">¶</a></h2><p>Since we are in a parallel computing course, let's run a parallel "hello world" example in Julia. Open a Julia REPL and write</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">"Hello, world! I am proc </span><span class="si">$</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span><span class="s"> from </span><span class="si">$</span><span class="p">(</span><span class="n">nprocs</span><span class="p">())</span><span class="s">"</span><span class="p">)</span>
+</pre></div>
+<p>Here, we are using the <code>Distributed</code> package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.</p>
+<p>You will provably only see output from 1 proces. We need to add more processes to run the example in parallel. This is done with the <code>addprocs</code> function.</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">addprocs</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+<p>We have added 3 new processes, plus the old one, we have 4 processes. Run the code again.</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">"Hello, world! I am proc </span><span class="si">$</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span><span class="s"> from </span><span class="si">$</span><span class="p">(</span><span class="n">nprocs</span><span class="p">())</span><span class="s">"</span><span class="p">)</span>
+</pre></div>
+<p>Now, you should see output from 4 processes.</p>
+<p>It is possible to specify the number of processes when starting Julia from the terminal with the <code>-p</code> argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as</p>
+<pre><code>$ julia -p 3
+</code></pre>
+<p>and then run</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">"Hello, world! I am proc </span><span class="si">$</span><span class="p">(</span><span class="n">myid</span><span class="p">())</span><span class="s"> from </span><span class="si">$</span><span class="p">(</span><span class="n">nprocs</span><span class="p">())</span><span class="s">"</span><span class="p">)</span>
+</pre></div>
+<p>You should get output from 4 processes as before.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Installing-packages">Installing packages<a class="anchor-link" href="#Installing-packages">¶</a></h2><p>One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel "Hello world" example.</p>
+<p>Copy the following block of code into a new file named <code>"hello_mpi.jl"</code></p>
+<div class="highlight"><pre><span></span><span class="c"># file hello_mpi.jl</span>
+<span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="n">println</span><span class="p">(</span><span class="s">"Hello world, I am rank </span><span class="si">$rank</span><span class="s"> of </span><span class="si">$nranks</span><span class="s">"</span><span class="p">)</span>
+</pre></div>
+<p>As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.</p>
+<p>Now, run the file from the REPL</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">incude</span><span class="p">(</span><span class="s">"hello_mpi.jl"</span><span class="p">)</span>
+</pre></div>
+<p>It provably didn't work, right? Read the error message and note that the MPI package needs to be installed to run this code.</p>
+<p>To install a package, we need to enter <em>package</em> mode. Remember that we entered into help mode by typing <code>?</code>. Package mode is activated by typing <code>]</code></p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="p">]</span>
+</pre></div>
+<p>At this point, the promp should have changed to <code>(@v1.8) pkg&gt;</code> indicating that we are in package mode. The text between parenthesis indicates which is the active <em>project</em>, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.8 in this example, but it can be another version in your case).</p>
+<p>To install the MPI package, type</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">MPI</span>
+</pre></div>
+<p>Congrats, you have installed MPI!</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b>  Many Julia package names end with <code>.jl</code>. This is just a way of signaling that a package is written in Julia. When using such packages, the <code>.jl</code> needs to be ommited. In this case, we have isntalled the <code>MPI.jl</code> package even though we have only typed <code>MPI</code> in the REPL.
+</div>
+<div class="alert alert-block alert-info">
+<b>Tip:</b>
+The package you have installed it is the Julia interface to MPI, called  <code>MPI.jl</code>. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of <code>MPI.jl</code> for further details.
+</div>
+<p>To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">incude</span><span class="p">(</span><span class="s">"hello_mpi.jl"</span><span class="p">)</span>
+</pre></div>
+<p>Now, it should work, but you provably get output from a single MPI rank only.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Running-MPI-code">Running MPI code<a class="anchor-link" href="#Running-MPI-code">¶</a></h2><p>To run MPI applications in parallel, you need a launcher like <code>mpiexec</code>. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run</p>
+<pre><code>$ mpiexec -np 4 julia hello_mpi.jl
+</code></pre>
+<p>But it will provably don't work since the version of <code>mpiexec</code> needs to match with the MPI version we are using from Julia. You can find the path to the <code>mpiexec</code> binary you need to use with these commands</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">mpiexec_path</span>
+</pre></div>
+<p>and then try again</p>
+<pre><code>$ /path/to/my/mpiexec -np 4 julia hello_mpi.jl
+</code></pre>
+<p>with your particular path.</p>
+<p>However, this is not very convenient. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">mpiexec</span><span class="p">(</span><span class="n">cmd</span><span class="o">-&gt;</span><span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$cmd</span><span class="sb"> -np 4 julia hello_mpi.jl`</span><span class="p">))</span>
+</pre></div>
+<p>Now, you should see output from 4 ranks.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Installing-packages-locally">Installing packages locally<a class="anchor-link" href="#Installing-packages-locally">¶</a></h2><p>We have installed the <code>MPI</code> package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.</p>
+<p>A project is simply a folder in the hard disk. To use a particular folder as your project, you need to <em>activate</em> it. This is done by entering package mode and using the <code>activate</code> command followed by the path to the folder you want to activate.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">activate</span><span class="w"> </span><span class="o">.</span>
+</pre></div>
+<p>Previous command will activate the current working directory. Note that the dot <code>.</code> is indeed the path to the current folder.</p>
+<p>The prompt has changed to <code>(lessons) pkg&gt;</code> indicating that we are in the project within the <code>lessons</code> folder. The particular folder name can be different in your case.</p>
+<div class="alert alert-block alert-info">
+<b>Tip:</b>  You can activate a project directly when opening Julia from the terminal using the <code>--project</code> flag. The command <code>$ julia --project=.</code> will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  <code>JULIA_PROJECT</code> with the path of the folder you want to activate.
+    </div>
+<div class="alert alert-block alert-info">
+<b>Tip:</b>  The active project folder and the current working directory are two independent concepts! For instance,  <code>(@v1.8) pkg&gt; activate folderB</code> and then <code>julia&gt; cd("folderA")</code>, will activate the project in <code>folderB</code> and change the current working directory to <code>folderA</code>.
+
+</div>
+<p>At this point all package-related operations will be local to the new project. For instance, install the <code>DataFrames</code> package.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="n">lessons</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">DataFrames</span>
+</pre></div>
+<p>Use the package to check that it is installed</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">DataFrames</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">DataFrame</span><span class="p">(</span><span class="n">a</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span><span class="n">b</span><span class="o">=</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+<p>Now, we can return to the global project to check that <code>DataFrames</code> has not been installed there. To return to the global environment, use <code>activate</code> without a folder name.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="n">lessons</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">activate</span>
+</pre></div>
+<p>The prompt is again <code>(@v1.8) pkg&gt;</code></p>
+<p>Now, try to use <code>DataFrames</code>.</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">DataFrames</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">DataFrame</span><span class="p">(</span><span class="n">a</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">],</span><span class="n">b</span><span class="o">=</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+<p>You should get an error or a warning unless you already had <code>DataFrames</code> installed globally.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Project-and-Manifest-files">Project and Manifest files<a class="anchor-link" href="#Project-and-Manifest-files">¶</a></h2><p>The information about a project is stored in two files <code>Project.toml</code> and <code>Manifest.toml</code>.</p>
+<ul>
+<li><p><code>Project.toml</code> contains the packages explicitly installed (the direct dependencies)</p>
+</li>
+<li><p><code>Manifest.toml</code> contains direct and indirect dependencies along with the concrete version of each package.</p>
+</li>
+</ul>
+<p>In other words, <code>Project.toml</code> contains the packages relevant for the user, whereas <code>Manifest.toml</code> is the detailed snapshot of all dependencies. The <code>Manifest.toml</code> can be used to reproduce the same envinonment in another machine.</p>
+<p>You can see the path to the current <code>Project.toml</code> file by using the <code>status</code> operator (or <code>st</code> in its short form) while in package mode</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">status</span>
+</pre></div>
+<p>The information about the <code>Manifest.toml</code> can be inspected by passing the <code>-m</code> flag.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">-</span><span class="n">m</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Installing-packages-from-a-project-file">Installing packages from a project file<a class="anchor-link" href="#Installing-packages-from-a-project-file">¶</a></h2><p>Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.</p>
+<p>Assume that a colleague has sent to you a <code>Project.toml</code> file with this content:</p>
+<pre><code>[deps]
+BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
+DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195"
+</code></pre>
+<p>Copy the contents of previous code block into a file called  <code>Project.toml</code> and place it in an empty folder named <code>newproject</code>. It is important that the file is named <code>Project.toml</code>. You can create a new folder from the REPL with</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">mkdir</span><span class="p">(</span><span class="s">"newproject"</span><span class="p">)</span>
+</pre></div>
+<p>To install all the packages registered in this file you need to activate the folder containing your <code>Project.toml</code> file</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">activate</span><span class="w"> </span><span class="n">newproject</span>
+</pre></div>
+<p>and then <em>instantiating</em> it</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="n">newproject</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">instantiate</span>
+</pre></div>
+<p>The instantiate command will download and install all listed packages and their dependencies in just one click.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Getting-help-in-package-mode">Getting help in package mode<a class="anchor-link" href="#Getting-help-in-package-mode">¶</a></h2><p>You can get help about a particular package operator by writing <code>help</code> in front of it</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">help</span><span class="w"> </span><span class="n">activate</span>
+</pre></div>
+<p>You can get an overview of all package commands by typing <code>help</code> alone</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">help</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Package-operations-in-Julia-code">Package operations in Julia code<a class="anchor-link" href="#Package-operations-in-Julia-code">¶</a></h2><p>In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the <code>Pkg</code> package. For instance</p>
+<div class="highlight"><pre><span></span><span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="k">using</span><span class="w"> </span><span class="n">Pkg</span>
+<span class="n">julia</span><span class="o">&gt;</span><span class="w"> </span><span class="n">Pkg</span><span class="o">.</span><span class="n">status</span><span class="p">()</span>
+</pre></div>
+<p>is equivalent to call <code>status</code> in package mode.</p>
+<div class="highlight"><pre><span></span><span class="p">(</span><span class="nd">@v1</span><span class="mf">.8</span><span class="p">)</span><span class="w"> </span><span class="n">pkg</span><span class="o">&gt;</span><span class="w"> </span><span class="n">status</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">¶</a></h2><p>We have learned the basics of how to work with Julia. Now, you should be ready to start learning more on the language. If you want to further dig into the topics we have covered here, you can take a look and the following links</p>
+<ul>
+<li>Julia Manual   <a href="https://docs.julialang.org/en/v1/manual/getting-started/">https://docs.julialang.org/en/v1/manual/getting-started/</a></li>
+<li>Package manager <a href="https://pkgdocs.julialang.org/v1/getting-started/">https://pkgdocs.julialang.org/v1/getting-started/</a></li>
+</ul>
+<p>If you want to interact with the Julia community on discourse, sign in at <a href="https://discourse.julialang.org/">https://discourse.julialang.org/</a></p>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
diff --git a/dev/notebook-output/matrix_matrix.html b/dev/notebook-output/matrix_matrix.html
index 7b664ec..7a5d2cb 100644
--- a/dev/notebook-output/matrix_matrix.html
+++ b/dev/notebook-output/matrix_matrix.html
@@ -7460,7 +7460,7 @@ a.anchor-link {
 <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">
 <div class="alert alert-block alert-info">
-<b>Note:</b> Do not forget to execute the cells below before starting this notebook!
+<b>Note:</b> Do not forget to execute the cells below before starting this notebook! 
 </div>
 </div>
 </div>
@@ -7501,7 +7501,12 @@ a.anchor-link {
 <span class="w">    </span><span class="k">end</span><span class="w"> </span><span class="o">|&gt;</span><span class="w"> </span><span class="n">println</span>
 <span class="k">end</span>
 <span class="n">alg_1_deps_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"b"</span><span class="p">)</span>
+<span class="n">alg_1_comm_overhead_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"c"</span><span class="p">)</span>
+<span class="n">alg_1_comp_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"a"</span><span class="p">)</span>
+<span class="n">alg_2_complex_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"b"</span><span class="p">)</span>
 <span class="n">alg_2_deps_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"d"</span><span class="p">)</span>
+<span class="n">alg_3_deps_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"c"</span><span class="p">)</span>
+<span class="n">alg_3_complex_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"d"</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -7553,7 +7558,7 @@ a.anchor-link {
 <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">
 <div>
-<img align="left" alt="No description has been provided for this image" src="attachment:fig_matmul_intro_0.png" width="450"/>
+<img align="left" alt="No description has been provided for this image" 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" 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" 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@@ -7840,7 +7845,7 @@ d) row A[i,:] and the whole matrix B</code></pre>
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-<img align="left" alt="No description has been provided for this image" src="attachment:fig_matmul_machines_1.png" width="450"/>
+<img align="left" alt="No description has been provided for this image" 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" width="450"/>
 </div>
 </div>
 </div>
@@ -8001,6 +8006,10 @@ $$</p>
 <div class="alert alert-block alert-success">
 <b>Question:</b>  How many scalars are communicated from and to a worker?  Assume that matrices A, B, and C are N by N matrices.
 </div>
+<pre><code>a) 3N
+b) 2N + 2
+c) 2N + 1
+d) N² + 1</code></pre>
 </div>
 </div>
 </div>
@@ -8012,7 +8021,8 @@ $$</p>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="c"># TODO multiple choice</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
+<span class="n">alg_1_comm_overhead_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -8028,6 +8038,9 @@ $$</p>
 <div class="alert alert-block alert-success">
 <b>Question:</b>  How many operations are done in a worker?    
 </div>
+<pre><code>a) O(N)
+b) O(N²)
+c) O(N³)</code></pre>
 </div>
 </div>
 </div>
@@ -8039,7 +8052,8 @@ $$</p>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="c"># TODO multiple choice</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, or c</span>
+<span class="n">alg_1_comp_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -8081,7 +8095,7 @@ $$</p>
 <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">
 <div>
-<img align="left" alt="No description has been provided for this image" src="attachment:fig_matmul_intro_q_2.png" width="450"/>
+<img align="left" alt="No description has been provided for this image" 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" 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@@ -8122,7 +8136,7 @@ d) row A[i,:] and the whole matrix B</code></pre>
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-<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
 <span class="n">alg_2_deps_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
 </pre></div>
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@@ -8153,7 +8167,7 @@ d) row A[i,:] and the whole matrix B</code></pre>
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-<img align="left" alt="No description has been provided for this image" src="attachment:fig_matmul_machines_2.png" width="450"/>
+<img align="left" alt="No description has been provided for this image" 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" width="450"/>
 </div>
 </div>
 </div>
@@ -8305,7 +8319,7 @@ d) O(N) communication and O(N) computation</code></pre>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
 <span class="n">alg_2_complex_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
 </pre></div>
 </div>
@@ -8342,7 +8356,7 @@ d) O(N) communication and O(N) computation</code></pre>
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" width="450"/>
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@@ -8368,6 +8382,10 @@ d) O(N) communication and O(N) computation</code></pre>
 <div class="alert alert-block alert-success">
 <b>Question:</b>  Which are the data dependencies of the computations done by the worker in charge of computing the range of rows C[rows,:] ?  
 </div>
+<pre><code>a) A[rows,:] and B[:,rows] 
+b) the whole matrix A and B[:,rows]
+c) A[rows,:] and the whole matrix B
+d) the whole matrices A and B</code></pre>
 </div>
 </div>
 </div>
@@ -8379,7 +8397,8 @@ d) O(N) communication and O(N) computation</code></pre>
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-<div class="highlight hl-julia"><pre><span></span><span class="c"># TODO multiple choice and checker</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
+<span class="n">alg_3_deps_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -8409,7 +8428,7 @@ d) O(N) communication and O(N) computation</code></pre>
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-<img align="left" alt="No description has been provided for this image" src="attachment:fig_matmul_machines_3.png" width="450"/>
+<img align="left" alt="No description has been provided for this image" 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" width="450"/>
 </div>
 </div>
 </div>
@@ -8436,6 +8455,10 @@ d) O(N) communication and O(N) computation</code></pre>
 <div class="alert alert-block alert-success">
 <b>Question:</b>  Which is the complexity of the communication and computations done by a worker in algorithm 3?
 </div>
+<pre><code>a) O(N²) communication and O(N³) computation
+b) O(N²) communication and O(N³/P) computation
+c) O(N²) communication and O(N²) computation
+d) O(N²/P) communication and O(N³/P) computation</code></pre>
 </div>
 </div>
 </div>
@@ -8447,7 +8470,8 @@ d) O(N) communication and O(N) computation</code></pre>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="c"># TODO multiple choice and checker function</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
+<span class="n">alg_3_complex_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -8545,8 +8569,7 @@ d) O(N) communication and O(N) computation</code></pre>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="c"># TODO move solution to a separate notebook and remove part of the implementation here</span>
-<span class="k">function</span><span class="w"> </span><span class="n">matmul_dist_3!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">A</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">matmul_dist_3!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">A</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
 <span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
 <span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
 <span class="w">    </span><span class="n">l</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">A</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
@@ -8555,17 +8578,7 @@ d) O(N) communication and O(N) computation</code></pre>
 <span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">l</span>
 <span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
 <span class="w">    </span><span class="c"># Implement here</span>
-<span class="w">    </span><span class="n">nrows_w</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span>
-<span class="w">    </span><span class="nd">@sync</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">w</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">enumerate</span><span class="p">(</span><span class="n">workers</span><span class="p">())</span>
-<span class="w">        </span><span class="n">rows_w</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="o">:</span><span class="n">nrows_w</span><span class="p">)</span><span class="w"> </span><span class="o">.+</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="n">nrows_w</span>
-<span class="w">        </span><span class="n">Aw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">A</span><span class="p">[</span><span class="n">rows_w</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
-<span class="w">        </span><span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">begin</span>
-<span class="w">            </span><span class="n">Cw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">Aw</span><span class="p">,</span><span class="n">nrows_w</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
-<span class="w">            </span><span class="n">matmul_seq!</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">Aw</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
-<span class="w">            </span><span class="n">Cw</span>
-<span class="w">        </span><span class="k">end</span>
-<span class="w">        </span><span class="nd">@async</span><span class="w"> </span><span class="n">C</span><span class="p">[</span><span class="n">rows_w</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
-<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span>
 <span class="w">    </span><span class="n">C</span>
 <span class="k">end</span>
 </pre></div>
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index 0000000..e3493a3
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+.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;
+}
+
+/* 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: 0 solid transparent;
+  border-right: 0 solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+  border-top: 0 solid transparent;
+  border-bottom: 0 solid transparent;
+}
+
+/*
+ * Lumino
+ */
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  display: flex;
+  flex-direction: column;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-CommandPalette-search {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  min-height: 0;
+  overflow: auto;
+  list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+  display: flex;
+  flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+  z-index: 0;
+}
+
+.lm-DockPanel-widget {
+  z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-DockPanel-handle {
+  z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+  cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+  cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+  z-index: 3;
+  box-sizing: border-box;
+  pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+  display: none !important;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.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;
+}
+
+.lm-Menu-content {
+  margin: 0;
+  padding: 0;
+  display: table;
+  list-style-type: none;
+}
+
+.lm-Menu-item {
+  display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+  display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+  display: table-cell;
+  text-align: center;
+}
+
+.lm-Menu-itemLabel {
+  display: table-cell;
+  text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+  display: table-cell;
+  text-align: right;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+  outline: none;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-MenuBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex-direction: row;
+  list-style-type: none;
+}
+
+.lm-MenuBar-item {
+  box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+  display: inline-block;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+  touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+.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.
+ * 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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) 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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 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.
+|----------------------------------------------------------------------------*/
+
+/* 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-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjQiIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiPgogICAgICAgIDxwYXRoIGZpbGwtcnVsZT0iZXZlbm9kZCIgY2xpcC1ydWxlPSJldmVub2RkIiBkPSJNMTcuMTkgOEgyMFYxMEgxNy45MUMxNy45NiAxMC4zMyAxOCAxMC42NiAxOCAxMVYxMkgyMFYxNEgxOC41SDE4VjE0LjAyNzVDMTUuNzUgMTQuMjc2MiAxNCAxNi4xODM3IDE0IDE4LjVDMTQgMTkuMjA4IDE0LjE2MzUgMTkuODc3OSAxNC40NTQ5IDIwLjQ3MzlDMTMuNzA2MyAyMC44MTE3IDEyLjg3NTcgMjEgMTIgMjFDOS43OCAyMSA3Ljg1IDE5Ljc5IDYuODEgMThINFYxNkg2LjA5QzYuMDQgMTUuNjcgNiAxNS4zNCA2IDE1VjE0SDRWMTJINlYxMUM2IDEwLjY2IDYuMDQgMTAuMzMgNi4wOSAxMEg0VjhINi44MUM3LjI2IDcuMjIgNy44OCA2LjU1IDguNjIgNi4wNEw3IDQuNDFMOC40MSAzTDEwLjU5IDUuMTdDMTEuMDQgNS4wNiAxMS41MSA1IDEyIDVDMTIuNDkgNSAxMi45NiA1LjA2IDEzLjQyIDUuMTdMMTUuNTkgM0wxNyA0LjQxTDE1LjM3IDYuMDRDMTYuMTIgNi41NSAxNi43NCA3LjIyIDE3LjE5IDhaTTEwIDE2SDE0VjE0SDEwVjE2Wk0xMCAxMkgxNFYxMEgxMFYxMloiIGZpbGw9IiM2MTYxNjEiLz4KICAgICAgICA8cGF0aCBkPSJNMjIgMTguNUMyMiAyMC40MzMgMjAuNDMzIDIyIDE4LjUgMjJDMTYuNTY3IDIyIDE1IDIwLjQzMyAxNSAxOC41QzE1IDE2LjU2NyAxNi41NjcgMTUgMTguNSAxNUMyMC40MzMgMTUgMjIgMTYuNTY3IDIyIDE4LjVaIiBmaWxsPSIjNjE2MTYxIi8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
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+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
+  --jp-icon-collapse-all: url(data:image/svg+xml;base64,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);
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+  --jp-icon-copyright: url(data:image/svg+xml;base64,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);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --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-dot: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTE0LDEyVjE5Ljg4QzE0LjA0LDIwLjE4IDEzLjk0LDIwLjUgMTMuNzEsMjAuNzFDMTMuMzIsMjEuMSAxMi42OSwyMS4xIDEyLjMsMjAuNzFMMTAuMjksMTguN0MxMC4wNiwxOC40NyA5Ljk2LDE4LjE2IDEwLDE3Ljg3VjEySDkuOTdMNC4yMSw0LjYyQzMuODcsNC4xOSAzLjk1LDMuNTYgNC4zOCwzLjIyQzQuNTcsMy4wOCA0Ljc4LDMgNSwzVjNIMTlWM0MxOS4yMiwzIDE5LjQzLDMuMDggMTkuNjIsMy4yMkMyMC4wNSwzLjU2IDIwLjEzLDQuMTkgMTkuNzksNC42MkwxNC4wMywxMkgxNFoiIC8+CiAgPC9nPgogIDxnIGNsYXNzPSJqcC1pY29uLWRvdCIgZmlsbD0iI0ZGRiI+CiAgICA8Y2lyY2xlIGN4PSIxOCIgY3k9IjE3IiByPSIzIj48L2NpcmNsZT4KICA8L2c+Cjwvc3ZnPgo=);
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+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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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-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: 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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+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-share: 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+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --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-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.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-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.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-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.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-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.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-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.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-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.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-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.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-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.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.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* 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);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* 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);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* 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) .jp-icon-hoverShow-content {
+  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-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  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: 0 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-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.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 {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  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: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| 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;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-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: 0;
+  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-switch-true-position-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) 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: 8;
+  overflow-x: hidden;
+}
+
+/* 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: 0;
+  margin: 0;
+}
+
+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: 0 6px;
+  margin: 0;
+  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: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+}
+
+#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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  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);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.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:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  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);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.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.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: 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%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  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: 0 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;
+}
+
+.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: 0;
+}
+
+.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: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: 0 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: 0;
+  left: 0;
+  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 24px 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-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+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-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 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) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.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;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * 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: #a0f;
+  --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: #ff0;
+  --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: #eee;
+  --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: #282f2f;
+  --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) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  padding: 0;
+}
+
+.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 */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.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: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.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: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  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;
+  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 p {
+  text-align: left;
+  margin: 0;
+  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);
+}
+
+.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: var(--jp-ui-font-size0);
+  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.
+ */
+
+/*-----------------------------------------------------------------------------
+| 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.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  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 */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* 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'] .cm-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'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.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;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.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);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  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: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| 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 .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 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: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| 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-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  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;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  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;
+  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;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.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-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.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: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-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: 0;
+  padding: 0;
+  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;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* 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;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+}
+
+/* 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-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: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  margin: 0;
+  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: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  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: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: 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;
+
+  /* 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;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.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: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* 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: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .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;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.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;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  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: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --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);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.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 .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* 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 0 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 0;
+}
+
+.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 0 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-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.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,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.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;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| 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: 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
+   */
+
+  /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
+   * colors used in the theme as well. */
+  --jp-shadow-base-lightness: 32;
+  --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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 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-700);
+  --jp-border-color1: var(--md-grey-700);
+  --jp-border-color2: var(--md-grey-800);
+  --jp-border-color3: var(--md-grey-900);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --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: system-ui, -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(255, 255, 255, 1);
+  --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
+  --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
+  --jp-ui-font-color3: rgba(255, 255, 255, 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(0, 0, 0, 1);
+  --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
+  --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
+  --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);
+
+  /* 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(255, 255, 255, 1);
+  --jp-content-font-color1: rgba(255, 255, 255, 1);
+  --jp-content-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-content-font-color3: rgba(255, 255, 255, 0.5);
+  --jp-content-link-color: var(--md-blue-300);
+  --jp-content-font-family: system-ui, -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: #111;
+  --jp-layout-color1: var(--md-grey-900);
+  --jp-layout-color2: var(--md-grey-800);
+  --jp-layout-color3: var(--md-grey-700);
+  --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: white;
+  --jp-inverse-layout-color1: white;
+  --jp-inverse-layout-color2: var(--md-grey-200);
+  --jp-inverse-layout-color3: var(--md-grey-400);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-700);
+  --jp-brand-color1: var(--md-blue-500);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-700);
+  --jp-accent-color1: var(--md-green-500);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-700);
+  --jp-warn-color1: var(--md-orange-500);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-700);
+  --jp-error-color1: var(--md-red-500);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-700);
+  --jp-success-color1: var(--md-green-500);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-700);
+  --jp-info-color1: var(--md-cyan-500);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--jp-layout-color1);
+  --jp-cell-editor-border-color: var(--md-grey-700);
+  --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: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 1;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-300);
+
+  /* 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: rgba(33, 150, 243, 0.24);
+
+  /* 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: rgba(244, 67, 54, 0.28);
+  --jp-rendermime-table-row-background: var(--md-grey-900);
+  --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.6);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color2);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.8);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--jp-layout-color0);
+
+  /* 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-color0);
+  --jp-input-hover-background: var(--jp-layout-color2);
+  --jp-input-background: var(--md-grey-800);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --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: var(--jp-layout-color2);
+  --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: var(--md-green-500);
+  --jp-mirror-editor-atom-color: var(--md-blue-300);
+  --jp-mirror-editor-number-color: var(--md-green-400);
+  --jp-mirror-editor-def-color: var(--md-blue-600);
+  --jp-mirror-editor-variable-color: var(--md-grey-300);
+  --jp-mirror-editor-variable-2-color: var(--md-blue-500);
+  --jp-mirror-editor-variable-3-color: var(--md-green-600);
+  --jp-mirror-editor-punctuation-color: var(--md-blue-400);
+  --jp-mirror-editor-property-color: var(--md-blue-400);
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ff7070;
+  --jp-mirror-editor-string-2-color: var(--md-purple-300);
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: var(--md-green-600);
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: var(--md-green-700);
+  --jp-mirror-editor-attribute-color: var(--md-blue-700);
+  --jp-mirror-editor-header-color: var(--md-blue-500);
+  --jp-mirror-editor-quote-color: var(--md-green-300);
+  --jp-mirror-editor-link-color: var(--md-blue-700);
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ad4a00;
+  --jp-collaborator-color2: #7b6a00;
+  --jp-collaborator-color3: #007e00;
+  --jp-collaborator-color4: #008772;
+  --jp-collaborator-color5: #0079b9;
+  --jp-collaborator-color6: #8b45c6;
+  --jp-collaborator-color7: #be208b;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: var(--md-grey-400);
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.6;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(255, 225, 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);
+
+  /* scrollbar related styles. Supports every browser except Edge. */
+
+  /* colors based on JetBrain's Darcula theme */
+
+  --jp-scrollbar-background-color: #3f4244;
+  --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */
+  --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */
+
+  /* hacks for setting the thumb shape. These do nothing in Firefox */
+
+  --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
+  --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */
+
+  /* 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);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-500);
+  --jp-console-icon-background-color: var(--md-blue-500);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-200);
+  --jp-terminal-icon-color: var(--md-grey-800);
+  --jp-text-editor-icon-color: var(--md-grey-200);
+  --jp-inspector-icon-color: var(--md-grey-200);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-700);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</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 --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.2.3/mermaid.esm.min.mjs")).default;
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
+    function makeMermaidImage(svg) {
+      const img = document.createElement('img');
+      const maxWidth = svg.match(/max-width: (\d+)/);
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+          img.width = width;
+        }
+      }
+      img.setAttribute('src', `data:image/svg+xml,${encodeURIComponent(svg)}`);
+      return img;
+    }
+
+    async function makeMermaidError(text) {
+      let errorMessage = '';
+      try {
+        await mermaid.parse(text);
+      } catch (err) {
+        errorMessage = `${err}`;
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+
+      const result = document.createElement('details');
+      const summary = document.createElement('summary');
+      const pre = document.createElement('pre');
+      const code = document.createElement('code');
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+      result.appendChild(summary);
+
+      const warning = document.createElement('pre');
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+      result.appendChild(warning);
+      return result;
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+      const id = `jp-mermaid-${_nextMermaidId++}`;
+      const parent = src.parentNode;
+      let raw = src.textContent.trim();
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+      document.body.appendChild(el);
+      let result = null;
+      try {
+        const { svg } = await mermaid.render(id, raw, el);
+        result = makeMermaidImage(svg);
+      } catch (err) {
+        parent.classList.add("jp-mod-warning");
+        result = await makeMermaidError(raw);
+      } finally {
+        el.remove();
+      }
+      parent.classList.add("jp-RenderedMermaid");
+      parent.appendChild(result);
+    }
+
+    void Promise.all([...diagrams].map(renderOneMarmaid));
+  });
+</script>
+<style>
+  .jp-RenderedMarkdown .jp-Mermaid:not(.jp-RenderedMermaid) {
+    display: none;
+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning {
+    width: auto;
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+    white-space: pre-wrap;
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+    margin-top: 1em;
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+  }
+  .jp-RenderedMarkdown .jp-RenderedMermaid.jp-mod-warning summary > pre {
+    display: inline-block;
+  }
+  .jp-RenderedMermaid > .mermaid {
+    display: none;
+  }
+</style>
+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="false" data-jp-theme-name="JupyterLab Dark">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d6d12733">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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="Solution-to-Matrix-Multiplication-Exercises">Solution to Matrix Multiplication Exercises<a class="anchor-link" href="#Solution-to-Matrix-Multiplication-Exercises">¶</a></h1><h2 id="Implementation-of-Algorithm-3">Implementation of Algorithm 3<a class="anchor-link" href="#Implementation-of-Algorithm-3">¶</a></h2>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=be73e87a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<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 [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">matmul_dist_3!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">A</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
+<span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">l</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">A</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">A</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">m</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">n</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">l</span>
+<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="c"># Implement here</span>
+<span class="w">    </span><span class="n">nrows_w</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">m</span><span class="p">,</span><span class="n">nworkers</span><span class="p">())</span>
+<span class="w">    </span><span class="nd">@sync</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="p">,</span><span class="n">w</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">enumerate</span><span class="p">(</span><span class="n">workers</span><span class="p">())</span>
+<span class="w">        </span><span class="n">rows_w</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="o">:</span><span class="n">nrows_w</span><span class="p">)</span><span class="w"> </span><span class="o">.+</span><span class="w"> </span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="n">nrows_w</span>
+<span class="w">        </span><span class="n">Aw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">A</span><span class="p">[</span><span class="n">rows_w</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
+<span class="w">        </span><span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="n">w</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">            </span><span class="n">Cw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">Aw</span><span class="p">,</span><span class="n">nrows_w</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">            </span><span class="n">matmul_seq!</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">Aw</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
+<span class="w">            </span><span class="n">Cw</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="nd">@async</span><span class="w"> </span><span class="n">C</span><span class="p">[</span><span class="n">rows_w</span><span class="p">,</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">C</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
diff --git a/dev/notebooks/Project.toml b/dev/notebooks/Project.toml
deleted file mode 100644
index 05a4894..0000000
--- a/dev/notebooks/Project.toml
+++ /dev/null
@@ -1,2 +0,0 @@
-[deps]
-BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
diff --git a/dev/notebooks/jacobi_2D.ipynb b/dev/notebooks/jacobi_2D.ipynb
new file mode 100644
index 0000000..dd2358f
--- /dev/null
+++ b/dev/notebooks/jacobi_2D.ipynb
@@ -0,0 +1,2126 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "25dd0180",
+   "metadata": {},
+   "source": [
+    "# Successive Over-relaxation (SOR)\n",
+    "\n",
+    "In this section, we want to examine another parallel algorithm called Successive Over-relaxation (SOR). \n",
+    "\n",
+    "The SOR algorithm is an iterative method used to solve Laplace equations. The underlying data structure of the SOR algorithm is a two-dimensional grid, whose elements are updated iteratively through some weighted function that considers the old value as well as the values of neighbouring cells. \n",
+    "\n",
+    "![Grid](images/SOR_grid_painted.png)\n",
+    "\n",
+    "This algorithm is applied, for instance, in physics to simulate the climate or temperature of some object.\n",
+    "\n",
+    "\n",
+    "Climate Simulation          |  Temperature of a metal plate\n",
+    ":------:|:----:\n",
+    "![](images/SOR_climate_simulation.png) |  ![](images/SOR_temperature_metal_plate.png)\n",
+    "\n",
+    "\n",
+    "## Sequential algorithm\n",
+    "\n",
+    "The sequential SOR algorithm is as follows (where `f` is some update function and `N`,`M` are the grid sizes):\n",
+    "\n",
+    "```julia\n",
+    "grid = zeros(N, M)\n",
+    "grid_new = zeros(N, M)\n",
+    "for step in 1:NSTEPS\n",
+    "   for i in 2:N #update grid\n",
+    "        for j in 2:M\n",
+    "           grid_new[i,j] = f(grid[i,j], grid[i-1,j], grid[i+1,j], grid[i,j-1], grid[i,j+1])\n",
+    "        end\n",
+    "    end\n",
+    "end\n",
+    "```\n",
+    "\n",
+    "## Diffusion equation on grid \n",
+    "\n",
+    "Consider the diffusion of a chemical substance on a two-dimensional grid. The concentration of the chemical is given as $c(x,y)$, a function of the coordinates $x$ and $y$. We will consider a square grid with $0 \\leq x,y \\leq 1$ and the boundary conditions $c(x,y=1) = 1$ and $c(x,y=0) = 0$. That is, the concentration at the top of the grid is always 1 and the concentration at the very bottom is always 0. Furthermore, in the x-direction we will assume periodic boundary conditions, i.e. $c(x=0, y) = c(x=1,y)$. \n",
+    "\n",
+    "![diffusion](images/SOR_time_dep_diffusion.png)\n",
+    "\n",
+    "We will take the initial condition $c(x,y) = 0$ for $0 \\leq x \\leq 1, 0 \\leq y < 1$.\n",
+    "\n",
+    "The stable state of the diffusion, that is, when the concentraion does not change anymore, can be described by the Laplace equation\n",
+    "\n",
+    "$$\n",
+    "\\nabla^2 c = 0.\n",
+    "$$\n",
+    "\n",
+    "Numerically, we can approximate the solution with the Jacobi iteration \n",
+    "\n",
+    "$$\n",
+    "\\frac{1}{4}(c^k_{i,j+1} + c^k_{i,j-1} + c^k_{i+1,j} + c^k_{i-1,j}) = c^{k+1}_{i,j}.\n",
+    "$$\n",
+    "\n",
+    "The superscript $k$ denotes the $k$-th iteration. The algorithm stepwise updates the cells of the grid, until a steady state is reached. To determine the end of the algorithm, we use the stopping condition \n",
+    "\n",
+    "$$\n",
+    "\\max_{i,j} \\lvert c^{k+1}_{i,j} - c^{k}_{i,j} \\rvert < \\epsilon.\n",
+    "$$\n",
+    "\n",
+    "That is, we stop when all changes to cell values are smaller than some small number, say $\\epsilon = 10^{-5}$.\n",
+    "\n",
+    "Furthermore, for this set of initial and boundary conditions, there exists an analytical solution for the stable state, namely \n",
+    "$$\n",
+    "c(x,y) = y.\n",
+    "$$\n",
+    "That is, the concentration profile is the identity function of the y-coordinate. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84167bc6",
+   "metadata": {},
+   "source": [
+    "## Serial Program"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b082bce8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SOR! (generic function with 1 method)"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Update grid until threshold reached\n",
+    "function update_grid!(new_grid, grid, M, N)\n",
+    "    @assert grid[1,:] == grid[M-1,:]\n",
+    "    @assert grid[M,:] == grid[2,:] \n",
+    "    @assert grid[:,1] == fill(0,M) == new_grid[:,1]\n",
+    "    @assert grid[:,N] == fill(1,M) == new_grid[:,N]\n",
+    "    # Remove ghost cells\n",
+    "   g_left = grid[1:M-2, 2:N-1]\n",
+    "   g_right = grid[3:M, 2:N-1]\n",
+    "   g_up = grid[2:M-1, 3:N]\n",
+    "   g_down = grid[2:M-1, 1:N-2]\n",
+    "    # Jacobi iteration\n",
+    "   new_grid[2:M-1,2:N-1] = 0.25 * (g_up + g_down + g_left + g_right)\n",
+    "   # Update ghost cells\n",
+    "   new_grid[1,:] = new_grid[M-1,:]\n",
+    "   new_grid[M,:] = new_grid[2,:]\n",
+    "    return new_grid\n",
+    "end\n",
+    "\n",
+    "function SOR!(new_grid, grid, ϵ, M, N)\n",
+    "    grid_old = true\n",
+    "    while true\n",
+    "        if grid_old\n",
+    "            update_grid!(new_grid, grid, M, N)\n",
+    "        else \n",
+    "            update_grid!(grid, new_grid, M, N)\n",
+    "        end\n",
+    "        # Flip boolean value\n",
+    "        grid_old = !grid_old\n",
+    "        diffs = abs.(new_grid[2:M-1, :] - grid[2:M-1, :])\n",
+    "        if maximum(diffs) < ϵ\n",
+    "            break\n",
+    "        end\n",
+    "    end \n",
+    "end\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e280865a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[32m\u001b[1mTest Passed\u001b[22m\u001b[39m"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "using Test, Plots\n",
+    "N = 100\n",
+    "M = N + 2\n",
+    "ϵ = 10^-5\n",
+    "\n",
+    "# initialize grid\n",
+    "grid = zeros(M,N)\n",
+    "grid[:,N] .= 1\n",
+    "new_grid = zeros(M,N)\n",
+    "new_grid[:,N] .= 1\n",
+    "\n",
+    "update_grid!(new_grid, grid, M, N)\n",
+    "\n",
+    "# Test if first iteration successful\n",
+    "@test all(new_grid[:,N-1] .≈ fill(0.25, M))\n",
+    "@test all(new_grid[:,N-2] .≈ fill(0,M))\n",
+    "@test all(new_grid[:,N] == fill(1,M))\n",
+    "@test all(new_grid[:,1] == fill(0,M))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f2f49b93",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+       "</svg>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "N = 100\n",
+    "M = N + 2\n",
+    "ϵ = 10^-5\n",
+    "\n",
+    "# initialize grid\n",
+    "grid = zeros(M,N)\n",
+    "grid[:,N] .= 1\n",
+    "new_grid = zeros(M,N)\n",
+    "new_grid[:,N] .= 1\n",
+    "\n",
+    "SOR!(new_grid, grid, ϵ, M, N)\n",
+    "plt = heatmap(transpose(new_grid[2:M-1,:]))\n",
+    "display(plt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4aefd11d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[32m\u001b[1mTest Passed\u001b[22m\u001b[39m"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# analytical solution\n",
+    "function analytical_solution(N)\n",
+    "    # Returns the analytical solution as a square grid of size N\n",
+    "   grid = zeros(N,N)\n",
+    "   for i in 2:N\n",
+    "        grid[:,i] .= (i-1)/(N-1)\n",
+    "    end\n",
+    "    return grid\n",
+    "end\n",
+    "\n",
+    "# Test if solution is identical with analytical solution\n",
+    "sol = analytical_solution(N)\n",
+    "@test maximum(abs.(sol - new_grid[2:M-1,:])) < 0.01 * N"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9f090f1",
+   "metadata": {},
+   "source": [
+    "## Parallel Program with MPI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "49c4e9b4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#] add MPIClusterManagers DelimitedFiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6ec8e2eb",
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "      From worker 5:\tProc 4 gets rows 17:33 and columns 2:17\n",
+      "      From worker 8:\tProc 7 gets rows 34:50 and columns 2:17\n",
+      "      From worker 3:\tProc 2 gets rows 1:16 and columns 18:34\n",
+      "      From worker 6:\tProc 5 gets rows 17:33 and columns 18:34\n",
+      "      From worker 9:\tProc 8 gets rows 34:50 and columns 18:34\n",
+      "      From worker 4:\tProc 3 gets rows 1:16 and columns 35:51\n",
+      "      From worker 10:\tProc 9 gets rows 34:50 and columns 35:51\n",
+      "      From worker 7:\tProc 6 gets rows 17:33 and columns 35:51\n",
+      "      From worker 2:\tProc 1 gets rows 1:16 and columns 2:17\n",
+      "      From worker 2:\tTHRESHOLD SUBCEEDED - TERMINATE SOR\n"
+     ]
+    }
+   ],
+   "source": [
+    "# to import MPIManager\n",
+    "using MPIClusterManagers\n",
+    "\n",
+    "# need to also import Distributed to use addprocs()\n",
+    "using Distributed\n",
+    "\n",
+    "# specify, number of mpi workers, launch cmd, etc.\n",
+    "manager=MPIWorkerManager(9)\n",
+    "\n",
+    "# start mpi workers and add them as julia workers too.\n",
+    "addprocs(manager)\n",
+    "\n",
+    "@mpi_do manager begin\n",
+    "    \n",
+    "function calculate_partition(p, N, nrows, ncols)\n",
+    "    # Calculates the row and column indices of this processor\n",
+    "    # Get row and column number for processor p \n",
+    "    if mod(p,ncols) == 0\n",
+    "        i = div(p,ncols)\n",
+    "    else\n",
+    "        i = floor(div(p,ncols)) + 1\n",
+    "    end\n",
+    "    j = p - (i-1)*ncols\n",
+    "    # Rows\n",
+    "    if mod(N,nrows) == 0\n",
+    "        prows = div(N, nrows)\n",
+    "        row_range =((i-1) * prows + 1) : (i*prows)\n",
+    "    else\n",
+    "        # nlower processors get the smaller partition\n",
+    "        nlower = nrows - (mod(N,nrows)) \n",
+    "        n_floor = floor(div(N,nrows))\n",
+    "        if i <= nlower\n",
+    "            row_range =((i-1) * n_floor + 1) : (i*n_floor)\n",
+    "        else\n",
+    "            row_range = ((i-1) * n_floor + (i - nlower)) : (i*n_floor + (i-nlower))\n",
+    "        end\n",
+    "    end\n",
+    "    # Columns\n",
+    "    if mod(N,ncols) == 0\n",
+    "        prows = div(N, ncols)\n",
+    "        col_range =((j-1) * prows + 1) : (j*prows)\n",
+    "    else\n",
+    "        nlower = ncols - (mod(N,ncols)) \n",
+    "        n_floor = floor(div(N,ncols))\n",
+    "        if j <= nlower\n",
+    "            col_range =((j-1) * n_floor + 1) : (j*n_floor)\n",
+    "        else\n",
+    "            col_range = ((j-1) * n_floor + (j - nlower)) : (j*n_floor + (j-nlower))\n",
+    "        end\n",
+    "    end\n",
+    "    # Add 1 to each column index because of ghost cells\n",
+    "    col_range = col_range .+ 1\n",
+    "    return row_range, col_range\n",
+    "end\n",
+    "\n",
+    "    \n",
+    "function update_grid(grid)\n",
+    "   # Returns the updated grid as M-2 x N-2 matrix where M and N are sizes of grid\n",
+    "   M = size(grid, 1)\n",
+    "   N = size(grid, 2) \n",
+    "   # Remove ghost cells\n",
+    "   g_left = grid[2:M - 1,1:N-2]\n",
+    "   g_right = grid[2:M - 1, 3:N]\n",
+    "   g_up = grid[1:M-2, 2:N-1]\n",
+    "   g_down = grid[3:M, 2:N-1]\n",
+    "    # Jacobi iteration\n",
+    "   return 0.25 * (g_up + g_down + g_left + g_right)\n",
+    "end\n",
+    "\n",
+    "  using MPI\n",
+    "  comm=MPI.COMM_WORLD\n",
+    "  id = MPI.Comm_rank(comm) + 1\n",
+    "    \n",
+    "\n",
+    "  M = 50\n",
+    "  N = M + 2\n",
+    "  ϵ = 10^-5  # Stopping threshold\n",
+    "  nrows = 3  # Number of grid rows\n",
+    "  ncols = 3  # Number of grid columns\n",
+    "  n_procs = nrows * ncols\n",
+    "  @assert n_procs == MPI.Comm_size(comm)\n",
+    "  max_diffs = ones(n_procs) # Differences between iterations\n",
+    "  max_diff_buf = MPI.UBuffer(max_diffs,1) # Buffer to store maximum differences\n",
+    "  \n",
+    "\n",
+    "  # initialize grid\n",
+    "  if id == 1\n",
+    "      grid_a = zeros(M,N)\n",
+    "      grid_a[1,:] .= 1\n",
+    "      grid_b = zeros(M,N)\n",
+    "      grid_b[1,:] .= 1\n",
+    "  else\n",
+    "      grid_a = nothing\n",
+    "      grid_b = nothing\n",
+    "  end\n",
+    " \n",
+    "  # Broadcast matrix to other processors\n",
+    "  grid_a = MPI.bcast(grid_a, 0, comm)\n",
+    "  grid_b = MPI.bcast(grid_b, 0, comm)\n",
+    "\n",
+    "  # Determine if processor is in top or bottom row of grid\n",
+    "  top_pos = id <= ncols\n",
+    "  bottom_pos = id > ((nrows-1) * ncols)\n",
+    "  local grid_a_old = false # Grid a is the source grid for the first update\n",
+    "\n",
+    "  # Get local partition\n",
+    "  ind_rows, ind_cols = calculate_partition(id, M, nrows, ncols)\n",
+    "  println(\"Proc $(id) gets rows $(ind_rows) and columns $(ind_cols)\")\n",
+    "\n",
+    "  # Determine neighbors\n",
+    "  n_left = id - 1\n",
+    "  n_right = id + 1\n",
+    "  n_down = id + ncols\n",
+    "  n_up = id - ncols\n",
+    "  if mod(id, ncols) == 1\n",
+    "    # Left neighbor is last in row\n",
+    "    n_left = id + ncols - 1\n",
+    "  end \n",
+    "  if mod(id, ncols) == 0\n",
+    "    # Right neighbor is first in row\n",
+    "    n_right = id - ncols + 1\n",
+    "  end\n",
+    "\n",
+    "  #println(\"Proc $(id) has neighbors left $(n_left) and right $(n_right) and up $(n_up) and down $(n_down)\")\n",
+    "\n",
+    "  local finished = false\n",
+    "\n",
+    "  #Perform SOR\n",
+    "  while !finished\n",
+    "      # Flip old and new grid\n",
+    "      grid_a_old = !grid_a_old \n",
+    "    \n",
+    "      # Determine which grid is updated\n",
+    "      if grid_a_old \n",
+    "        old_grid = grid_a\n",
+    "        new_grid = grid_b\n",
+    "      else\n",
+    "        old_grid = grid_b\n",
+    "        new_grid = grid_a\n",
+    "      end      \n",
+    "    \n",
+    "      # send left and right columns\n",
+    "      left_ind = first(ind_cols)\n",
+    "      right_ind = last(ind_cols)\n",
+    "      left_col = old_grid[ind_rows, left_ind]\n",
+    "      right_col = old_grid[ind_rows, right_ind]\n",
+    "      slreq = MPI.Isend(left_col, comm; dest=n_left-1)\n",
+    "      srreq = MPI.Isend(right_col, comm; dest=n_right-1)\n",
+    "    \n",
+    "      # Send bottom row if not bottom\n",
+    "      bottom_ind = last(ind_rows)\n",
+    "      if !bottom_pos\n",
+    "        bottom_col = old_grid[bottom_ind, ind_cols]\n",
+    "        sbreq = MPI.Isend(bottom_col, comm; dest=n_down -1)\n",
+    "      end\n",
+    "\n",
+    "      # Send top row if not at the top \n",
+    "      top_ind = first(ind_rows)\n",
+    "      if !top_pos\n",
+    "        top_row = old_grid[top_ind, ind_cols]\n",
+    "        streq = MPI.Isend(top_row, comm; dest = n_up -1)\n",
+    "      end\n",
+    "\n",
+    "      # Receive left and right column\n",
+    "      left_buf = Array{Float64,1}(undef, length(ind_rows))\n",
+    "      right_buf = Array{Float64,1}(undef, length(ind_rows))\n",
+    "      rlreq = MPI.Irecv!(left_buf, comm; source=n_left -1)\n",
+    "      rrreq = MPI.Irecv!(right_buf, comm; source=n_right -1)\n",
+    "\n",
+    "       # Receive top row if not at the top\n",
+    "      if !top_pos\n",
+    "        top_buf = Array{Float64,1}(undef, length(ind_cols))\n",
+    "        rtreq = MPI.Irecv!(top_buf, comm; source=n_up -1)\n",
+    "      end\n",
+    "\n",
+    "      # Receive bottom row if not at the bottom \n",
+    "      if !bottom_pos\n",
+    "        bottom_buf = Array{Float64,1}(undef, length(ind_cols))\n",
+    "        rbreq = MPI.Irecv!(bottom_buf, comm; source=n_down -1)\n",
+    "      end\n",
+    "\n",
+    "      # Wait for results\n",
+    "      statlr = MPI.Waitall([rlreq, rrreq], MPI.Status)\n",
+    "      old_grid[ind_rows, left_ind - 1] = left_buf\n",
+    "      old_grid[ind_rows, right_ind + 1] = right_buf\n",
+    "      #println(\"Proc $(id) received left $(old_grid[ind_rows, left_ind - 1]) and right $(old_grid[ind_rows, right_ind + 1])\")\n",
+    "    \n",
+    "      if !top_pos\n",
+    "        statt = MPI.Wait(rtreq)\n",
+    "        old_grid[top_ind - 1, ind_cols] = top_buf\n",
+    "        #println(\"Proc $(id) received top $(old_grid[top_ind - 1, ind_cols])\")\n",
+    "      end\n",
+    "\n",
+    "      if !bottom_pos\n",
+    "        statb = MPI.Wait(rbreq)\n",
+    "        old_grid[bottom_ind + 1, ind_cols] = bottom_buf\n",
+    "        #println(\"Proc $(id) received bottom $(old_grid[bottom_ind + 1, ind_cols])\")\n",
+    "      end \n",
+    "\n",
+    "      # Get local subgrid\n",
+    "      if !top_pos & !bottom_pos\n",
+    "          local_with_ghosts = old_grid[top_ind - 1 : bottom_ind + 1, left_ind - 1 : right_ind + 1]\n",
+    "          lb_row = top_ind\n",
+    "          ub_row = bottom_ind\n",
+    "      elseif top_pos \n",
+    "          local_with_ghosts = old_grid[top_ind : bottom_ind + 1, left_ind - 1 : right_ind + 1]\n",
+    "          lb_row = top_ind + 1\n",
+    "          ub_row = bottom_ind\n",
+    "      elseif bottom_pos\n",
+    "          local_with_ghosts = old_grid[top_ind - 1 : bottom_ind, left_ind - 1 : right_ind + 1]\n",
+    "          lb_row = top_ind\n",
+    "          ub_row = bottom_ind - 1\n",
+    "      end\n",
+    "\n",
+    "      # Perform one step of Jacobi iteration\n",
+    "      new_grid[lb_row : ub_row, left_ind : right_ind] = update_grid(local_with_ghosts)\n",
+    "\n",
+    "      # Calculate max difference\n",
+    "      diffs = abs.(new_grid[lb_row : ub_row, left_ind : right_ind] - old_grid[lb_row : ub_row, left_ind : right_ind])\n",
+    "      maxdiff = maximum(diffs)\n",
+    "    \n",
+    "      # Gather maxdiffs in processor 1 \n",
+    "      MPI.Gather!(maxdiff, max_diff_buf, comm; root=0)\n",
+    "\n",
+    "      # First processor determines if threshold is exeeded\n",
+    "      if id == 1\n",
+    "        if all(max_diffs .< ϵ)\n",
+    "            finished = true\n",
+    "            println(\"THRESHOLD SUBCEEDED - TERMINATE SOR\")     \n",
+    "        end\n",
+    "      end\n",
+    "    \n",
+    "      finished = MPI.bcast(finished, 0, comm)\n",
+    "\n",
+    "      if finished\n",
+    "        # Set ghost cells to zero again so MPI.Reduce gives correct output\n",
+    "        new_grid[ind_rows, left_ind - 1] .= 0.0\n",
+    "        new_grid[ind_rows, right_ind + 1] .= 0.0\n",
+    "        if !bottom_pos\n",
+    "            new_grid[bottom_ind + 1, ind_cols] .= 0.0\n",
+    "        end\n",
+    "        if !top_pos\n",
+    "            new_grid[top_ind - 1, ind_cols] .= 0.0\n",
+    "        end\n",
+    "      end\n",
+    "  end\n",
+    "\n",
+    "  using DelimitedFiles\n",
+    "\n",
+    "  # Reduce matrix & store result\n",
+    "  if !grid_a_old\n",
+    "      sor_result = grid_a\n",
+    "  else \n",
+    "      sor_result = grid_b\n",
+    "  end\n",
+    "\n",
+    "  MPI.Reduce!(sor_result, +, comm, root = 0)\n",
+    "  sor_result[1,:] .= 1.0\n",
+    "  if id == 1\n",
+    "    writedlm(\"SOR_result.txt\", sor_result)\n",
+    "  end \n",
+    "\n",
+    "  MPI.Finalize()\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "9465e78a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rmprocs(manager);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "d0bbbb61",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+       "</svg>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "using Plots, DelimitedFiles\n",
+    "final_grid = readdlm(\"SOR_result.txt\")\n",
+    "M = size(final_grid, 1)\n",
+    "N = size(final_grid, 2)\n",
+    "plt = heatmap(final_grid[:, 2:N-1])\n",
+    "display(plt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "22b071c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[32m\u001b[1mTest Passed\u001b[22m\u001b[39m"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test if solution is identical with analytical solution\n",
+    "sol = analytical_solution(M)\n",
+    "# Bring solution into correct form \n",
+    "sol = reverse(transpose(sol), dims = 1)\n",
+    "@test maximum(abs.(sol - final_grid[:,2:N-1])) < 0.01 * M"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3130c9fb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.9.1",
+   "language": "julia",
+   "name": "julia-1.9"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.9.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/notebooks/julia_async.ipynb b/dev/notebooks/julia_async.ipynb
new file mode 100644
index 0000000..38a0fbe
--- /dev/null
+++ b/dev/notebooks/julia_async.ipynb
@@ -0,0 +1,739 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f64b009a",
+   "metadata": {},
+   "source": [
+    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
+    "\n",
+    "### Programming large-scale parallel systems\n",
+    "### Lectures on Julia for HPC\n",
+    "\n",
+    "\n",
+    "# Asynchronous programming in Julia\n",
+    "\n",
+    "by Francesc Verdugo (VU Amsterdam)\n",
+    "\n",
+    "Version fall 2022"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bf68ad38",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "In this notebook, we will learn the basics of asynchronous programming in Julia. In particular, we will learn about:\n",
+    "\n",
+    "- Tasks\n",
+    "- Channels\n",
+    "\n",
+    "Understanding these concepts is important to learn later distributed computing."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "caf64254",
+   "metadata": {},
+   "source": [
+    "## Tasks\n",
+    "\n",
+    "### Creating  a task\n",
+    "\n",
+    "A task is a piece of computation work that can be run asynchronously (i.e., that can be run in the background).  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fe668cb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function work()\n",
+    "    println(\"Starting work\")\n",
+    "    sleep(7)\n",
+    "    a = rand(3,3)\n",
+    "    b = rand(3,3)\n",
+    "    r = a + b\n",
+    "    println(\"Finishing work\")\n",
+    "    r\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "67ee0328",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = Task(work)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e459c5c2",
+   "metadata": {},
+   "source": [
+    "### Scheduling a task\n",
+    "\n",
+    "The task has been created, but the corresponding work has not started. Note that we do not see any output from function `work` yet. To run the task we need to schedule it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8778c199",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "schedule(t)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1fb9283",
+   "metadata": {},
+   "source": [
+    "### Fetching the task result\n",
+    "\n",
+    "The task has been executed, but we do not see the result. To get the result we need to fetch it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0c7b626e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fetch(t)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fedbbd71",
+   "metadata": {},
+   "source": [
+    "### Tasks run asynchronously\n",
+    "\n",
+    "It is important to note that tasks run asynchronously. To illustrate this let's create and schedule a new task."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4ccc996c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = Task(work)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "015bea27",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "schedule(t)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ec0718e",
+   "metadata": {},
+   "source": [
+    "Note that while the task is running we can execute Julia code. To check this, execute the next two cells while the task is running."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a70fcbe8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sin(4π)*exp(-0.1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6def444b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1 + 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d483d4d0",
+   "metadata": {},
+   "source": [
+    "How is this possible? Tasks run in the brackground and this particular task is sleeping for most of the time. Thus, it is possible to use the current Julia process for other operations while the tasks is sleeping."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "910323fd",
+   "metadata": {},
+   "source": [
+    "### Tasks do not run in parallel\n",
+    "\n",
+    "It is also important to note that tasks do not run in parallel. We were able to run code while previous tasks was running because the task was idling most of the time.  If the task does actual work, the current process will be busy running this task and it is likely that we cannot run other code at the same time. Let's illustrate this with an example. The following code computes an approximation of $\\pi$ using [Leibniz formula](https://en.wikipedia.org/wiki/Leibniz_formula_for_pi). The quality of the approximation increases with the value of `n`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b53ac640",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function compute_π(n)\n",
+    "    s = 1.0\n",
+    "    for i in 1:n\n",
+    "        s += (isodd(i) ? -1 : 1) / (i*2+1)\n",
+    "    end\n",
+    "    4*s\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7614df94",
+   "metadata": {},
+   "source": [
+    " Call this function with a large number. Note that it will take some time."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "63f2aec3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "compute_π(4_000_000_000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "840ff590",
+   "metadata": {},
+   "source": [
+    "Create a task that performs this computation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f16ade6c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = () -> compute_π(4_000_000_000)\n",
+    "t = Task(fun)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60c2567c",
+   "metadata": {},
+   "source": [
+    "Schedule the tasks and then try to execute the 2nd cell bellow. Note that the current process will be busy running the task."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f28a388",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "schedule(t)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "52e060e7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1+1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "25048665",
+   "metadata": {},
+   "source": [
+    "### Tasks take a function with no arguments\n",
+    "\n",
+    "This function needs to have zero arguments, but it can capture variables if needed. If we try to create a task with a function that has arguments, it will result in an error when we schedule it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "87397749",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "add(a,b) = a + b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e99766c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = Task(add)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a785bae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "schedule(t)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ebfce725",
+   "metadata": {},
+   "source": [
+    "If we need, we can capture variables in the function to be run by the task as shown in the next cells."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "06f54fa0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = rand(3,3)\n",
+    "b = rand(3,3);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4c9e586e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = () -> a + b\n",
+    "t = Task(fun)\n",
+    "schedule(t)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd829a64",
+   "metadata": {},
+   "source": [
+    "### Useful macro: `@async`\n",
+    "\n",
+    "So far, we have created tasks using low-level functions, but there are more convenient ways of creating and scheduling tasks. For instance using the `@async` macro. This macro is used to run a piece of code asynchronously. Under the hood it puts the code in an anonymous function, creates a task, and schedules it. For instance, the next cell is equivalent to previous one."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9b5152d1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@async a + b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ac3262d8",
+   "metadata": {},
+   "source": [
+    "### Another useful macro: `@sync`\n",
+    "\n",
+    "This macro is used to wait for all the tasks created with `@async` in a given block of code. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ef2e49f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@sync begin\n",
+    "    @async sleep(3)\n",
+    "    @async sleep(4)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "98f0d685",
+   "metadata": {},
+   "source": [
+    "## Channels\n",
+    "\n",
+    "### Sending data between tasks\n",
+    "\n",
+    "Julia provides channels as a way to send data between tasks. A channel is like a FIFO queue in which tasks can put and take values from. In next example, we create a channel and a task that puts five values into the channel. Finally, the task closes the channel."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b88d5308",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chnl = Channel{Int}()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3421c7a6",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "@async begin\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1df0508c",
+   "metadata": {},
+   "source": [
+    "By executing next cell several times, we will get the values from the channel. We are indeed communicating values from two different tasks. If we execute the cell more than 5 times, it will raise an error since the channel is closed. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64b9436e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "take!(chnl)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "757a1b07",
+   "metadata": {},
+   "source": [
+    "### Channels are iterable\n",
+    "\n",
+    "Instead of taking values from a channel until an error occurs, we can also iterate over the channel in a for loop until the channel is closed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2fc22dfa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chnl = Channel{Int}()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fa62a4df",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@async begin\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e511e19b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in chnl\n",
+    "    @show i\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b1a2a557",
+   "metadata": {},
+   "source": [
+    "### Calls to `put!` and `take!` are blocking\n",
+    "\n",
+    "Note that `put!` and `take!` are blocking operations. Calling `put!` blocks the tasks until another task calls `take!` and viceversa. Thus, we need at least 2 tasks for this to work. If we call `put!` and `take!` from the same task, it will result in a dead lock.  We have added a print statement to previous example. Run it again and note how `put!` blocks until we call `take!`.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f34373ca",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chnl = Channel{Int}()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bfde2ecd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@async begin\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "        println(\"I have put $i\")\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5830659d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "take!(chnl)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "006140bd",
+   "metadata": {},
+   "source": [
+    "### Buffered channels\n",
+    "\n",
+    "We can be a bit more flexible and use a buffered channel. In this case, `put!` will block only if the channel is full and `take!` will block if the channel is empty. We repeat previous example, but with a buffered channel of size 2. Note that we can call `put!` until the channel is full. At this point, we need to wait to until we call `take!` which removes an item from the channel, making room for a new item."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dfe06b5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "buffer_size = 2\n",
+    "chnl = Channel{Int}(buffer_size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6289bc2e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@async begin\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "        println(\"I have put $i\")\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2a87cd5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "take!(chnl)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2a23b1c3",
+   "metadata": {},
+   "source": [
+    "## Questions\n",
+    "\n",
+    "How long the next cells will take each?\n",
+    "\n",
+    "### Q1 (Asynchronous.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dd45ae08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time compute_π(100_000_000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "18d6cfe3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time for i in 1:10\n",
+    "    compute_π(100_000_000)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f19d38c",
+   "metadata": {},
+   "source": [
+    "### Q2 (Asynchronous.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dac0c92a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time for i in 1:10\n",
+    "    @async compute_π(100_000_000)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5041c355",
+   "metadata": {},
+   "source": [
+    "### Q3 (Asynchronous.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c06dc4a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time @sync for i in 1:10\n",
+    "    @async compute_π(100_000_000)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "841b690e",
+   "metadata": {},
+   "source": [
+    "### Q4 (Asynchronous.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ac116bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "buffer_size = 4\n",
+    "chnl = Channel{Int}(buffer_size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "25363a90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time begin\n",
+    "    put!(chnl,3)\n",
+    "    i = take!(chnl)\n",
+    "    sleep(i)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df663f11",
+   "metadata": {},
+   "source": [
+    "### Q5 (Asynchronous.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9abeed40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chnl = Channel{Int}()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8e8428ce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time begin\n",
+    "    put!(chnl,3)\n",
+    "    i = take!(chnl)\n",
+    "    sleep(i)\n",
+    "end"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.8.5",
+   "language": "julia",
+   "name": "julia-1.8"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/notebooks/julia_basics.ipynb b/dev/notebooks/julia_basics.ipynb
new file mode 100644
index 0000000..fe79f25
--- /dev/null
+++ b/dev/notebooks/julia_basics.ipynb
@@ -0,0 +1,1572 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "faecad82",
+   "metadata": {},
+   "source": [
+    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
+    "\n",
+    "### Programming large-scale parallel systems\n",
+    "### Lectures on Julia for HPC\n",
+    "\n",
+    "\n",
+    "# Basics of Julia\n",
+    "\n",
+    "by Francesc Verdugo (VU Amsterdam)\n",
+    "\n",
+    "Version fall 2022"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f54a3f8",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "In this notebook, we will cover the basic parts of Julia needed later to learn parallel computing. In particular, we will learn about:\n",
+    "\n",
+    "- Variables\n",
+    "- Functions\n",
+    "- Arrays\n",
+    "\n",
+    "For a more general introduction to Julia see the nice tutorials made available by JuliaAcademy [here](https://github.com/JuliaAcademy/JuliaTutorials/) or the official Julia educational resources [here](https://julialang.org/learning/).\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a23a48f4",
+   "metadata": {},
+   "source": [
+    "## Using Jupyter notebooks in Julia\n",
+    "\n",
+    "We are going to use Jupyter notebooks in this and other lectures. You provably have worked with notebooks (in Python). If not, here are the basic concepts you need to know to follow the lessons.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Tip:</b> Did you know that Jupyter stands for Julia, Python and R?\n",
+    "</div>\n",
+    "\n",
+    "### How to start a Jupyter nootebook in Julia\n",
+    "\n",
+    "To run a Julia Jupyther notebook, open a Julia REPL and type\n",
+    "\n",
+    "```julia\n",
+    "julia> ]\n",
+    "pkg> add IJulia\n",
+    "julia> using IJulia\n",
+    "julia> notebook()\n",
+    "```\n",
+    "A new browser window will open. Navigate to the corresponding notebook and open it.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-warning\">\n",
+    "<b>Warning:</b> Make sure that the notebook is using the same Julia version as the one you used to launch `IJulia`. If it is not the same, go to Kernel > Change Kernel and choose the right version.\n",
+    "</div>\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcefe994",
+   "metadata": {},
+   "source": [
+    "### Running a cell\n",
+    "To run a cell, click on a cell and press `Shift` + `Enter`. You can also use the \"Run\" button in the toolbar above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4eae9070",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1+3\n",
+    "4*5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a02fb75",
+   "metadata": {},
+   "source": [
+    "As you can see from the output of previous cell, the value of the last line is displayed. We can suppress the output with a semicolon. Try it. Execute next cell."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3923b7a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1+3\n",
+    "4*5;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ffd3a444",
+   "metadata": {},
+   "source": [
+    "### Cell order is important\n",
+    "\n",
+    "Running the two cells below in reverse order won't work (try it). "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7597471",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "foo() = \"Well done!\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4a5d4f50",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "foo()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92112bd1",
+   "metadata": {},
+   "source": [
+    "### REPL modes\n",
+    "\n",
+    "This is particular to Julia notebooks. You can use package, help, and shell mode just like in the Julia REPL."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a445020",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "] add MPI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "edefc54f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "? print"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e69fd5f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "; ls"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b94fc33",
+   "metadata": {},
+   "source": [
+    "## Variables\n",
+    "\n",
+    "The usage of variables in Julia is pretty similar to Python and quite different from C/C++ and Fortran. However, there are also some differences with Python. \n",
+    "\n",
+    "### Creating a variable\n",
+    "\n",
+    "A variable is a name associated (bound) to a value. We associate variables with values with `=` as usual."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "149b7a62",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "77b557a8",
+   "metadata": {},
+   "source": [
+    "When assigning a variable, the value on the right hand side is not copied into the variable. It is just an association of a name with a value (much like in Python)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba08ea11",
+   "metadata": {},
+   "source": [
+    "### Re-assign a variable\n",
+    "\n",
+    "We can re-assign a variable, even with a value of another type. However, avoid changing the variable type for performance reasons."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f62e49c9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "86ac71ec",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = 1.0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e67d8480",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = \"Hi!\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "767563a7",
+   "metadata": {},
+   "source": [
+    "### Unreachable objects\n",
+    "\n",
+    "When an object is not associated with a variable any more,  it cannot be reached by the user. This can happen, e.g., when we re-assign a variable. Another case is when local variables, e.g in a function, go out of scope. The following line allocates a large array and assigns it to variable a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "202e222b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " a = zeros(300000000);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35742a64",
+   "metadata": {},
+   "source": [
+    "If we re-assign the variable to another value, the large array will be inaccessible."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e6cd1c24",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = nothing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2883bf04",
+   "metadata": {},
+   "source": [
+    "### Garbage collector\n",
+    "\n",
+    "Luckily, Julia has a garbage collector that deallocates unreachable objects. You don't need to bother about manual deallocation! Julia is not constantly looking for unreachable objects. Thus, garbage collection does not happen instantaneously, but it will happen at some point. You can also explicitly call the garbage collector, but it is almost never done in practice."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89516ede",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "GC.gc()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c110aa22",
+   "metadata": {},
+   "source": [
+    "### Type declarations are optional\n",
+    "\n",
+    "Julia knows the type of the object associated with a variable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c8d93d64",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = 1\n",
+    "typeof(a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df2e48c2",
+   "metadata": {},
+   "source": [
+    "We can annotate types if we want, but this will not improve performance (except in very special situations). Thus, annotating types is not done in practice."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "95fd3ef4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c::Int = 1\n",
+    "typeof(c)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67883016",
+   "metadata": {},
+   "source": [
+    "If you annotate a variable with a type, then it cannot refer to objects of other types."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f3cdc27b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = \"I am a string\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "64f5aa94",
+   "metadata": {},
+   "source": [
+    "### Variable names\n",
+    "\n",
+    "There is a great flexibility to choose variable names in Julia. See all the rules in the [manual](https://docs.julialang.org/en/v1/manual/variables/#man-allowed-variable-names) if you are interested."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09eb4365",
+   "metadata": {},
+   "source": [
+    "We can use Unicode (UTF-8 encoding) characters in variables and function names."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94667496",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "🐱 = \"I am a cat\"\n",
+    "🐶 = \"I am a dog\"\n",
+    "🐱 == 🐶"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "beaf9680",
+   "metadata": {},
+   "source": [
+    "We can also use Greek letters and other mathematical symbols. Just write the corresponding [LaTeX](https://oeis.org/wiki/List_of_LaTeX_mathematical_symbols) command and press `Tab`. For example: `ω` is written `\\omega` + `Tab`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b9b3079e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ω = 1.234\n",
+    "sin(ω)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4f7de553",
+   "metadata": {},
+   "source": [
+    "In fact, some useful mathematical constants are predefined in Julia with math Greek letters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89d6d94e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sin(π/2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d36ba0ae",
+   "metadata": {},
+   "source": [
+    "### Question 1\n",
+    "\n",
+    "Which will be the value of `x` in the last line ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f6f4e13e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = 1\n",
+    "y = x\n",
+    "y = 2\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4d2cb752",
+   "metadata": {},
+   "source": [
+    "## Functions\n",
+    "\n",
+    "Julia is very much a functional programming language. In consequence, Julia is more centered on functions than on types. This is in contrast to object-oriented languages, which are more centered on types (classes). For instance, you don't need to know the details of the Julia type system to learn parallel programming in Julia, but you need to have a quite advanced knowledge of how Julia functions work.\n",
+    "\n",
+    "### Defining functions\n",
+    "\n",
+    "Functions are defined as shown in next cell. The closing `end` is necessary. Do to forget it! However, the `return` is optional. The value of last line is returned by default. Indentation is recommended, but it is also optional. That's why the closing `end` is needed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "266b0e1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function add(a,b)\n",
+    "    return a + b  \n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de95c63c",
+   "metadata": {},
+   "source": [
+    "Once defined, a function can be called using bracket notation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "39b452a7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result = add(1,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "afceb0fc",
+   "metadata": {},
+   "source": [
+    "### Broadcast syntax\n",
+    "\n",
+    "We can apply functions to arrays element by element using broadcast (dot) syntax."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e65be5e8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = [1,2,3]\n",
+    "b = [4,5,6]\n",
+    "add.(a,b)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e4ca76a4",
+   "metadata": {},
+   "source": [
+    "Mathematical operators can also be broadcasted (like in Matlab). The following cell won't work. If we want to multiply element by element, we can use the broadcasted version below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ae0b3f6d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a .* b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d20bc3a4",
+   "metadata": {},
+   "source": [
+    "### Defining functions (shorter way)\n",
+    "\n",
+    "For short functions, we can skip the `function` and `end` keywords as follows.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7815aea5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "add_short(a,b) = a+b"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7aa48db2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "add_short(1,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f39c31c0",
+   "metadata": {},
+   "source": [
+    "### Anonymous (lambda) functions\n",
+    "\n",
+    "Since we can assign function to variables, it is not needed for a function to have a function name in many cases. We can simply create an anonymous function (i.e., a function without name) and assign it to a variable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94ce2be7",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "add_anonymous = (a,b) -> a+b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b15b84d8",
+   "metadata": {},
+   "source": [
+    "We can call the function by using the variable name."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96d80a59",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "add_anonymous(2.0,3.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1723e4f1",
+   "metadata": {},
+   "source": [
+    "Note that `add_anonymous` is not a function name. It is just a variable associated with a function with no function name (well, it has a name technically, but with an arbitrary value)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5bf111a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nameof(add_anonymous)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7e23f9f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nameof(add)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e530acd3",
+   "metadata": {},
+   "source": [
+    "### Functions are first-class objects\n",
+    "\n",
+    "We can work with Julia functions like with any other type of object. For instance, we can assign functions to variables."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e57fe028",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = add"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a8f4bb0",
+   "metadata": {},
+   "source": [
+    "Now, we can call the function using the variable name."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7e4d4ec",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a(4,5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c01be92e",
+   "metadata": {},
+   "source": [
+    "We can also create an array of functions (this will not work in Python)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3837bf25",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "funs = [+,-,*]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0aac151b",
+   "metadata": {},
+   "source": [
+    "To call a specific function in the array, we index the array and then call the returned function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aab45992",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "funs[2](2,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0c668c8",
+   "metadata": {},
+   "source": [
+    "### Higher-order functions\n",
+    "\n",
+    "Higher order functions are functions that take and/or return other functions. And example is the `count` function in Julia.\n",
+    "\n",
+    "For instance, we can pass a user-defined function to count the number of even elements in an array."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "22115f82",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "func = i->i%2==0\n",
+    "a = [1,2,3,5,32,2,4]\n",
+    "count(func,a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0b352cdc",
+   "metadata": {},
+   "source": [
+    "### Do-blocks\n",
+    "\n",
+    "There is yet another way to define anonymous functions. If a function takes a function in its first argument (like `count`) we can skip the first argument, when calling the function, and define the function we want to pass in a do-block. This is useful, e.g., if we want to define a multi-line anonymous function. The two next cells are equivalent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "533a21f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function f(i)\n",
+    "    m = i%2\n",
+    "    m != 0\n",
+    "end\n",
+    "count(f,[1,2,3,5,32,2,4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "68b5165a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "count([1,2,3,5,32,2,4]) do i\n",
+    "    m = i%2\n",
+    "    m != 0\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "559a084d",
+   "metadata": {},
+   "source": [
+    "### Returning multiple values\n",
+    "\n",
+    "Julia functions always return a single variable. To return multiple values, we can wrap them in a tuple.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eba30561",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function divrem(a,b)\n",
+    "    α = div(a,b)\n",
+    "    β = rem(a,b)\n",
+    "    (α,β)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a6e9d0d",
+   "metadata": {},
+   "source": [
+    "The output is a tuple as expected, but we can recover the individual values by unpacking the tuple."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb0c2806",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d,r = divrem(10,3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "31428737",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76424bb5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "r"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c73ae75b",
+   "metadata": {},
+   "source": [
+    "### Variable number of input arguments\n",
+    "\n",
+    "Functions with multiple arguments are also supported. The following example iterates over the given arguments and prints them. `args` is just a tuple with all arguments."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a7f94ff0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function showargs(args...)\n",
+    "    for (i,arg) in enumerate(args)\n",
+    "        println(\"args[$i] = $arg\")\n",
+    "    end\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7828534e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "showargs(1,\"Hi!\",π)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f31fc3ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "showargs(6)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc47d83b",
+   "metadata": {},
+   "source": [
+    "### Positional and keyword arguments\n",
+    "\n",
+    "Functions can combine positional and keyword arguments much like in Python, but keyword arguments start with semicolon `;` in Julia."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "37cd0314",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function foo(a,b;c,d)\n",
+    "    println(\"Positional: a=$a, b=$b. Keyword: c=$c, d=$d\")\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee19db3d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "foo(3,4,d=2,c=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4919ef95",
+   "metadata": {},
+   "source": [
+    "### Optional arguments\n",
+    "\n",
+    "We can provide default values to arguments to make them optional."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "650e6d67",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function bar(a,b=0;c,d=1)\n",
+    "    println(\"Positional: a=$a, b=$b. Keyword: c=$c, d=$d\")\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e5d03536",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bar(1,c=2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94599fa3",
+   "metadata": {},
+   "source": [
+    "### Question 2\n",
+    "\n",
+    "Which will be the value of `x` below?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "79bd84bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function hofun(x)\n",
+    "    y -> x*y\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a9a7b774",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "f2 = hofun(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f6606086",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = f2(3)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc8e9bcf",
+   "metadata": {},
+   "source": [
+    "## Arrays\n",
+    "\n",
+    "Julia supports multi-dimensional arrays. They are very similar to Numpy arrays in Python. Let's learn the basics of Julia arrays.\n",
+    "\n",
+    "\n",
+    "### Array literals\n",
+    "\n",
+    "We can create (small) arrays from the given values using array literals.\n",
+    "\n",
+    "Next cell creates a vector with 3 integers. Note for Python users: there is no difference between vectors and lists in Julia."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "08652696",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vec = [1,2,3]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70f15e92",
+   "metadata": {},
+   "source": [
+    "We can create a matrix as follows."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a3aacf71",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mat = [1 2 3 4\n",
+    "       5 6 7 8\n",
+    "       9 10 11 12]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e096b198",
+   "metadata": {},
+   "source": [
+    "### Array initialization\n",
+    "\n",
+    "We can create arrays with all the entries equal to zero, to one, or to a specific given value. The value can be any Julia object, even a function!\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9357edac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "zeros(4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dfc88af3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "zeros(Int,4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "49e5a779",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ones(2,3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6bbde94a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fill(5.0,3,4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d2c44cce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fill(add,3,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "495827bc",
+   "metadata": {},
+   "source": [
+    "### Array comprehensions\n",
+    "\n",
+    "We can also create the items in the array using a loop within an array comprehension."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4b3c56b4",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "squares = [ i^2 for i in 1:8 ]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cee954ce",
+   "metadata": {},
+   "source": [
+    "### Indexing\n",
+    "\n",
+    "We can get and set the items of an array by indexing the array."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "df901c08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "squares[3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dc58cf4c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "squares[end]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aa7936e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "squares[2:4]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6cf66ef0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "squares[4] = 16"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9125cbeb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "squares[2:3] = [4,9]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f64021ab",
+   "metadata": {},
+   "source": [
+    "### Immutable element type"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6650d6e7",
+   "metadata": {},
+   "source": [
+    "Note that once set, the type of the elements in the array cannot be changed. If we try to set an item with an object of a different type, Julia will try to do a conversion, which can fail depending on the passed value."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c79b297e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = [10,11,12,13]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2694f3d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a[2] = \"Hi!\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92bae51d",
+   "metadata": {},
+   "source": [
+    "### Arrays of any element type\n",
+    "\n",
+    "Arrays of fixed element type seem to be very rigid, right? Python list have not this limitation. However, we can use arrays of `Any` type, which are as flexible as Python lists, or even more since they can also contain functions. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d656b9ce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = Any[10,11,12,13]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d08e4ba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a[3] = \"HI!\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "92bf2cab",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c72351a",
+   "metadata": {},
+   "source": [
+    "### Loops\n",
+    "\n",
+    "The loop in next cell visits the elements in `a` one after the other. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "72dfc0f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = [10,20,30,40]\n",
+    "for ai in a\n",
+    "    @show ai\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4906337",
+   "metadata": {},
+   "source": [
+    "This loop visits the integers from 1 to the length of the array and indexes the array at each of these integers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "75f5ab89",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in 1:length(a)\n",
+    "    ai = a[i]\n",
+    "    @show (i,ai)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e7abfdd6",
+   "metadata": {},
+   "source": [
+    "This loop \"enumerates\" the items in the array."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96dfab12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for (i,ai) in enumerate(a)\n",
+    "    @show (i,ai)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4747037",
+   "metadata": {},
+   "source": [
+    "### Arrays indices are 1-based by default\n",
+    "\n",
+    "Be aware of this if you are a C or Python user."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "694ec903",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = [10,20,30,40]\n",
+    "a[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2ed5b01",
+   "metadata": {},
+   "source": [
+    "### Slicing allocates a new array\n",
+    "\n",
+    "This is also different from Numpy in Python."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "961a82a3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = [1 2 3\n",
+    "     4 5 6]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1c9f2162",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "s = a[:,2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4664eeb7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "s[2] = 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c356e67d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b75a2b83",
+   "metadata": {},
+   "source": [
+    "### Array views\n",
+    "\n",
+    "If you want to modify the original array, use `view` instead."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d8e2ab7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "v = view(a,:,2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "329079bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "v[1] = 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3b26a483",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fef8495e",
+   "metadata": {},
+   "source": [
+    "## Exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d84ceaf",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "Implement a function `ex1(a)` that finds the largest item in the array `a`. It should return the largest item and its corresponding position in the array. If there are multiple maximal elements, then the first one will be returned. Assume that the array is not empty. Implement the function in the next cell. Test your implementation with the other one."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8e6c7091",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Implement here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "370afcca",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Test\n",
+    "arr = [3,4,7,3,1,7,2]\n",
+    "@test ex1(arr) == (7,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7be19eb4",
+   "metadata": {},
+   "source": [
+    "### Exercise 2\n",
+    "\n",
+    "Implement a function `ex2(f,g)` that takes two functions `f(x)` and `g(x)` and returns a new function `h(x)` representing the sum of `f` and `g`, i.e., `h(x)=f(x)+g(x)`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "331e90b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Implement here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9e86c981",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "h = ex2(sin,cos)\n",
+    "xs = LinRange(0,2π,100)\n",
+    "@test all(x-> h(x) == sin(x)+cos(x), xs)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3324a991",
+   "metadata": {},
+   "source": [
+    "### Exercise 3 (hard)\n",
+    "\n",
+    "Function `mandel` estimates if a given point `(x,y)` in the complex plane belongs to the [Mandelbrot set](https://en.wikipedia.org/wiki/Mandelbrot_set)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0ac481c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function mandel(x,y,max_iters)\n",
+    "    z = Complex(x,y)\n",
+    "    c = z\n",
+    "    threshold=2\n",
+    "    for n in 1:max_iters\n",
+    "        if abs(z)>threshold\n",
+    "            return n-1\n",
+    "        end\n",
+    "        z = z^2 +c\n",
+    "    end\n",
+    "    max_iters\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86ea2591",
+   "metadata": {},
+   "source": [
+    "If the value of `mandel` is less than `max_iters`, the point is provably outside the Mandelbrot set. If `mandel` is equal to  `max_iters`, then the point is provably inside the set. The larger `max_iters`, the better the quality of the estimate (the nicer will be your plot).\n",
+    "\n",
+    "Plot the value of function `mandel` for each pixel in a 2D grid of the box.\n",
+    "\n",
+    "$$(-1.7,0.7)\\times(-1.2,1.2).$$\n",
+    "\n",
+    "Use a grid resolution of at least 1000 points in each direction and `max_iters` at least 10. You can increase these values to get nicer plots. To plot the values use function `heatmap` from the Julia package `GLMakie`. Use `LinRange` to divide the horizontal and vertical axes into pixels. See the documentation of these functions for help. `GLMakie` is a GPU-accelerated plotting back-end for Julia. It is a large package and it can take some time to install and to generate the first plot. Be patient."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "33137ad9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Implement here"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.8.5",
+   "language": "julia",
+   "name": "julia-1.8"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/notebooks/julia_distributed.ipynb b/dev/notebooks/julia_distributed.ipynb
new file mode 100644
index 0000000..60648aa
--- /dev/null
+++ b/dev/notebooks/julia_distributed.ipynb
@@ -0,0 +1,1311 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "287c5272",
+   "metadata": {},
+   "source": [
+    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
+    "\n",
+    "### Programming large-scale parallel systems\n",
+    "### Lectures on Julia for HPC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aebf6482",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Printf\n",
+    "\n",
+    "function answer_checker(answer,solution)\n",
+    "    if answer == solution\n",
+    "        \"🥳 Well done! \"\n",
+    "    else\n",
+    "        \"It's not correct. Keep trying! 💪\"\n",
+    "    end |> println\n",
+    "end\n",
+    "q_1_check(answer) = answer_checker(answer,\"a\")\n",
+    "q_2_check(answer) = answer_checker(answer,\"b\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2133c064",
+   "metadata": {},
+   "source": [
+    "# Distributed computing in Julia\n",
+    "\n",
+    "by Francesc Verdugo (VU Amsterdam)\n",
+    "\n",
+    "Version fall 2022"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a7b64d5a",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the Distributed module available in the Julia standard library. The main topics we are going to cover are:\n",
+    "\n",
+    "- How to create Julia processes\n",
+    "- How to execute code remotely\n",
+    "- How to send and receive data\n",
+    "\n",
+    "With this knowledge you will be able to implement simple and complex parallel algorithms in Julia."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01af032c",
+   "metadata": {},
+   "source": [
+    "## How to create Julia processes\n",
+    "\n",
+    "First of all, we need several processes in order to run parallel algorithms *in parallel*. In this section, we discuss different ways to create new processes in Julia."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "036a25d7",
+   "metadata": {},
+   "source": [
+    "### Adding processes locally\n",
+    "\n",
+    " The simplest way of creating processes for parallel computing is to add them locally in the current Julia session. This is done by using the following commands.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c6fed889",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Distributed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d16faba9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "addprocs(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f07ac76c",
+   "metadata": {},
+   "source": [
+    "Last cell created 3 new Julia processes. By default, they run locally in the same computer as the current Julia session, using multiple cores if possible. However, it is also possible to start the new processes in other machines as long as they are interconnected (more details on this later).\n",
+    "\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Tip:</b> We can also start new processes when launching Julia from the command line by suing the `-p` command-line argument. E.g., `$ julia -p 3 ` would launch Julia with 3 extra processes.\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d2e507dc",
+   "metadata": {},
+   "source": [
+    "### Each process runs a separated Julia instance\n",
+    "\n",
+    "When adding the new processes, you can imagine that 3 new Julia REPLs have started under the hood (see figure below). The main point of the Distributed module is to provide a way of coordinating all these Julia processes to run code in parallel. It is important to note that each process runs in a separated Julia instance. This means that each process has its own memory space and therefore they do not share memory. This results in distributed-memory parallelism, and allows one to run processes in different machines.\n",
+    " \n",
+    " <div>\n",
+    "<img 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align=\"left\" width=\"450\"/>\n",
+    "</div>\n",
+    " \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da2ae9aa",
+   "metadata": {},
+   "source": [
+    "### Basic info about processes\n",
+    "\n",
+    "The following functions provide basic information about the underlying processes. If more than one process is available, the first process is called the *main* or *master* and the other the *workers*. If only a single process is available, it is the master and the first worker simultaneously."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9214029b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "procs()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7a8498e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "workers()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c6a8d8e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nprocs()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6f8b2888",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nworkers()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8583dee0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "myid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "17f1541f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere println(myid())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "44633d04",
+   "metadata": {},
+   "source": [
+    "In previous cell, we have used the macro `@everywhere` that evaluates the given code on all processes. As a result, each process will print its own process id."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d104013",
+   "metadata": {},
+   "source": [
+    "### Creating workers in other machines\n",
+    "\n",
+    "For large parallel computations, one typically needs to use different computers in parallel. Function `addprocs` also provides a low-level method to start workers in other machines. Next code example would create 3 workers in `server1` and 4 new workers in server `server2` (see figure below). Under the hood, Julia connects via ssh to the other machines and starts the new processes there. In order this to work, the local computer and the remote servers need to be properly configured (see the Julia manual for details). \n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "```julia\n",
+    "using Distributed\n",
+    "machines = [(\"user@server1\",3),(\"user@server2\",4)]\n",
+    "addprocs(machines)\n",
+    "```\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3869f1f7",
+   "metadata": {},
+   "source": [
+    "\n",
+    " <div>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
+    "</div>\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6c09b2e5",
+   "metadata": {},
+   "source": [
+    "### Adding workers with ClusterManagers.jl\n",
+    "\n",
+    "Previous way of starting workers in other machines is very low-level. Happily, there is a Julia package called [ClusterManagers.jl](https://github.com/JuliaParallel/ClusterManagers.jl) that helps to create workers remotely in number of usual scenarios. For instance, when running the following code from the login node in a computer cluster, it will submit a job to the cluster queue allocating 128 threads. A worker will be generated for each one of these threads. If the compute node have 64 cores, 2 compute nodes will be used to create to contain the 128 workers (see below).\n",
+    "\n",
+    "\n",
+    "```julia\n",
+    "using Distributed\n",
+    "using ClusterManagers\n",
+    "addprocs(SlurmManager(128), partition=\"debug\", t=\"00:5:00\")\n",
+    "```\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c470ed9",
+   "metadata": {},
+   "source": [
+    "\n",
+    " <div>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8c8bc619",
+   "metadata": {},
+   "source": [
+    "## Executing code remotely\n",
+    "\n",
+    "We have added new processes to our Julia session. Let's start using them!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76a8bf7a",
+   "metadata": {},
+   "source": [
+    "### Function `remotecall`\n",
+    "\n",
+    "The most basic thing we can do with a remote processor is to execute a given function on it. This is done by using function `remotecall`. To make clear how local and remote executions compare, let's call a function locally and then remotely. Next cell uses function `ones` to create a matrix locally.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2d0803a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = ones(2,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a87fe170",
+   "metadata": {},
+   "source": [
+    "The next cell does the same operation, but remotely on process 2. Note that `remotecall` takes the function we want to execute remotely, the process id where we want to execute it and, finally, the function arguments."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78010eb4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 2\n",
+    "ftr = remotecall(ones,proc,2,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b931f9c5",
+   "metadata": {},
+   "source": [
+    "Note that `remotecall` does not return the result of the underlying function, but a `Future`. This object represents a reference to a task running on the remote process. To move a copy of the result to the current process we can use `fetch`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e8163967",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fetch(ftr)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "613c4a20",
+   "metadata": {},
+   "source": [
+    "### `remotecall` is asynchronous\n",
+    "\n",
+    "It is important to note that `remotecall` does not wait for the remote process to finish. It turns immediately. This can be checked be calling remotely the following function that sleeps for 10 secods and then generates a matrix."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d918200b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = (m,n) -> (sleep(10); ones(m,n))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5fba3bc",
+   "metadata": {},
+   "source": [
+    "When running next cell, it will return immediately, event though the remote process will sleep for 10 seconds. We can even run code in parallel. To try this execute the second next cell while the remote call is running in the worker."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "339e425b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 2\n",
+    "ftr = remotecall(fun,proc,2,3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ff8dc16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1+1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "40f9d6c4",
+   "metadata": {},
+   "source": [
+    "However, when fetching the result, the current process blocks waiting until the result is available in the remote process and arrives to its destination."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76705f73",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fetch(ftr)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "75cb8b37",
+   "metadata": {},
+   "source": [
+    "### Useful macro: `@spawnat`\n",
+    "\n",
+    "You have provably realized that in order to use `remotecall` we have written auxiliary anonymous functions. They are needed to wrap the code we want to execute remotely. Writing these functions can be tedious. Happily, the macro `@spawnat` generates an auxiliary function from the given block of code and calls `remotecall` for us. For instance, the two following cells are equivalent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4b550925",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat proc ones(2,3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2394cc7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = () -> ones(2,3)\n",
+    "remotecall(fun,proc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8631fd6f",
+   "metadata": {},
+   "source": [
+    "###  `@async` vs `@spawnat`\n",
+    "\n",
+    "The relation between `@async` and `@pawnat` is obvious. From the user perspective they work almost in the same way. However,  `@async` generates a task that runs asynchronously in the current process, whereas `@spawnat` executes a task in a remote process in parallel. In both cases, the result is obtained using `fetch`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d681ed9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tsk = @async begin\n",
+    "    sleep(3)\n",
+    "    zeros(2)\n",
+    "end\n",
+    "fetch(tsk)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c8141cff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ftr = @spawnat :any begin\n",
+    "    sleep(3)\n",
+    "    zeros(2)\n",
+    "end\n",
+    "fetch(ftr)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "10899cd4",
+   "metadata": {},
+   "source": [
+    "### Another usefull macro: `@fetchfrom`\n",
+    "\n",
+    "Macro `@fetchfrom` is the blocking version of `@spawnat`. It blocks and returns the corresponding result instead of a `Future` object. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f17da98e",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "a = @fetchfrom proc begin\n",
+    "    sleep(3)\n",
+    "    zeros(2)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e9d37079",
+   "metadata": {},
+   "source": [
+    "## Data movement\n",
+    "\n",
+    "Data movement is a crucial part in distributed-memory computations and it is usually one of its main computational\n",
+    "bottlenecks. Being aware of the data we are moving when using functions such as `remotecall` is important to write efficient distributed algorithms in Julia. Julia also provides a special type of channel, called remote channel, to send and receive data between processes."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d6e04d9",
+   "metadata": {},
+   "source": [
+    "### Data movement in `remotecall` / `fetch`\n",
+    "\n",
+    "When usig `remotecall` we send to the remote process a function and its arguments. In this example, we send function name `+` and matrices `a` and `b` to proc 4. When fetching the result we receive a copy of the matrix from proc 4."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd901fcc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 4\n",
+    "a = rand(10,10)\n",
+    "b = rand(10,10)\n",
+    "ftr = remotecall(+,proc,a,b)\n",
+    "fetch(ftr);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eda62267",
+   "metadata": {},
+   "source": [
+    "### Implicit data movement\n",
+    "\n",
+    "Be aware that data movements can be implicit. This usually happens when we execute remotely functions that capture variables. In the following example, we are also sending matrices `a` and `b` to proc 4, even though they do not appear as arguments in the remote call. These variables are captured by the anonymous function and will be sent to proc 4."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fe9866ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 4\n",
+    "a = rand(10,10)\n",
+    "b = rand(10,10)\n",
+    "fun = () -> a+b\n",
+    "ftr = remotecall(fun,proc)\n",
+    "fetch(ftr);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3860df18",
+   "metadata": {},
+   "source": [
+    "### Data movement with remote channels\n",
+    "\n",
+    "Another way of moving data between processes is to use remote channels. Their usage is very similar to conventional channels for moving data between tasks, but there are some important differences. In the next cell, we create a remote channel. Process 4 puts several values and closes the channel. Like for conventional channels, calls to `put!` are blocking, but next cell is not blocking the master process since the call to `put!` runs asynchronously on process 4."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "98260fd3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = ()->Channel{Int}()\n",
+    "chnl = RemoteChannel(fun)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0a729a00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 begin\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2ce01e0",
+   "metadata": {},
+   "source": [
+    "We can take values from the remote channel form any process using `take!`. Run next cell several times. The sixth time it should raise and error since the channel was closed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82fbbb88",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "take!(chnl)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b3f8dcc",
+   "metadata": {},
+   "source": [
+    "### Remote channels can be buffered\n",
+    "\n",
+    "Just like conventional channels, remote channels can be buffered. The buffer is stored in the process that owns the remote channel. By default this corresponds to process that creates the remote channel, but it can be a different one. For instance, process 3 will be the owner in the following example."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "426274ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "buffer_size = 2\n",
+    "owner = 3\n",
+    "fun = ()->Channel{Int}(buffer_size)\n",
+    "chnl = RemoteChannel(fun,owner)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "db3b6fd5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 begin\n",
+    "    println(\"start\")\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "        println(\"I have put $i\")\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "    println(\"stop\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e85654e",
+   "metadata": {},
+   "source": [
+    "Note that since the channel is buffered, worker 4 can start putting values into it before any call to `take!`. Run next cell several times until the channel is closed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a8500649",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "take!(chnl)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b8b411f1",
+   "metadata": {},
+   "source": [
+    "### Remote channels are not iterable\n",
+    "\n",
+    "One main difference with respect to conventional channels is that remote channels cannot be iterated. Let's repeat the example above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "18c60a68",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = ()->Channel{Int}()\n",
+    "chnl = RemoteChannel(fun)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "73088996",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 begin\n",
+    "    for i in 1:5\n",
+    "        put!(chnl,i)\n",
+    "    end\n",
+    "    close(chnl)\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4bb35283",
+   "metadata": {},
+   "source": [
+    "Now, try to iterate over the channel in a for loop. It will result in an error since channels are not iterable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a9bcca0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for j in chnl\n",
+    "    @show j\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8eaea2fa",
+   "metadata": {},
+   "source": [
+    "If we want to take values form a remote channel and stop automatically when the channel is closed, we can combine a while loop and a try-catch statement. This works since `take!` raises an error if the channel is closed, which will execute the `catch` block and breaks the loop."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "72acd664",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "while true\n",
+    "    try\n",
+    "        j = take!(chnl)\n",
+    "        @show j\n",
+    "    catch\n",
+    "        break\n",
+    "    end\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a3986c9",
+   "metadata": {},
+   "source": [
+    "## Questions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd22b74b",
+   "metadata": {},
+   "source": [
+    "### Q1 (Distributed.ipynb)\n",
+    "\n",
+    "How many integers are transferred between master and worker? Including both directions.\n",
+    "\n",
+    "```julia\n",
+    "a = rand(Int,4,4)\n",
+    "proc = 4\n",
+    "@fetchfrom proc sum(a^2)\n",
+    "```\n",
+    "\n",
+    "    a) 17\n",
+    "    b) 32\n",
+    "    c) 16^2\n",
+    "    d) 65"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "de4e32eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" #Replace x with a, b, c, or d\n",
+    "q_1_check(answer)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dbe373d1",
+   "metadata": {},
+   "source": [
+    "### Q2 (Distributed.ipynb)\n",
+    "\n",
+    "How many integers are transferred between master and worker? Including both directions.\n",
+    "\n",
+    "```julia\n",
+    "a = rand(Int,4,4)\n",
+    "proc = 4\n",
+    "@fetchfrom proc sum(a[2,2]^2)\n",
+    "```\n",
+    "\n",
+    "    a) 2\n",
+    "    b) 17\n",
+    "    c) 5\n",
+    "    d) 32"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a234ceaa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" #Replace x with a, b, c, or d\n",
+    "q_2_check(answer)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c561a73d",
+   "metadata": {},
+   "source": [
+    "### Q3 (Distributed.ipynb)\n",
+    "\n",
+    "Which value will be the value of `x` ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b71a2171",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = zeros(Int,3)\n",
+    "proc = 3\n",
+    "@sync @spawnat proc a[2] = 2\n",
+    "x = a[2]\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "835080aa",
+   "metadata": {},
+   "source": [
+    "### Q4 (Distributed.ipynb)\n",
+    "\n",
+    "Which value will be the value of `x` ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b8678fd1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = zeros(Int,3)\n",
+    "proc = myid()\n",
+    "@sync @spawnat proc a[2] = 2\n",
+    "x = a[2]\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e985c61",
+   "metadata": {},
+   "source": [
+    "## Remember: each process runs in a separated Julia instance\n",
+    "\n",
+    "In particular, this means that each process can load different functions or packages. In consequence, it is important to make sure that the code we run is defined in the corresponding process.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cdc07cba",
+   "metadata": {},
+   "source": [
+    "### Functions are defined in a single process\n",
+    "\n",
+    "This is a very common pitfall when running parallel code. If we define a function in a process, it is not automatically available in the other processes. This is illustrated in the next example. The remote call in the last line in next cell will fail since the function `sleep_ones` is only being defined in the local process. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4544ca4c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function sleep_ones(m,n)\n",
+    "    sleep(4)\n",
+    "    ones(m,n)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b54a1a84",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 3\n",
+    "remotecall_fetch(sleep_ones,proc,3,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9ec5d8fe",
+   "metadata": {},
+   "source": [
+    "To fix this, we can define the function on all processes with the `@everywhere` macro."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7eb1e210",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function sleep_ones(m,n)\n",
+    "    sleep(4)\n",
+    "    ones(m,n)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b55cbedf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 3\n",
+    "remotecall_fetch(sleep_ones,proc,3,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f71e7fd",
+   "metadata": {},
+   "source": [
+    "### Anonymous functions are available everywhere\n",
+    "\n",
+    "If a function has a name, Julia only sends the function name to the corresponding process. Then, Julia looks for the corresponding function code in the remote process and executes it. This is why the function needs to be defined also in the remote process. However, if a function is anonymous, Julia needs to send the complete function definition to the remote process. This is why anonymous functions do not need to be defined with the macro `@everywhere` to work in a remote call.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9734913",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fun = (m,n) -> (sleep(4);ones(m,n))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f08131c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proc = 3\n",
+    "remotecall_fetch(fun,proc,3,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ebec4f5e",
+   "metadata": {},
+   "source": [
+    "### Each proc uses packages independently\n",
+    "\n",
+    "When using a package in a process, it is not available in the other ones. For instance, if we load the `LinearAlgebra` package in the current process and use one of its exported functions in another process, we will get an error."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0cf3545",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using LinearAlgebra"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0498748c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@fetchfrom 3 norm([1,2,3])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "97462cbd",
+   "metadata": {},
+   "source": [
+    "To fix this, we can load the package on all processors with the `@everywhere` macro."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "14ee3498",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere using LinearAlgebra"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f8b3ba73",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@fetchfrom 3 norm([1,2,3])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3743ae18",
+   "metadata": {},
+   "source": [
+    "### Each process has its own active package environment\n",
+    "\n",
+    "This is another very common source of errors. You can check that if you activate the current directory, this will have no effect in the other processes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "abf3afe5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "] activate ."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4d8bfa90",
+   "metadata": {},
+   "source": [
+    "We have activated the current folder. Now let's see which is the active project in another process, say process 2. You will see that process 2 is provably still using the global package environment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3c6f29fb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere using Pkg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee04b3cc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 2 Pkg.status();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8244ae89",
+   "metadata": {},
+   "source": [
+    "To fix this, you need to activate the current directory on all processes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "99991a93",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere Pkg.activate(\".\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dfc8ea20",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 2 Pkg.status();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4bfbe073",
+   "metadata": {},
+   "source": [
+    "## Easy ways of parallelizing code\n",
+    "\n",
+    "A part from the low-level parallel routines we have seen so-far, Julia also provides much more simple ways to parallelizing loops and maps."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "89e4b22b",
+   "metadata": {},
+   "source": [
+    "### Useful macro: @distributed\n",
+    "\n",
+    "This macro is used when we want to perform a very large for loops made of independent small iterations. To illustrate this, let's consider again the function that computes $\\pi$ with Leibniz formula."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f5e27d24",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function compute_π(n)\n",
+    "    s = 1.0\n",
+    "    for i in 1:n\n",
+    "        s += (isodd(i) ? -1 : 1) / (i*2+1)\n",
+    "    end\n",
+    "    4*s\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d0921cb9",
+   "metadata": {},
+   "source": [
+    "Paralelizing this function might require some work with low-level functions like `remotecall`, but it is trivial using the macro `@distributed`. This macro runs the for loop using the available processes and optionally reduces the result using a given reduction function (`+` in this case)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d4efb990",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function compute_π_dist(n)\n",
+    "    s = 1.0\n",
+    "    r = @distributed (+) for  i in 1:n\n",
+    "        (isodd(i) ? -1 : 1) / (i*2+1)\n",
+    "    end\n",
+    "    4*(s+r)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8dbc2240",
+   "metadata": {},
+   "source": [
+    "Run next cell to measure the performance of the serial function for a large value of `n`. Run it at least 2 times to get rid of compilation times."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec604251",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time compute_π(4_000_000_000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c21b12b5",
+   "metadata": {},
+   "source": [
+    "Run next cell to measure the performance of the parallel function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60fca9ae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time compute_π_dist(4_000_000_000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f996ec0b",
+   "metadata": {},
+   "source": [
+    "### Useful function: `pmap`\n",
+    "\n",
+    "This function is used when we want to call a very expensive function a small number of evaluations and we want to distribute these evaluations over the available processes. To illustrate the usage of `pmap` consider the following example. Next cell generates sixty 30x30 matrices. The goal is to compute the singular value decomposition of all of them. This operation is known to be expensive for large matrices. Thus, this is a perfect scenario for `pmap`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d137f35",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = [ rand(300,300) for i in 1:60];"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b95d3558",
+   "metadata": {},
+   "source": [
+    "First, lets measure the serial performance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9f6e302b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using LinearAlgebra"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "74f16257",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time svd.(a);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "25de96e4",
+   "metadata": {},
+   "source": [
+    "If we use `pmap` instead of broadcast, the different calls to `svd` will be distributed over the available processes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4f9c5c2d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time pmap(svd,a);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad00cf8f",
+   "metadata": {},
+   "source": [
+    "## Summary\n",
+    "\n",
+    "We have seen the basics of distributed computing in Julia. The programming model is essentially an extension of tasks and channels to parallel computations on multiple machines. The low-level functions are `remotecall` and `RemoteChannel`, but there are other functions and macros like `pmap` and `@distributed` that simplify the implementation of parallel algorithms."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "49d094e4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.8.5",
+   "language": "julia",
+   "name": "julia-1.8"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/notebooks/julia_intro.ipynb b/dev/notebooks/julia_intro.ipynb
new file mode 100644
index 0000000..5265aba
--- /dev/null
+++ b/dev/notebooks/julia_intro.ipynb
@@ -0,0 +1,692 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "acfe5cc9",
+   "metadata": {},
+   "source": [
+    "\n",
+    "<div>\n",
+    "<img 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\" align=\"left\" width=\"300\"/>\n",
+    "</div>\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae2a0512",
+   "metadata": {},
+   "source": [
+    "### Seminars Computational Science\n",
+    "### Julia tutorial\n",
+    "\n",
+    "# Why is Julia fast?\n",
+    "\n",
+    "by Francesc Verdugo (VU Amsterdam)\n",
+    "\n",
+    "2022-11-24"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e040636a",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "We will learn\n",
+    "\n",
+    "- Basic julia concepts:\n",
+    "  - type-inference\n",
+    "  - JIT compilation\n",
+    "- Some Julia syntax\n",
+    "- Some useful Julia packages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc1d9ce2",
+   "metadata": {},
+   "source": [
+    "## Using Jupyter notebooks in Julia"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff199820",
+   "metadata": {},
+   "source": [
+    "### Running a cell\n",
+    "\n",
+    "Click on a cell and press `Shift` + `Enter`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a8e4fba2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "1+3\n",
+    "4*5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0e035ee9",
+   "metadata": {},
+   "source": [
+    "### Cell order is important"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "187db91d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "foo() = \"Well done!\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a29023dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "foo()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0b788d3b",
+   "metadata": {},
+   "source": [
+    "### Package and help modes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "23e1803d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "] add BenchmarkTools DataFrames PyCall Conda Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4353e6ec",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "? print"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "44c03fde",
+   "metadata": {},
+   "source": [
+    "## How fast is Julia code?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6c088d9e",
+   "metadata": {},
+   "source": [
+    "### Example\n",
+    "\n",
+    "Sum entries of a  given array $a = [a_1,a_2,...,a_n]$\n",
+    "\n",
+    " $$s = \\sum_{i=1}^n a_i$$\n",
+    "\n",
+    "### "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "34e3c7dd",
+   "metadata": {},
+   "source": [
+    "### Hand-written sum function\n",
+    "\n",
+    "### Exercise\n",
+    "Write a function that computes the sum of all elements in array `a`. You can view the solution at the bottom of the notebook."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a672edac",
+   "metadata": {
+    "code_folding": []
+   },
+   "outputs": [],
+   "source": [
+    "# ✍️ Exercise 1\n",
+    "function sum_hand(a)\n",
+    "    # TODO\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0494a1b3",
+   "metadata": {},
+   "source": [
+    "### Test-driven development\n",
+    "Next, you can test your solution. You can use the Julia macro `@test` which is provided in the `Test` package."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ebac7b9e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aa5505d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = rand(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fc11923c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@test sum_hand(a) ≈ sum(a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e23f3ddf",
+   "metadata": {},
+   "source": [
+    "## Benchmarking\n",
+    "In order to track the performance of your code, it is useful to time the execution of single functions. In Julia, the most conventional way of measuring the computation time is the macro `@time`.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "caff0307",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = rand(10^7);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6d073236",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@time sum_hand(a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c664522e",
+   "metadata": {},
+   "source": [
+    "Note that `@time` also measures the compile time of a function if it's the first call to that function. So make sure to run `@time` twice on a freshly compiled function in order to get a more meaningful result. \n",
+    "\n",
+    "\n",
+    "Now in order to benchmark our code, we need to run it several times. To do this we can call our code in a for-loop and gather the runtimes using the Julia macro `@elapsed`. This measures the runtime of an expression in seconds, just as the `@time` macro, only `@elapsed` discards the result of the computation and returns the elapsed time instead. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bba864c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@elapsed sum_hand(a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70317d33",
+   "metadata": {},
+   "source": [
+    "## BenchmarkTools\n",
+    "\n",
+    "The `BenchmarkTools` extension package provides useful macros for sampling runtimes automatically. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "424ffe03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using BenchmarkTools"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "079ef7d0",
+   "metadata": {},
+   "source": [
+    "First of all, the `@benchmark` macro runs the code multiple times and gives out a lot of details: the minimum and maximum time, mean time, median time, number of samples taken, memory allocations, etc. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b5bb9a12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bch_sum_hand = @benchmark sum_hand($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c77d454b",
+   "metadata": {},
+   "source": [
+    "For quick sanity checks, one can use the `@btime` macro, which is a convenience wrapper around `@benchmark`. It returns only the minimum execution time and memory allocations. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fee5493d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@btime sum_hand($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3a1a774c",
+   "metadata": {},
+   "source": [
+    "Similar to the `@elapsed` macro, `BenchmarkTool`'s `@belapsed` discards the return value of the function and instead returns the minimum runtime in seconds. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8e0cdb8c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@belapsed sum_hand($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb530b87",
+   "metadata": {},
+   "source": [
+    "As opposed to `@time` and `@elapsed`, `@btime` and `@belapsed` run the code several times and return the minimum runtime, thus eliminating possible compilation times from the measurement. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "782be14f",
+   "metadata": {},
+   "source": [
+    "### Built-in sum function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "07df4939",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bch_sum = @benchmark sum($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18972fa7",
+   "metadata": {},
+   "source": [
+    "### Hand-written sum in Python\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "038702c0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using PyCall"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8e1dcbfa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "py\"\"\"\n",
+    "def sum_py_hand(A):\n",
+    "    s = 0.0\n",
+    "    for a in A:\n",
+    "        s += a\n",
+    "    return s\n",
+    "\"\"\"\n",
+    "sum_py_hand = py\"sum_py_hand\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60ca4517",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@test sum(a) ≈ sum_py_hand(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f009076",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bch_sum_py_hand = @benchmark sum_py_hand($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22d29afa",
+   "metadata": {},
+   "source": [
+    "### Numpy sum "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0f7ffb8e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Conda"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e667fc80",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numpy = pyimport(\"numpy\")\n",
+    "sum_numpy = numpy[\"sum\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee0361df",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@test sum_numpy(a) ≈ sum(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d2f4e9ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bch_sum_numpy = @benchmark sum_numpy($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7c3cbd6",
+   "metadata": {},
+   "source": [
+    "### Sumary of the results\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5ce4c97a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "timings = [bch_sum_hand,bch_sum,bch_sum_py_hand,bch_sum_numpy]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9d5caabd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "methods = [\"sum_hand\",\"sum\",\"sum_py_hand\",\"sum_numpy\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8b7a3661",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using DataFrames"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82b11610",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = DataFrame(method=methods,time=timings)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f03c4281",
+   "metadata": {},
+   "source": [
+    "### Improving the hand-written sum in Julia\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7696719c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# ✍️ Exercise 3\n",
+    "function sum_hand_fast(a)\n",
+    "    s = 0.0\n",
+    "    @simd for ai in a\n",
+    "       s += ai\n",
+    "    end\n",
+    "    s\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b461036",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@test sum_hand_fast(a) ≈ sum(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fc228cba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@benchmark sum_hand_fast($a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "328f9128",
+   "metadata": {},
+   "source": [
+    "## Conlcusions so far\n",
+    "\n",
+    "- Julia code (for loops) are much faster than in Python\n",
+    "- Julia code can be as fast as optimized C code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9ce5464",
+   "metadata": {},
+   "source": [
+    "## Why Julia is fast?\n",
+    "\n",
+    "- Julia is a compiled language (like C, C++, Fortran)\n",
+    "- Julia is JIT compiled (C, C++, Fortran are AOT compiled)\n",
+    "- Type declarations are optional in Julia\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa5254e4",
+   "metadata": {},
+   "source": [
+    "# Conclusion: Why we use Julia in this course\n",
+    "\n",
+    "- Julia code is fast (it can be as fast as C)\n",
+    "- Julia is a high-level language with simpler syntax than C \n",
+    "- Julia supports different parallel programming models\n",
+    "\n",
+    "We will look into the third point in a later section of this course. \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4efafe2",
+   "metadata": {},
+   "source": [
+    "## Solution to the exercises\n",
+    "\n",
+    "### Solution to Exercise 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "17f73c0f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function sum_hand(a)\n",
+    "    s = 0.0\n",
+    "    for ai in a\n",
+    "        s += ai\n",
+    "    end\n",
+    "    s\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d12d6400",
+   "metadata": {},
+   "source": [
+    "### Solution to Exercise 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e39094da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Statistics\n",
+    "\n",
+    "a = rand(10^7)\n",
+    "num_it = 15\n",
+    "runtimes = zeros(num_it)\n",
+    "for i in 1:num_it\n",
+    "    runtimes[i] = @elapsed sum_hand(a)\n",
+    "end\n",
+    "@show mean(runtimes) \n",
+    "@show std(runtimes)\n",
+    "@show minimum(runtimes)\n",
+    "@show maximum(runtimes);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7943f1cc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# ✍️ Exercise 3\n",
+    "function sum_hand_fast(a)\n",
+    "    s = 0.0\n",
+    "    @simd for ai in a\n",
+    "       s += ai\n",
+    "    end\n",
+    "    s\n",
+    "end"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.8.5",
+   "language": "julia",
+   "name": "julia-1.8"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/notebooks/julia_jacobi.ipynb b/dev/notebooks/julia_jacobi.ipynb
new file mode 100644
index 0000000..08117b6
--- /dev/null
+++ b/dev/notebooks/julia_jacobi.ipynb
@@ -0,0 +1,684 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "2133c064",
+   "metadata": {},
+   "source": [
+    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
+    "\n",
+    "### Programming large-scale parallel systems\n",
+    "### Lectures on Julia for HPC\n",
+    "\n",
+    "\n",
+    "# Distributed Jacobi (SOR) method\n",
+    "\n",
+    "by Francesc Verdugo (VU Amsterdam)\n",
+    "\n",
+    "Version fall 2022"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a7b64d5a",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "- How to parallelize the Jacobi method in Julia"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8bfa86d6",
+   "metadata": {},
+   "source": [
+    "## Mathematical background\n",
+    "\n",
+    "\n",
+    "### 1D Laplace equation\n",
+    "\n",
+    "\n",
+    "Find a function $u(x)$ such that\n",
+    "\n",
+    "\n",
+    "$u''(x) = 0 $ for $x\\in(0,L)$\n",
+    "\n",
+    "$u(0) = -1$\n",
+    "\n",
+    "$u(L) = 1$\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de45f04c",
+   "metadata": {},
+   "source": [
+    "### Analytical solution\n",
+    "\n",
+    "$u(x) = (x-L)/L$"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_00.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "bba2fb43",
+   "metadata": {},
+   "source": [
+    "\n",
+    " <div>\n",
+    "<img src=\"data:image/png;base64,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\" align=\"left\" width=\"250\"/>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "392dd6e1",
+   "metadata": {},
+   "source": [
+    "### A 3D Laplace equation in a complex domain"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_plap.png": {
+     "image/png": 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l8yB95sJnCC++HJ3lhu7LnegICEZoBIYIhEqDRwewUjUfoW6rgFRYAhgrzodCMq5QsHnYDPktfWe+32wT0qsg14ehu21fGYxfz/QzT4mOM4/ecn0V7aprXB+Wz5R6uZoX0b0TXnWguFrl9xbUc+8f1tg8Ewqih0Jn1dDRdvWf1zWrQzl8tqPt1HJ4RTgiFmwzDqZ8rIUTbyKch0I4kzm5Gd2UG6ExGvrbkrQ70ctHy7tgWFm+5oRHSDuJAWeQHm6gGSq0eC4Ofsb7Gey3XD4cCOTb/rWzGfetmGF5QbAk+iRvWGO8GVZ+V6i3aBedWHZd47rflmLKi1kf2+BFxSfRRWuvXM6bUH/26aNofQ+ih0KhDSM+XfACiEy8LIcTQpulHy6HF4TjUPlmZB4RToXcQLTuwluEO6oZjVC5hOrGqBXeDDrA2wgLyCvOcc2gV1TPiF7+s/pQbD80g31L+ursK+lhG/ZtKrCkbPuFbYH8dIqvfWiWGcx9+ZTx9VsY4I1L4666sOwycl1lqK8PTe8i5oveVUzF39Vyeyirtw3wJW+fQb3PMc8WRA+FQiPCS5b+2jtVDh/2vZRyeHXh1Yhzofg6whnVI3RGQFREYFSnNaMSKIIiADnXnehoZFKQC4pgZDJ5IWjPDEU0QBvOWjFAbwA3RAMydKhPMT+SfrxHJwhHs5HfOv6F07h+5psb3q/ZdNwCuW1HDsvPs8Ly5mFr1XS05qPWoL18tLjzDcu+4Hpx5+p0n5v1ZQKf8wrUx5p6nz/zqed/NObZPpKK6bXQRx7hG+VwHy07ZTrc+8+nWXpFuI+Gz8rhs442N+KOcG9nI7RizdddeEW40mjBC9EJ1P9DUDIDUDJBMFJFMDRFMwRDFVx42+rXDdCGw9Sc7krsd1bYr2C+UJxG0hsO54yiAQLC0srPsO2QphH2BtsVbl5H9aG6+3gRgM2nRZtRnybG3cwK42naE1fMNwAZNI0FZgaI2LhzIANVQAQzFAQyU0ExIAQ1IAHxMoofgScmaAAEoMP8gQqUwTZXBmBQgJQhwzDSRn4kq9LLl958+ZXXP/PpmGcLjx4KfahVy+GXr9y49tqdM5bDEedZ+nLBS1sOJ5xn6Vvl8Ipwb0f3d2ktSHeEU7HdfltHipsgAIKQifObVCq80RRB0QxM0RTMb28890tDPBl4fzwZomGBur+rSIpcGa/Iqz5+ZuIHKs/j+qlNR1vrttNFlX1p8VcNets6t4X/rcB/1tM3jue1CbxNvHs17qKTWrvqGMW7gy+DagamJjoW10VGs75I4FXUpBc37tpnXyqXexFR7UVEpM8q8uzTxz/+he+O7D2IHgp9GI34WA7fE9NqObw9sqwth/thJ22WvjodXhEOOM/S27myNkuvCEcARiVykFeET4L0NYSX/JxUPVQnU1Qp/FYBM/SwXSvFBYc1Zqi6ZDl4EzyzIQLQSPfSOk8GCMRKyQCN2Onurr29XT1tAX8D+NbEV8bDtAWvDe0nj7E5myuV9VB9HddN/IL6W0377Vfi1xwH6F6ieB0DedFNrnsOLwYi1obwUkA+9MfVBD6XXrmcxRvgc6+rUH/m6eOfCKgH0UOhD0mW/tJaOZwWo2XLZekPP1pWetRxJUunss5lnqU7whF8UlzdlBNWhHtrutYgfebCyYQ8RVdBUzJx/40qhd8qAIYiBd6a0VeamYHXck03XhX8GoTNywZInggDkSEZsREbkSEDOtS50n0I56mm9IrsEb365cLg4GFahh/cedv9voJ5mE/TLRvUZ+PsKyZ+bR4PDlT0Z+17k8LBQPc6g2etLzecWXZV1HE17GDWFaTMrZXiuuimWXeQi5ReuZzVp9ok54B6KIge+hAh/MVrl6/cuP76XRocdDsd7s1rZxwt8/PKlqNlZdnqmbP0Ohq+yNLn5fDiv7G5YUJmsyC9uvAZwqsjB6lEVzAFFRAFUxAZFpNquac60+XZpsxA7IeyAfPwLhsV0hszIBeKt3QHMqQ2nD9g39uIvgJ+dgNWVs6ttOLPEvUN6mP9NNM7171+O4nXMr5+VU73MW9v6F7RLjq37H6P6ITrUmbTh/449+gLsy5ZPYHPvZpaQbia9HkV6rnPzz199BPR+h5ED4Xez1qUw6lgGfEsWbp3IC2zdPKTSd/1LJ1AHeFohlD8N5mOCAdDk5KoNy4cTQvC3YKrgIrvGgVRUCn8FjFQEPd9zSjVDOfD6rhyCYMIXULuIKXC9Rnaaz4/o3vx65t0X3bYwQD4cmPK+FWzvjbbhkt3fir1t4z+smVva9q+0n0V7aoTy66GS66rVhM/CeGd9DlPEvicS1ldcjnBJWddQj3nXrPmPseQehA9FHqfGvGLL1y79Oobt+7s/exwJkYiSsickLDtS6eUiGDr1LIz9qUfyNIRgR5Plj52pJcs3UFuMtbCdfDi7sLNwLm+RLi/q2aqINnMQNT5bSKWxcqiE52vW5ugnSgxdh12jClh6jCNOPdMfkzmKRkRMHsmX4ruxLWxTt3BO8vHtvmR7oWLA+BLoD2k9FBv2xzqsLEJZ5m0H6b+7M8uF+C063SgbNopn20cYNtAuyq6ZffIveW6l9ilWPPRr9cQvjXrOZcEXvpSVs+54HwGdcmaszjUpRfJ8plvef5Hf/i74jXkQ6+YXgu977P0l65fvvzWkKWXvvTjC8dbRrwQetuIt1m6nzq62pfuh508al+6EWqbpZeOtrNk6SoF4WaoAiZYXLhMgvT61t22Q0CyWzkws6w2kkEse4armtWnm2dldGsa5XiX+HhHuw67jhJj12PXITMwITVoT4zMQILEJoQF8DRBOyIP/XSGaH7oWG2hh9KLtwJ4cMCLb6qtPn6G+WWEbu2I2po7t0MbbBAACLD94z56V8rn6ONqWC8yFNEMCNEMDE0NqEU7IHIZbxM0GgbTaeih8+/YqHB9OCIPVU0F0X8Py3gb+GwbACBZ7ikl8FPZpFyNJSABSAAZxuPZAABevvRGzLOFRw+F3mWE37rypZsvvnT9ypClIxExlVPLaLMi7tNlyJiYDhjxA01ttRy+bGqrWTpOjXibpQ/rV+dZegH5YMTbLB1MqxGflsMFzcYsXRe1cJHRxzUufAXhKpZVfVd4Vs1iaqaqWZzoplZOC1Gf/DYAIKZ0btddOKZE3YXjkesD0ZGppPFM4G9by47Vu5MhgTfTlQNceTIR5730zVBcte+Dax8BDwD1fo8UJjl5pfsU9rBWMoeDZfi14v0kG5gtz5ltw/VkvnTD2Yh2NTTw6zQQq4toSoldPGFp/Pq6WRcTgZxV1CTrrFfOp9pyFul16dSfferoi5//XGTvQfRQ6B1D+NVbV4YFL9deu0PkLpyQ5tNlQ6PbeOoJlXa2xYw4ASda3dT2sE1ts2XptamtZum4aGo71JdeQG4TI64ylsOXWXptZ1PxymqphS+D9AHhoKZZTWVAuN9QMNVsmkWymIJmUTHtpZzmeSI2hPC7C113vktHaffEcXfhOB0lPt5RStglJMLE2CUkxsTACROXKnvtoUPcRDuiER+Ydy8wXtj3BurN2wbzM9LDbHHslPeryD9QsG8x387atYN2le5LtMsQyDvgtYniC+CHNL72w1eu9zKprOc8SeBzHsvquVdvgM9ZtqD+zFNHPx5QD6KHQo9LN27ef/V337x48drlK29du34bkGhoOPc8Hf2ckqYozozA6HF6u2+V/AGIj0DxA0b8YFPbfE1b29TmWTq6C2+b2tb70scsvfSlL7P0thzuCBctCAew7IxXy1IRbqrDWzERR7iKSq+axQwc4eKd0ieivUqvulfZq5yoflW7Z9PR093x00fpiI+ePOrO73iXdk+e413iow6JsUuY2C07pgRMmDokgi6VKB5h0kOHUArtHnF4G92A7VKoQJ4Yd4DWuy8QPttQ2wAbpxhGWpryJfK3eL8s228M2s0X36qR2cS1m5HX2v1DUt4tvHeEm41cl4VZz7mY9ZxHv17Meq8ikEVqA3wL9dyL5Cx7yTlLn2PzTBA9FHoMRvzixauXXn3z5u0TRKDk82Hj8aOAVLeml3t5/QTSYsrpEMUTrxw/2lKcz7BsddHUVpalL5vafC582dRWtrPNmtpqlm42MeJtlm6jEa9ZumUB0zFL96Q1F4QXlotqFs0qWScu3F/3s2qv2qvsVXqVE/3Kvf4Pv9p/6Viun+zB4GuJv6d7cvd8d/Rkt3ui253vuvO73fkundvxrkvHiVJHOz6F64ijZR9G272mPh1tR4Byp40nt4/GHWr3+xTnS8Y33p3mETriiilfIH/G+xnsZ915q1N2y7X2ju2pax8tuyq2UXzluhr6nJsoZJlwPUsx66X1fZHA56w5q2R1qItY3ucl1GNIPYgeCj0cwi9/6cZLL722bsSJAHFG8dqgDoTTlW001MLX6+JbXjzxZl/bsjV9Nl3WNrXhmhF/xKa22sU2NeJjlq42MeJDlg5grRFfzdJHIy4m1YiLOcWrEb99P79xr7+yy2+c9G/1efYPtwe9QPSfPvs155/sdk91uwvd0YVdOtftzu/4KPGOKSXeJUoJE1FKwEyJ5zk8efxeUvdCdEKgwYivoX0k+pLuUDbMjzZ6xngAQFoY7iXUl/w+xd8vk3xr9uS0gD9wYk2LdnH7blSr7GKohjO/7lyvxfUsc7OexVSsl0kCL1kr1EWc67oO9ad2P/FjMc/2IVT0uofeEYQjAhIhYjraDdzGgc9IROBniaZUzyFFhOXWtq0e9drdlhhXE/XEdoDiTPqw02U1S/dl6RtNbToZEG+zdNWVprbhNK6JER9umNrMiNcs3R35zIiL+++s2quprRrxe6KO7i3dU/37t2/96fQs7Yg64i77VFunasJ8BJqVd0odW1baJRVBTZgFuw5VkBWYQBMKASEwgzJQbi07asE5KgFS6fb2AjyUd7FSfKA7ApiTfGbTzXErMGX5aMrH7F0ehveyXrO3YVONgS1m6Es3Xw3hDQGQUP1+MSJUNTIzMSRENSQDNXKuo6ECIIIqKBoqEqKgIaIokAIJEGIWI8SMgIQ5+w+pPdbFr3nwwIv8WzdP/vuf/c2YZwuih0IAADdu3r/06psvvHD18pUbV6/dRkJErAj3ON0pjoTEjIC+eNUTdUKoDW6ImBIhj8NmKfFZ7DinCcUTr9TFE52F4usV8dV96cumNt+0OjfiJUuHFSO+3dRmWU1tacQ9Sze1VSNes3QVO2TEv3rWf9wv9/vX3zz5hP8TIJoaqJlaymoKyGSqlJl3rCLcJVTFxKiKkpAVO0bR8g+jgjRk76aABOq9iIyK1akjEqgWtCPiYNwL3ZGcr4gTUz5h/NKmW62Lz2E/z+HLH9zkfePXZTZAPwCezFZOqSFcQbugqSEZqhEikqGZjlxHJENF8JPZRMFXGPUCiogIKICIGQEQUAERcgZAQGRE9Wk3RMwoDeDnr/Om9vKrcT5bED30kTfiF1+4dunSG7duPwAsFE+7Dgl9UpwQvbWtrG+r541OQ/WJHccCb0KsjjylCchTGofNUtq042na3UZoiXQoja9QnEHas0cRhFRW17ycabrM38KKES84d4pPjbiKmWQr02UrTW0qtmXES67+8Eb8VP19u/2f3e0weZ+XqVgnqpnNjDs2UerYlCklMMOstFMkRRHsOhRBZuxKlgKswIRSbpQoXgSopPFztCONc9lEA4yp4hyLQdfqRBdsxrlPbVvk6p0Hkd+G+f53QXPO7LAMR1YG6G2y4FaNZmgnUEUyRDHze8QI66GrU64TmSpmBQQUMlJARBQghB6R1Dy+yNlrAvXb1OGw2ZWXelNjSwDws7/wT7/4o9H6/qFS1NFDp2bp11sjDlgy8zId7m6cAGnI2X2WjArw67wZDYeVbZ2GMlulXkbGhzY39irtYMdrdZzJmIx5DNUTae1u89tp4cUZZHVGfMOIK5qA6oYR35wus6xgujTinqX7CNnMiHuWbmqPaMTfnnZb5EgAACAASURBVPYwLpn5I6n7/vPPdM+kdMzd+ZSOOB1xOu6447Rj3iXqmHeJEvOOkZmYMVFtmvNj6fwer5EAEwIB+7p4BOayysXTeL+TGEreDuMhMThU04t3d2bjeFLcoogOy4a4tSI6HET+4Zp9nZ6vgK/bbRvkkzbGXYH8CPlq4hXI++PUSIxq61zN4b2gnpvielYQxSwgAtkvHbN5u5x3zOVsfemPM2+Az714TV373Pc595L3vb+NIfXw6KGPCMJvAWCN00cjXrBdKI4D1t2LY7mFXh0vREccp842VrEizmvkKU2ideaJI29BzuTm21leGtzKfyBeF2eQIVGXCcU1n7JvddWIt/vSl9NlaqtG/MB02XtixA/gHAD+Re7fuNd/rEMiFBYvoCCWSwczY+/J12RqlNSSkHaUDMBABLoEqiaErJgIPIdnBlUkKoGyW3ZP492OozraEQlQHe1uykfvXklM1FAZARAXIMcR9uW7wxbk6+X2dYtviIOtF2jG5WEoCky326rfg4NxV0Sqrh0L3dGUARVJ0MjUuY6Gaoq1b86fgQSqkKGsTxiqEyACPSJkg9Qet0Mzp46EADlD6mbls9snP/nTv/7FL3zuuWcD6uHRQx9weTn84sWrl6985eq1O8NEmbclFU4vKb7qxQvFBzvuubr3t9PA+xnIEdeb3YgwpUnLeq2R+9RZgTo7uQvIfV6cqbSpe3dbydVNCIRMWGXixbXfmhF/KCNejr1cM+I6KY2/L4z4GYkOABeQ/sLxs7un0u6JlI6ZjzntOO2YjxIxpqNETG7WKdX/yDvhi1n3fUGJAWn064jACQgmlt3TeIQB7TTeP7a7D3zFxj0vGT+ZVaPit2GlH35u37cs/szfL9vvx8r6fPnd4ty54tpHvw6ezIPfKUaDZUczcr+elRRQpDbDo0zNuihkgb63LKNTz3lsgN/vxZfK7feydOrPPLX78c/HPFsQPfSBNeJeDr9564G/GBFhRbhf0W9RvNrx0rXudbyhOl7+hDtyQijrX0rf21bXOuGk322ZricyQkhcyuRMmoZONyJtHXkFOUOudpw1kylJrok6aZ5QXOT0GfG3bcSlV1N9FCP+rmhJdAC4QPTnn3ju3BOpeyKlY047po6WUEc/0S4RpVQ2/Q3Zu9dLEGDCdUQgxJK3Q+me8wk3wpLGt2iHscW96XVveIy0EbY38Ka1avpoyr3Tjla9++wTVtKPjJ8CfkZ3Hc+nKQfGlyo7cpvGq+Eq13MZZiMZptqyoCiqYS+QBVVBBPYZJBeo92KSIWfNonl/COr9vs8nfWyeCaKHPkgI92XpV6/dRgQDJFo34uXODYpXO+49bojU2nH/PKsgR1pvXEea7Fd3lvswc+LSqV773ZhLmXyolBuTj0kpgTKKO3I2IetZpYBcM5qg5CZRz6MXl7y6rO2hKuJnNOLSiw4D4u+VEX9YogPA16fuP3r62XSB0zGn40L0tGPumDqixGnn7hypS5QIaWHWEwHSjOuAiN4Zt2nZG7S3RCecNLfPG93nzru5gRtEXwf/3OgvjHuNByaAX6zHMcBy1OwK2tkAFNnTeJ9QW+M6qaEYZvV7MCuKzM16ztAL+FK5tqy+70V67ftToB5D6h8CRR39Q4rwK2+9+PJrV4ZyeDXi3KUhVJ/H6X7nAYpXO16r4zQ8zAvkgGO0Xh35cND2pilvp8lXWZ6oVMoTaUKrpjyhEIhbc+90IygUZ80kmSyj5GLHJZe6uOQxUc/5MMW3WtMfzYg/8oz4e6sv5/71m/uPwa6+ZMwuOjIAq/lHTJkSmJopmepQWWcABVNDQgefKTKbGXiju59BRgSgZZC9Td3LIXEEKIW4LcUJW9ziyG+dE73hPU7vnzxMSus7rnp9ono/Armtb6vpswH6cp6sqaOdTGsmrwXNhKBeaFdkNVIkBUNTQlIkMUMz8ZPn0bKSmNfQgchQvHo1jPFhGVhHwNpQCMD98OG+FwDYAewBvKZuan5mTwypB9FD74/X3Ku3rlx568WXXqvl8PLaRshd589kR/hw96NQ3O14m6uXmvvgyH38jAhmZXKn++FDz2bF8tRMkzNqZXlCYdLk1fGB5RNTrplUSHvUTCIoPUoeQ3XJY6Ke80jxPq8ua3uE1vSHM+Jffb/8Cm0ZdNc/1Nt/4avPYkLyKQIARcwAZpYg2YhzcpxTouG1pTdjKihnJDNT73IsfEeCZKU5DhWVjAiUgGSC9taj27BKpQJ+4tR1xPzCf2NLcVx8ywv249Lui3jLXFu/HwboAaGuvaN2gJ6GxfUV7YbIKIqkxIpqiAhMZlqjeCw2nZAYKRuVvjkAMiA1ZCLDctaqApYrkPIkxekPwL9xpPItexq3B+BpRBtD6kH00HugGzfvX7r0xsUXrl2+/JWr1+8MLyZ+eAk7k1sj7s/hMU6vgfuC4v6nDtjxAvLyR6BG6w5y/xw8uPZTTXm7bn3myyvLfZQ80ejLE8pQKTdnedJ+Ysolo2bMGSWjZJAMOQ84V5N+9OIlmtyM00814o7wD7oRP6x7pv9gf/sH7j8jjMgI44HcAJCJCQBMmc1MjXdJi3Unt+xghsSoVoroasaMpEbkfh2QgBSYwLygjMWyt2hvTXnlt/fMF8ADgMySc9hoghsehguo45qJF5iX1ZsHIIEIjtl72ZCDw2pbBPBB8nJUfD2GDgjRL21QkaplV2QDUmQFoobr6lxHQiVCILOsNDPrhJDRnTogImUgBF9HA0B5+AJ7bA9PB9UR7D/7P/zWF3/0u6L1PYgeejey9IsvXLv06ps3b92HoSWHE0NTEYemrw3aovgaxYt9P2jHHwrk5bJhqJQ71Eu9fIPl7TRay/Khib1luRJqglx9edI8CdilJ2d532PejyDPGfpcutt8I3ZW6/uR4jm3cbrse/MzSQcjbmbtsrbWiHtH2wfCiL+tHEjKMJuvncEZC9srlX2mxGAKkCiBZjBVSuoGn5IZIapBIlAD5zoIJPZ3gbBE8TO0AwAJAoFA8e6gk8i9ArhgvrwzBbbMvzGiLajPLwJoTOAHnMu0oj/04VfAV7qrjsvq/R4vuhObZUNGpNayKxKBGLAiCqSW6xmZUEWZjBgtq2UYzfpwNDBk8iFBJJ8yzQagiAx+rF0pnqy8/t+8dfKTP/3rX/x8zLN9IBWdcR+ELL0Y8TFLdzrXOH2T4qM7rzNph0J1fzVr29yopHiwBLlPlrdl8nI/AWFZDkNYAvatY9BWfXk7kMYkaWhiZxBGYc1eL0/Sk2bWnqRHyVR9ee4h72G/BxHo95bFcm85g6j2uaxM77NzXfrexExU+jnFt7amm9rW8WXvZmv6u5m6u+owGx8Rd8Q74iPmRKX7vWNkpMTcETF5rxz6US4E3i6HBGUXDSEm9oUHwMMvCgAQ+QBkM5WOJSau82nFqTtD21I6HcjbVwz6lk1fXgogbFr/WS1/Nms3LMkBgOZYGj8kfthaT+yuXZHB59yI3akruV8vXFcgAVZDBRYg0ZLDZ0VRykailBX6TN4ulwWzQJ/Hwba+t763nLXvtd9rFulPpN/n/V7yPvf7vt9nOen7ff/0k13MswXRQ48X4dA2tVWPXeP0ge+HvPgmxWsQv2XHsZbc10GO5dV4SNdxNOXFmiNA9ei4fjB5ueFQR0uoRNa2v3WYGaUdSGPLSXr25TCyH3DeY9+jZJAe+h76HnK2vrf93vpe+zxs0hIQlT6biOwnRXHZZ82qapr91PDRiJuH6mc7vuxDTHQAuED055547vgcO9S99Z0TpWMmpiXUkdAH2zy68RveD19KQpXr/nuZuHK9lH+GjL3QfQiWRr4uAb9F61WiH4D6qWbd/2JsYN+WA1YBT1xA7q0lSKUNvpwq6++yc91744XYuS7IBepAzvVsrIbZWJWyYVbKSt4GnxVFsRfoM/pgW+5tn31O3fb7MtW27yXvZX8ygXr/YF+G1L/w3eHUg+ihs2q9HH7QiEPT2gbFAxyiuD/+QKheP3/br47l5RSH3e1Q7inHmkM15bXlzSvl/rfUgJ0GkPuK7pbl7Xz5mjX3gF18Ji1BZhO2fWl/k8ze+5Z7lD3mjHmPuYecITvL97bvre/1pNd9b30vD3rnt+yzqco+uxeXXg6cffIhM+Jvn+gwbIelc9SdY9oRd0QdpaNC8RnUkbBacySsLB8YX7gO5Mv9B64P2U793a7XoDB0e4z4XDJ+ld908HXwwIcnpp9W7p833g8JfDt01wB+OEzWT5VFoKGyPqDdkMEpXv36wHUFf1u5TgLsTXNZSY16KWa9F/SZ9aywz5gzZIF978NsA9d7qVDv99L3sn/Q9/u+P9n3Jznv+2ee7H78C38ynPoHSFFHf2+M+MUXrr1y6fWbt06w6aY5EKdXR/1oFC/XAWez42cB+fBaNDHl/iLmATtNTTnimQ5Gm06mlW72FueetE+seY3Zc4a+h36vDx7YyV5P9tr3uu/lpJeTXvbZu9tkXxJ12WcT6x/0bV/bR6Ei/nZwDuN22J3sh72qjJLHz8DACgIAKsbJf2OJQEzrb2+9ociM6gg3K21eOi2xA4BXkHGopusk6FZAJPPb9WKLcOySc97LoW9qtDXLsrq0OJfx+kCmVwPUuHOYTs9PF+bgsMEe3bhT8l4BpOLRAUuHuyGZMSGrElEqXAc2YEIVYEVCMy+uI1gejoHLaP58F0GUMtJWDQMSEioiLE5zWViOWyc/83O/+SN/KebZguihw1l6Q/GK8NGFn4HilfrLBrfyeaZ23LPMM4K8NrutgryacqSx6w0q2n3310GWD77cGNVv1OPRVofTJjjXjJonSXtbNe97O9nL/Qdy/4Hucz7p8/0TOcn5QZ/34l48n2Qzyw8kn4ip5QfyIWtNf6f1D/X2n/vqs0cAmBDFtJ9fEDjU/XfRzIjNFCmBAiAZJdCsxaArUDIzrFwHQshWuC5iw++0KSAIEJkAEoIUW4yEVlvkqmPWNjunh8khZT1yX7PsZTitXgo48mv+T4sEfryHAPPw/JESYQ1oN2ZUNsxG7JadiNW0cl095QAWSgQqwGjKxGQmSKiEYARGSILkB7DSMNKGiFkAgZAMsPTKHdArv/uHL1964zOf+tr4tQ+if3QRfvnKWy8NCB8jwTUjDtOi+AGKD6QvDz4wbzZ8dG7HoTYYbTvytkZeG9cryL3lDakx5QjEUHdcMI1nYM4ydi5Nvr7S1WZnqySUkrcPTXAEWgvnM5yTSB1Om+FcT070ZK8ne3mw77/6IN/v+wf9/u5JfpD7B3kWp9++n9+4t79MHwkj/hh1z/SX9rd/oHtGTjbNPQpSx1CtuSIAoBolFDVKPrlOSGaqlAholeuIZDY0t5tPVBOZ+kXxCuAnX4NfChxOIAhB7UyR+9yyozUXDeUDQ6UfZpV+GhhfAe9Hz2XPtbziUNCOkowIvdaO7FwHEiJWFSU2YjIVYlRVZEIlYAEjUEH2JU8ZR7OOiFncqDdP7TKkrgCMa5cvpgYAZvpzv/BPfyzm2YLoHx215fAvX701pXXhK0z72qApip+F4luh+tKOD1cO63Z8iANPidbrBYGXyWmYcG0r5YCTgL0FefXlCOWoci597GPM7h1w2FjzesKK97T7VnbH+bA6Jg+184w5g/QgvS+KKe68z/rAcd7nB32+v9/f2+/v7k/unDy4vc/3RfYqJ/rluyeXUn/twYezIv4uXbZK/9q9/cdhR4xGVhP4kaZlPRujSvM7bwCMpAq+iMbJQX4bCVa47p5XEUCRcEp3BJ0Cfhqb28GkvTx/pKDroYTT4roNnK/1fhugPjb0lWdIpXsGPz8eCSgD+BxIQTsSG0JBO7MhI/v4PpMlVUYSosQkQiyY/FQjQS4hPBuhojKjERiWrc1an+BjUghEZWZ+kkqoWiG62s07+5/8q78RQ+pB9A+/EX9hKIdXhBPzrDsd1lrbZhQHmA+brYbqMzsOi+o4NOvhlnZ88OhYd63PovXmU41l8nKi2sKUtwF7SQ0d2OV+Q/RudkAcWD5Yc0JNVI49JTfooAjKWDa0z3DO0tewfVgDl1Gkjpv7QJqe7HXfy4N9fnCSH+zzg9y7R7+fT271/U35P+TuPz85AQA4iV/ht6tf1jv/Sf8sniAAYMIt5hFTTeCJh4tUNUqoJaACAJC9IeE610evvEZ3ERhy9cL4uc+miqn2XVOY3P8wmtbd64VDWTwD5XldDkr3Z6sNT05AtHKNTJMz42Uw7jO0CyGxSW/cGZGxDFwXLWOCIsSERqheXy8hPFpWRgBU6MFHC3x/XL1GR8AaQ3CdgPFaSfmWzEzh1p19DKkH0T/kWfqqET81UYdh0mxG8VU73lJ8ZseL227s+PDIlVx9uCY4xZGvpuurphxXfPmc5YSNL0dDgKU1b3BudUqNdDz8tCyQqbXzvHeWo++NyX4wRW+5N8kmssoVROQd5SQPTsKUP87s/ZdPbn8/PA0ADCTTcJsTSa9u8hgYwHfolgS+mPUSEtuM60iK5FVgGi5snTZLurvXVP+3Loyf5+Ry6F0AOINHX/p4XJt5M5rsuhm+7HHU3mrtvzz32JZn0PkJB15uJ1+bzECEqkZ+ivoK14kUuSNg8hI7GJUjYAyREccE3mf/a1m9tuQT8db3BQA3b5/85E/9+hc//7lofQ+if+ARPs/SmzMQVuviMJ00Gx/QhOqwtvvlLHZ8mavDwQI5NG221ZQzrYN8lq6vmvJZwI4equMKy3EaszOaV839LHNCY1ACIbRykDkom+DywJXSCpdHnEuG3IP00GcQBVHLaqqN82peiBFoR+kJ/vb9+b8tt+J3u9VDNbrPnyPaX9v3n4TOoT6L3x3q3JH0wsBmQKDSAxJyIs1SzboX1CvX23eLZVdvZa/7ydFAR/bU1jmiR/hubNWjn4b59Q83rwYwnKde+F2f0vXan8iH+oxp9O7MwDRBe/YjENhLDChizKbZKBll5ESW1JRMyUQoIWgN4cGMyAgVMXkCT0iMcJKLRfdFd8OXpoe732/eOfmvfvrXYkg9iP7B0Kwc3j4ziblcx2578bOH6nCwOg6lULiSq8O0Xx3O0OkGsJ6uz/rdVtP1mSmfBexeLC/3b7McsbayQ2vNvQkOwWiatLs197eo4utdx5VwqmWNTDm/XMsmV5Wynj3LzEgRUzpi7VV39PyF7uuku9r38dv+uPSrcucH988cdegenXekYrXXnHASthdfPiTw6A3wmZAUrICcEvsfn2G++F7ydi3vs6OZXZ5g/mE899KCm61h3g5ifu1ImPGVYYR9s1GH8jh5j+TsR2JjKmiH4URCZuCExJAEhY2TUQZmk6SckMvp9ExCrEJMKIxM2GUwAia2jEzIpOYvGD1p0yVXNkN6o9za9+3nBevN2/uf+bnf/JEfinm2IPr72Ih7OfzGjftzhDfP0i0vfhY7Ti31p83qsNbmBqcVyMvXtQFygLkjP0uZfDTlZSdMuXMw4gPOh2I5IjCWsB2bennZmQFjyXxA/syaj0k7oW7iXAVNUAVMQGQ4+VRBBNTAtHDdDbqIZdEmVkUi7lhF+ZhNTdX+VP/U38o37lvE749Hd0H/lt78s/2z54A0GbhH3xGSKSh0BL2fpKIEpL34sS6ewHNHmnXAduG6Ds+p1q83Tzetzy8D8dvFwZdQ/aHsuW059dkvyOKjdjh+b/3AcEVC0MRvw14dWq7CrUfIj2hHQiLoEhBDZmDGlJDYOAELa265jirMSUgyJUIj0gwJzbc2eZec9UKIPJgDOBl75dahbtbV26+8+ocvv/LGZz4d82xB9Pdflr5ixBcUP4sdP5yrL0G+WiA/7MgPg3w1Wj9QJh9Xtzbp+pYpR5wXy72JHeEQywd3bljivmLNvQmO0Kg2t2tG0HWcuy83QxFUHY82N79h3pULpqBuI8zPTAMA3iU/55SYOJF2xB115+jfu/vE37bb8eR/XLpn+isnt78fnrbOFADVUExAGWgGdW+AJ6A2gXezXrlOIOUY8cGg+9lsNjryFcDD9o7XA5yeobpyemHZdeuPH1bzJY0gb14oxi6ByULcHpEZeyqxfEW7ZGBC7oAJcgdMmBJymnEdWMgSYSLuMiuCEIqbdQRDsgyMZc6OPHwnpP34skN+pksdaTMDVQM1M1Ozzuzn/+ZvfeGHv+u5Z8/FL38Q/b1A+OWvvPTy60uE13GyFuSPQPGzgxw2Bs+GB/hXcaYaOSya3c4I8taUlz2buG7K24B9VixHKJH7kuUEvkPGea+Odm/Erdbck/bynwqCsmVSXcV5zdtBc6G4e3TxI1Ddo4upeTo4e9mlxNyZikr2w0XoX3qi+8S9dF1yPP8f27NM+9f2/Se6HQAYF5wvoU4ACmpq3LECeAJvSpXrYwgPUHP41rI39J0A/lTHvJKrT+6ZMPsUzD8U2Bfxe22MBaDKeAf8fC1uImSGvpxmWM6iTRk4YcqQEojfHrlOJqhimpA7NCXTzEoko1kHZU6EzmxGAAIiVATyV7tiH2Y/1ekP9eadB3/lv/6NH/uRgHoQ/b1A+MjvBtKz39NVkMPaErfWjo+vIAuQw2k18i2Q12v5M86RtyBvPs/KNPk8XW8WvVVTjo0vbwP2WbF8KJOvsBzBGa+I4MNpCKM1R4Bp4dxwaGsnFTJd4rzm7aNBB6+gC0gGNw4AHrnPeN7uAx9Pg+3w2+H834Gw6W+rLW6m/1Xv1OydAIwMAGZQN0Uk9F45b3EwA1ShxApADDWEH56walIMekW7/wtvOXJTmO5w18NOvcJ7Tm6b+/LmAbp6iXAQ6+3rxnB1MrwmlBVw0KzBr3T3TfgN2qlLwD2mhKkrUbykkeuSjJOlDlUxqQOeOWVSgB2iIRpaOZ8dEbh0wntOMrziIILvn9nuSbh1N6AeRH9ndOPm/Vcuvf7CC9e3EN5caeIBO74K8q1oHTYmyOFw1zrA1jaYKcjrXOtjSNeXvesHTHnbwV4DdlxjuS+AW2P5PGZHH6QBo+H2UDg3sp68TdfPUjP1qnmLc98NV3AuQxHdy+fO9SFyP/BiSlReuGhHfETPX+g+ea+7JtEi9w5m7/6kMjYAcKiTAABIr8RIQApKQEbofe+tWUdCU3H/agpeYl+15ktTXmG/bGJvf0mWnnsw6LaK7WGHWrlHZSuin/yF9SjWyUT+bLS1nCFbLHtLd0oEiFQMOiGRZYe3YJeRGCUhp8J1JEwdpmSSLWWUrKlDzmodkpBJ5ky4I9QMiUCJrYcEAL6Fxl/kqGTv44gg0YrzKVD/q78e6+SC6I9HL7382j/6x//fpUuv37h5f/GUnhN6ZsppOmTy0CDfSNep5frBdP3sZfLHkq4v59C2THnbwe4sp4HujvAzshwRaswO5ZEDzoeknUzKiFqx5gPOTdHMu+Em5fPSECfFoKuCGQzLrQ45pNrz7xsyd6Tn7E/1T/7PD25+NVrk3rHsXRMQgOyVd+RQN0IGGoyzoqGpuVkf/HQJ3H1fQq2ml8k03wJbWTmN31tfPqyCt1VjvmW7G5yP8HZybxn0wve130AVbetuJSua/0IOV/xDm1o5gpYAcP0UWtplJMYuUc+YCtGxJ+gScge5h9RhythlS4LSW9ohZ+RcLp39IDfcZUxg5bw3hDRc0I/LYhuoa0sKba6Ebt45ic0zQfTHoP/2v/vH/+8/u7oF8lVHfoDlbdf6GUEO2xNoj2TKx9jgoYbQDrN8NofWsnzmy1cD9rbxrXa2I/oV/Sksp+LLx5idQBGtTdq9cL6CcxWUjFpwPpTPvSEOSn+7gnmnjjfHnQp1Z3kiUyMxVuvO27+7f+LvSGTvj1O/ond+8N4zRxe45O1TqAOAZK1Qp4EXxaxbqawjkRTSo4m1ln2I3Gm4gau5OtiyWd1OidkBzKzldwvvGbmd1hX8y1+/6uDLyw6v79Qb+2yYwLlONAM8JWzPoqU9U8eckyXGxLhnTIm6BH2PqcfUYcrQCeQedxnTzkSw63xmhHSHLGTiUCfUHgzJEMoWGgTmsT+uXHIQzqFe0W5qN2+f/MzP/ZMf+aHvjF/+IPqj6/adky2Qr7L8cJkctifQWpa/zSG01pTDxn43aBa1PhZTvmxf3wrYW2a3jW9nZDmih+pQY/ZqzUd3roJ+ewvn3tmugqpobsEFfW+MCLhTN4OHX8RdLol4sOkd2ZE9f+Gj2CL3zMc+/s1//Du+48/+eQD4mf/iP3/r2tXH+Mnvmv6S3fmB/mmoRfQ1qKMhIXpZnRwl3gMPULlu6uVzbC374cgdmw2vW5H7gfB8C+Eq2v4p07l3NzFAv9o0Ew8VJnH9SmlgYDwhIiMxGRgnAgNK5IAvJycx1Wlz9O1wKUnqeZeQmHaMxNolcsB3PXLCnWDXgSnkjF2HkjFl1KxJk0o168jqOCdSws7L6ifIiAygdXHl0qmb1Z+YmcKl3/tKnM8WRH9b+p3f+p/OP/e9myDfztgPsBxW18LA5qEpZw/Yzz5QPpj4t81ymptywvlYedvBviyW1yZ271Qvft07awaWA9jQyr7C8rZ87tYchqSdTL0Rd8S5ZDRpcC5Q83YzEAUbps/VDBQkg5rfaSVINfN7mnqqA0MJiUlFK9TBTwL9yLTIffJbPvWN3/ptn/3Oz33zH/+OZz728Xr/j/2DX/sr/8F3P16oX20WyW1BHaB0w1ez7j3wfopa6ZhDqKV0HXJ2N7smZUt6w3iP2WVpysd7Fin6PGy3TYTP+T09ywSbTztz5x4mrVxfNq6dGOtvJjI648u1DiExUceIPrVB3DGlTB3LPlMqlp32bLvklp12HUrG3KF02O1AMqSMKuShV3eEJmhHSFKurUl63AEYsuXS/W4AyRvgx1658m+VAMBbUa084cxUf+F//O0v/NC/82x0yQXRH037k/t479q5C5+cPWNrtH3AmrfFcjiwcR0eZab8kVn+NgP22fb1ra631WJ5nSxfbWI/C8sRjUERrMbsUfnRCgAAIABJREFUI86LNYeatCNYbWtHsAXOBU2h5u0+d24KogXhIuVVcqOIbqr1JA8kQlQkAiq/G4SoPrbTAyb8sLbIuRH/7Hd+7hu/9ds++S2f2nrYc5/8ur/41//Gf/Nn/v3H+7f/qtz5j/fPnPN0PRkBnAXqBoaGiKigznU/6tSGNXOexjcIt0pEm3J0jtWJRz+rEa+QNinjFCYGhWHmt7VhvImpmmVb/TLa+2F6tk1pl0s49m9OGc+JuCNiIvY5c047pkS8Y+qSu3baE6WOElmf8WhHWTFn6jJ0CbsdZMEu407BrFw0JyFT4h0mqz3wTIpgiAkAENmfMfUUqhbqAKDN2pnbd05+6q/9o8//8HdG63sQ/VH08U987ZU/eNmJbqrzsbSFNYdFfymcbT8MPMx5pmdgOQJuFsubvwhOPdh0K2A/wPK6ImZZLG8b31qWM2rJ3hcs9864VZYXnA9V82rN0azecHKTCZStcE3YPuB8GFczEAEo2Xs16KbiRXRQXc/hh1Orsf7AGXXYasIdWTbr8Pt2T/zig1sfghY5p/i3fs/3zYz4YX3mO/7EZ77jT7z8f/2fjzN7B/1FufmD+2eOOrZsxYUnYEYVm8yWDVAvhXMAIDCxGddNzC17Y8fHK3VZv6rbIPqU4oXZG15czUysvlseYAPm/f48/KlsAGC9WW97szt7uQt6D/TGkX7V9L7ofdX7Zidq54jOER4TnSM6j/TMCT4BdAHoyR0f7Qg7xITEWBnPO0JC6ogTUUfcUc/EO+Zd4tTzLlGXKRGlzLvEWSln23XYddYJdkxdxi6DdKBCKia5dKt0ClZSd2Ql0t46H2wDABSorT8Dzv1V0VpweExmajfvnsQ8WxD9EfUv/yvf9NKLv7JRL0U4wwEqcNpAGkxL5geOUTm8ImaI0+2AL1+ynJketlg+O0zlLMXytvGtbWJvWT7simnr5d5KU1le3q2m3FmOarVqjmY+ooZgnrSD2RrOZY5z0dIQ53Nraq1B99f16r1W++Mmx3qKIiPkUlP3JeS7jr53/8Tf+2C2yD0axWf6i3/9bzz27P0ujAV1d3acipPW2cD4AHX/EIgR45LrBsOJLFIPH58wfiNpr3/NelPb0o57quz8rjhXMRMb8/ZsKmbZrDcAuLeX1/f5y12+o3pX5J7qHkxrO/50FocA76veV1jZWPsAdif4BNEF5qcSf/wBfU2XnjtK2CEfEe/If2mpI6d7OuK0S9T1lDjtmHdJ9sy7Pe921PV81FlKeLSz1NORoGQUBcnYHaEqpoyq2AmZII8JPOIRgiEDgF+4M1Hb/V6Xz6yw49bd+zHPFkR/FH32X/30r/zyr927/aULT33jsjNu62X9lINN4VHa3w4ciTb15fSwk+W+++WMLGd69Ma3x8XyMnFuVmP2Uiy3Eepj0q4CZodwbqVMPkDdwHx5ewa1uknGzmDOvJTuhPCDv8rLNyMfkWX72l365Em6ph+MFrmtovgj6x3K3tuCOia0XObZTMw8W1ZEQlQ/cwxJwMSQcUQ+lU528eDdLXv9d68gX2bsOgvhVyje1tRnIG8duYNca8w+gNx6+/K+v0Qnr+V8z38bTybV80esJ5q9JfKWCOzhJf+cJ/As8/O77ptO0scudE+eTz6BSTtKx0xdn3acdpyPEvE+HSXumI8yd5TOHVPHnLOlZFko71AEpUPf19R1NFxPwzyBPwIwTMbiz/FUDfpQU/fbaWiOM1UzUzW7de9BzLMF0R9a3/ANX59zf+srL1946htr6r7h2Ff2Hp16TvmqNT98MNpZzil/2C0xm4epHPTl7erWMzax1+HybZbP6uWF5ZPtMQPLPWZHsFo1d2uOZiVpN29l19XaOXrHc9kn0+TtKp6QOuytFtFNz7TAa5hHN0U0pI5UjAT5iEzs39qf/7vv1xa5MxbF347eiewdmoK6dSbZUNA8TB4c+cysA8xDeINhVZwYIkprys9wKEs7mQZbPW5WiF5N+QTkTaheQf4innwp78/4NcwM+iP8GN8Seeu+vAoAd+DCPfrkrvtjunv+KD15PnXnOJ1jPmJOfTrm/CDzjnmXu+MkvabjJCc9H3VJVbOwCOZMopgzHB2hKKpCJ6giJugVsWRIQKho4NPqhJUUBeoAaIpqqJqmiYiB6a27Jz/5U7/2xc9/d5ykHkQ/qz7xyY8DwP171+4v+uNgUUGf2PRxzXKzb/mRquYHY/ZT5svf/nkqD7vxbWu4/O2zvNwwrSXzyvLq0Udr7gNpJmjmY2nz2rnBcMCaDLvhxrzdS+ZmWiL3sYh+1pG2+m+k3lHlgDmi50/eXzb9scTp74fs/X/TO//h/ikAxQ4rxd2sz6Duve7KANn8ySh17kuMGA3Ku073QyC3ld1w2vjvJcgr72csryB/c59/Gx8UkL93uqf6ew9Ofg9OYA8X7tHXH+++jY6ff2qXznE6Zj5mTtQdp3yS0lHuThIfdSln7ft0fAwimAVEsSv7HkplXRU8LesMTDEZ+GCbDdPqAIhM/tqDgIg2tkO0NfWSkN288+Bnfj6G1IPoD0l0ALj1lZfPXfjkKTZ9OgxK4wDb0rXjgYb25caY1Q64w63sj3FRzOHet4fy5X7m6Rkz9jnLQdHmJXMsYbuC6Vg1n1lzM3DGH8D5OKKmS4NuACbik8TWRPFnR7s3vQMAdvh9+yf/F7x1771rkXv3Kf4uZO9ftv465K+DrsnAbQn12dB2W1wfcmyoaIfBux/WpNW8aXarofosXYemX71l+Rv7/p/Y/Wvaw9kc9iNH7g8lBPiq6u9/9cHvw4NP7Lt/HY+/7omjdIHTMffHuTuXWq6nczvZa9rv0/lj63s6OiIVEkVREEUV0oydoBkkKWWyNFzQk82DhvL3T6BeJ0l9ru/S733llUtvfDqG1IPoZ4f69Wuv3bv9pfbCfHblvnh306CfCedrDe1nTNrfbsmcHsPSt+UC17fryxuWL0vm4O7cFEHHqnljzQEURcDvqbXzEecAOrx7BoM+G0ZfzzyZTK0G785y8sNfO9xdoO+59263yL23FH93svf/vRlmg+ngVu2Vg2kCX0P46tfnaD9j2N5AvTXlLdQP+PKG5Y+FwWgbbH5Yls90fd//EvRwcueb7h39G+nc11zodk+k7kIauf6g350/0tzJXtK5XcpiOYMoipCX1Yf1D7jzCE3RjJIg6YTdU6jXV1QzbpsQffPMz//N//vzfynm2YLoZyT6Jz52/dprAOD9cacassMGHaenEbSLaEZ3Pn70rGeeHsD5ajc701n3vh1Yxt7Olx+eSassb+bL5758ti7mAMuXJXN/GKgg2BCwDwvb3Zo7wk0nODeDatb9YGZVkLxi0FfGlvzO0lLV7BEiXAwpe3OWB+8oCADvTovcY29te/9n778oN1uoj9k7jaPkugRHg3Z6mIp1zdVnXJ8F7IXrayzf7/VX7e6U5fho374VBuKBB5zxU5/6sCsPTq7AycdPun/7zXPPP3/Ucl32stvv0nHWLNpLOs4mQn2240yqqN6XKjQkZzSW1Q1xeIud759Zc+pQDPqwFvf23Qc/9dd+I05SD6KfSd/wjX/k//ntix68n0r0Uw06TFvhYFo7Xw3b50k7zHFORI/cAXfqyeVbJXNqGuIeau9bnS8fVrKPLG/XxZzC8lnJvI3Z/V0VAButeWF5s97VN8TpELn7ALrn7aKmYlmtbIRV74mrkXvT6H66kSNEG4J3EjRGBcAO/839+b/3uFvk3oXWtvd59n4X9Ffszg/A0wDgE18V6u74kNHEtMnVZxKwsmdt4drnVwBTkLd+vTXlNWOHYaa84vz6vv81vftoKwpq5G4TS4tvh9MPdTWBAK/3/d+F/uNvdd8+5Xp+kLvz3W6fZZ9lnzuR0aznno4FTFGUNNcszcvqyMNXwPXVMtX176Wmbk70wnVfJxeHrgbRz6pv/tQf8xu1P66iWtUczMscfsugtw9rO9th0Qq31QfXnmLORI+WtBePvnF4OdHpMfuyZL5kuT8ewB+jOFTND7C8jJifgeXzknkld62a192utXDuI2o2LHwtze1ayufiCJ/k7cWgLyL3/5+9N42S7KrORPdwbkRmDZKqLEBVAjEjicENWBJTtWQGG7oN+CEQtJex2922l+1ebgYDbsAjxmAvt99aLI+NafMezfJrG08gwBgNluEJiRK2sZ/RyKABUKlKUk1ZWZkR95693499zrnnDhEZmZUlqirzrlixbt64ERnj/e737W9/W2eb2oIZNaz9cQBa4HrR9FNKTj8VtPfUzGYWuZQ8gw5Fap8VxhSa3jj0hiDfIeXThfduvRya+TBa6lIp14wWviUln4A0PnsVHdd1t9aeD/Th+mDspRQ39oPSq0hO1sELVh7nTHIHGISfpP3MgQMBsFZ1g4/QQaAIQPZ+h3dd69CezSb1TUSfTbo8f1daP3TgX+afuDtAOASf+XS7XO+BPi+fQ9aoNgucz1g4Z8aVDe00U2daHsnenXmaZPaW/W0SlqdI9t7oNxRNLebttrQOlqeSeYiczLAc8nP/pLRbvVwEmgCvIWFGLCEu19sTQe+T3OuVcELms9O3DMuREQVV1Gi6B7Ww95ePt30Mji7Cqina6Yvij4D2Ds102JbS3lXgId40Cdpb29tfhub88lxjh2ZKDKSgt7H8qRw5roJrhdReT9wkgo7r+t5OerQWrldn+2rsh+PKjyupfIOsi3CYs2C/5QzObWGxOLnE1GHgIpaj4Xp4z2NArIlom03qm4i+8vLoRz8qrU+h6S2hNcfvFdB9JjhfOdUVCZiw19PO8b90lfYpVfPp1HySzN6yvxGaNyzieoxxbUW/teJiJrWlTcVyQXOx5ViekNty2hM1F02xrwpibjgNY1pUK0mGuEjQoVdyD+sZ5Oe8HDF0pUOlEfIVzLHlFQscDOhl462f8AsbCsUfGe3dmtkIAAus5XcO+TOQVWWNrAcRpQ+tsbm9RdNzIIe+6PVcZgeA5bF8zB85DmuH8947YN/dHxks7+L6roPFCw9vecxj5vyyH2zz6jWRdfXeRatpsMt5iY1tCgD2qwcXX1IEdS1CTd3IFADZjxUgZkSpAMCRY0sf+uO9/+3tm/1sm4g+YXnMeY2+CGtji98yhY7YrioC1KjAGcjSify+gqlldXBO0/rTcqU9L5xPr5onat51s/dS82Yke3/02/QW81ZbWgPLg/1NUX3A8uSAy7E8p+YgEdp9nK4mCc7VYF5FKx/09lBB95Mk93wlpPCabsHk44QuK6Wr9Tozgigx+kqxwPOgmKK9n8rWtlNce0/NbFpqLr9DrsBTY/KK1GS3cTo+RWnPSXmO6L2JMQbnf+aP9KkyuO5vLK7rQ63q0faV5V/Akd37l161eFZ1jveVJLIulVcBEFXv2XsQJVGA2IMKsSgGYF45EAN1DPJ7bZQDVbLkmaCpWWy+yh1fPbjZz7aJ6BOXrVu3bN26ZXHxuP2Z2ti6tXP7nU9B7uSJS5L7avX29Dhdsb3HB9dbOJ+gtOfDT7uG9hOk5t3Jp624mOkt5q22tAzLpba/hQx2S4LLHXASWtRyam7DUk1Rt6a1COeh7xxAKw8qWkmqoGtId29L7mlIdmucJRKiZpSda+FdHJjpXUu9FOc/AQs5ET8trG2nvvYemtkGZGiKBWql6OohLrkCj1yvTKLsLRRvq+4Ry6FTNbcnsDSWP5PDx+2c7wTAtyu5twj6+mL5mpf7R+P/VR78d4e2nXee9zsCWRcv6r1UvqgknSUjWDKcgTqgBnkdClA76nEOJaSKAME2A+A0dJuqqliT+oc/+k/vfvsVm0NXNxF9Ik3/xtfvSX/2xrxPMsdNl9y7kD+L3g7QUzvviu05O08+uC6cJ6W9NzeGJgw/DQY36nfAdael9UxYmdpi3sZySHS8D8sTL9esZN7C8mSLM2ouEBrVUu28qj3tEIzxapqLxkNPj8t9slG5luIZUTGO5VZkJIBkej8Pink//KHf+D8vesnLzlQi/h3W3gfh5KkB6rkCPxnXJ364HVCXpNY04TwU7Mbyv+Xwogpnsh6dBHaOM9yqJ/Ygsy9LIn8FR3c/tPSio1t3PWa+Gvn50vtSpLKRht6JhLK6t1N5oYTo9hMrAKzAzvarq98888sCiCprSmsO/Wyj9/3WDZtN6idv4Te9/VdP32f/+c/d9O1v3Z/+9NXy9h1PDdnpdq2K/QukfabvkLrGuzsEgt7U24l7ne39tfMkthOvAOdM6aaA06GgTkFpJwICtawUg3MOVXZlVI7CO6NQncSuhMogBGE7qycAAk8qrJ5UCJTFk5ngDOBBSCpMzjiJce7iLTGmbjqPXekgFUhQ0QN+g6T2M/DeUqYgjEb1oVFNzeUexXZVkGh6F1ERrYLwriJGx9UrgKpPKwopVCTMfATQxOBVq0DeVQLlUK9GrOyGZ43c8z784blt2zbsAeJRFzzhrr03PXjfvev7sEdBdmOxXQgxnIMhIwggoSog1euqgGjtFxHxdNrF5qmknRM1BwmFc5DQPqelJjgHAMoQHVcPnb2eOHscnA3O1yawn0g6zYKX28bL31oaP1mcqiLaSXPoH0ENiQ4Yx7MYG4FAZ1IEh3X6ooabQ7MQhDgdBAWN74MqHF8c773l3ku/53Hz88UmAG8iemP513+59fbb7kx/VuXC/NZdxfAs+54pwIqAPW0HJkxs3GCaqau3cxLrAwajgXqCc6KJGTIhnCby+K7YnuA8Ke2UXO4U+tOIjJc3lHZCQBSj5obchOoCnCcqH9CdMKZJgJBWBMIiBBpxXclA3fYJ/vYQ42qg3o/lISImQrWvQBS0biUHUah8A8vDznWBXL0P469rOA/HHfVRb/eBrwe0TrRAQX040oqhuzYQHdD2B1vROPYFBABBK0WELRdfPPfkJ2/kY8TFL7riS5/6+NLCwvo+7Le1fAoNC4+G5UFewXCtBgJS/5lDO+ZT11qgDgHIgy0rYbk25peDgIz1U7LwkPrYaI1wAog+IQxuZXnwRJrRaT0+iIXKf+X40tOrAshGrdS9Z6gKGq088axiEqgjULwZFFAhgLp9knH8LSjA4uJ47957Lr3ksZugvonojeXBBx+68fM3N86UZbztrCdCjsOrQXQiBgCD8uxWy3fL96vb1WwxO1v8s8cN1wPn0dmerHDJB5fDefLBpSS4APO17z3UxQmBUBI17yrts1BzUqEYF8WmtsUAKVQJ8ZDiSQRDXIygr/qxPPLvEONqvNzHkedeVH0/lhvJFjGZvQXnABY1Y+V2VRH1UX6HsG5uuwDnanAOPYiugBpBPW2xUwSD+VKPfekfd/zAv+ft2zfsMWJ++1mPe/qzvvDn/3t9H3YM+nUdX0RzheXGSKTp3CTohIbraUsAe+1HUUlnZpXaiUJS2iGG2xicf0vLW3QpU9pPCqJPwWM84X709RLhxyq3j5YvHhWKCmiAbpRdEw4jqMF4AvVYMoxh24RoQI4AEdEhtLsBAsbfGYLC4vHR3i/ee9mlm0x9E9Gz5fji8U9/8rP5lnJ0ZOejn4trQnQK+njjVqIu6hNgEskpe0AgIkzl8DzkNZnbs75zbjaqrRbO88K5Ke2EdeGcAy8XMpqeK+191BxByOh4AHVpyewQ4TxheUB3X0O4jTlvYLkk15uvhfeWxh4Id9ihxnIvUWlPLemxfG7hXzaWWSBK6/l64uuRfBvAQ43o2CToxkUC57MVm8y9sHD81jvOfe2VG/kwcZK09zHog1BdKEMLg8uvDcIhdkDluA51W1TPJeBrVc9ba8F5cMN5/bgcSaNXXNvCdqKeuEmPg1PBeLXIvV6IrgCl6u3l8q5FmrMZdwgqQBSVBlT7xVjbSDxA2k2gMSjbapyG5bYSmo4CQQ9nYqCoAIuLo3vveXjPC5+4CcObiF4vf/b//GVry3Duu4rB2RA7lqiLyX2I3mThE4voTKmsFNT1dJcgtlNN75PeXoe8Ym1uR2r2nVMjQ8YE9lngPPng8sI51YXzAOGpP61GdBBSDVgOQhJq55GaSy6zk/FyyZh6GO2QYXkA8oTlHiTLc628qgcfwttTeoxGZX4ilqdUOIPzqm5AD+XzgO5xPWy3Y3xUECOQ5yvGy1MpPWzxqtqof47v++b2yy4bPu5xm9r7umvvdUE9J+hNUDcID+vS3G5EvHuBoLTn6J4q6DLWj8vRh8AnpT0n6LROBB3WqRkdT0yxn/35l6q3+uVvL4+fLEXoMFdFBEAxjm77IlH4aZBBemjvCXCOaeY0YHQC2yYNoI7B2ALwwAMLFz713Eedu3UTiTcRHQBg+/Zt//ODH2ltbPvj4hki0jREh3reWn8RPdTRG0X0QNnbFXRq6+2Y6+0dN1yE8EbfOddNa3XtvNWlluA8L5ynFrUs1VUsBi5ScwlFcQAEb5VyTtRcFSUS9+BU9xi19ADnEqg5hPxnX2N5MK77mQR2jRb3hOUKtcyemtl8dLP7wM5Vxbh4bXc3Q1yS5SMpDwJ7XlCvJBmsgl0OoFVKx3gwDkxdYPTtBzY4TT9J2jt0CuqhrJ6vtMg6NJC7nzR7zcm6Fc7DHQG+7csvyHHKwPvkSe5rk9lPHqLrShuPVv6248tP1wGSpWVH4m3Pn8iYeqypI1j9vD6iRkaOZFYmU+A1jZ4LFbDw3G+7ff+lzz1/U3vfRPSwfPqTnz22cCzf0vDHNTEbIrwHe1sPcY8oTg3sJ6J8C9WKOuUEPVXQa4Ie9XbERMeT3t4on1NDddcA87FRrQvnCJBs7b0+OA7UPMG5UIyOIfVJabe2NPO+ofi6ah6pecDyZGVPs8wjQZ+M5aJSTSTlXtQLeB8i4YyXew+qmsT5Fpb72KoehPesfC4RvwNZ13B+oIHhtYrldhiz+npAdMNyrGl6MGpt0vSTr70/DP4iHGJeUG+u9OrttiW43jrae6qj12K7cfex3iCLR8AnpX265I7Ny9oQHU+AT59UW1xvyWCsetvy0jNg2AR1jNAeD5OpT5eCAA+IasQlNACiRlAHCLX4RsuCwvHFcu8t917yPZsuuU1EBwCAz99w4759+9vf0eSPa1PzuvMMYmRcq0reRfSuLa5VRKdmkkxeQYcE5LSC3j6hfF43qmWUvZ6ISgHmNbLzfh9cXJfM0x6UdutMq0FdfV41R5EA6uojLzfKLiBV7CyPWO5jl1oS2KuqH8ilKbAbrgdLfODfk7AcArdvwnni9xHOQwK8qnhNCjyE+Cqo5fcc0TUQ95ymm+kdBI7eePMGt8g9Atq7+j6Ozj16e0L3HnyNWJ7gPLFzGSsA/I0s4ASCDlNjYXT1iI4nrI2vYxFdZ964pHrb8vIzYYAE5BAwxHxQONhBXkdPCmdkIYSICqZPkgS7HWpoSg9nZqGsvtnPtq4Lne4v4ILH99CmlB9n8m3IIezmTK1+WmIdD5cGrlPaYjs0tlMt+IcfYQqTsUdrTGHJB6Fa0Btk/WzQhXMh7OTBRTjPw+CC2K4+Fc4t1ZXUG5xninourVdhlrkvwai5L9FXIB58BV6gqsAbkHuoKvACZaW+VBEoK61KrbxWlfpKq0pLr2UlZaXea1lK5bWqpPJaefUevNey0kpURKpKq0orr5VIJWL83mztAlKJVF4qaXSii3amttRwHrPf13pILRALLA/su/vn3rHBjxc7d5//i1dft3P3+ev+yNfLsWMgCXRzMK5R2cJhmpfuxh7Qyh7h6zqmydhMq4fzyba4kxAh+wguC97/Xw89fPyh0dLh0WhhefnocrW0PD625BeXqsUlOb6kyyMYLeN4mcYjN15y1fKgGhUyGsC4wHJA1YB9wX5YyFwhwwEMhzg3pOGQBgMeDt1wvhjOD+bmB4MtwyPHql//jesPHjq+CckbnaM/9NDDrQY2W4bz5w7mzukV3ikrkCs0eHwk7rFiFOrcoYhOTck9qu7R5d5oWjOiHyvoWFfQkWoFntvsvC6fU8psT71q9VA187RL09keaudcZ7PXcI7B1h5C2vMWNYoF8tifJnXVXCK0mycuUHMPPl5SMLv3kZfXArtGT1wok1eVioY8GR9T3JP9LTHyKtxFvMmplvBqTN1i3iGn5hrt8QCaE/Sktwd1r66dz8DR04qEa7ss3/PN7ZddOrxgQ2vvJ7WZ7Sk0HABimo/eIuh9c9OnVNN7CfrNevxh8BAb0N0MBF1XT3yn962dOEFfw4OvSmCQKL/furz8LIryOyKRAgBzKJknwbI+UAYiQhoIPE3qZwthkvZSNvvZNhHdlm4Dmy2+Wt5+zlN6He/dUjrkMjtFwG4iev3d7QbL0DTJPeF3K08mie2Z6t4un5vezkmcj71qsR89wHkdJBcCZCSPaqcs2zWieLhERi6kHiw6JgC5GJxDqpprbEJLMntWRFepApZXPgjsJqSnaxGtsvp6akiLg9e0ShlwFg4SBXYj2WFei9YzWnzEcpvcIqHxrKu31wRdVMw9Z075GE4yI6IjIwKM79/oFjk4+QX1oL0bbuUoLlOhvYXlHeFdPQDA38tiCVrMILnPmMw6iy1u3YvosN5G90mnSWPV25aWn4lDqxUCIDECADFC7OyJNcUY6QUodlgEnNjPFl1yFhq02c+2Xos73V/Art39gdtLi/cvLe7bsv38qMEKEOU/MxXAE645zCi51yp9NnklyekAebxrCHDI9fbgOLHJ5VDPX8ngXOym5GzP4Fy6cI4RzuvhaaG/XIPfzcamZSa4MGHFJ0QPf6r4kMSeDUmzqSo9rnWJc05TDmvwoksk1BBazCEOWanldEl1kizRPe2s+f45nK/xSMpINjIkHt0MGI7tvWnh5pu3v+AFG/zAcZKGuHxLy29p+VgsZKwp9d0KH5NU9DDArdQVaDoAACyCHM9I/YqgqOv0unRdMfhkL1UcKRnk98p/+MBDPw7nhqkWjEhIjpDIEwEiMQMTYWAnijwgtilSSqghW8bq6KSmpFC0AAAgAElEQVQ2ojl4GG2JQ1c357Od8HLa19EnIToAHDrwz60DerfUuvojfV+DaXNj5qsH6lxn/XQ5YEO2MU1LS1NYtK6sIxi0h/W8sg4R9bEeitqC8zgjNcA5qq/hPKrrVjjHqmrAeaqaa6TaZaWVBy+hXi5eq8oq5XWNvCy1rLSstPJSVVp5GXsZe19WvqykqlS8VKWUXkovlfhxFcvkXiqxHew8QKymHm9S7zNbe2aF68D5RII+Fc57NhZo4PGNt759vG/fBj9w2BCXk/HI3YI6pOjWCZg9C5zbo31Ly1WhMK5UDpeZQf/UhHOZTYxfqPzHDh4cHR6PFsbjY+NycVQeH1dLI1laluVlXV6C0TKMlnC0ROWYq+WiXC78cgFjh9WAqoJlQH7gdMA6KHRYwKDA4ZDmhm4454ohD4aumCuG88PhluGHP/pPhw4tbWLzBkX0FWm6Nh2xafjm+r+VDVTuXDe4ew3nbbyHegg6hrR2CCiOtcCOqBAT2u2mehxqKp+HGedxkBooapbNHoef1nAeOstTf5q3eNcA53YdKuiivlRfgTe0Dsa3hOUdIK9kXBmQS1UmCPfjyo8rP/ZShfWE4lL5LoobkKv36g3LU9V8ZTjvOWKJ6gRc725HVx+Qqwc3LXIAcYD6uj/sMZDr5ViC4S6uT8LvFeEcAO7TEgCKCUXuTIFXXD8IXpVFLo+oP6VOAu5dHn173/Hlo+PR4nh0bFQujsrFUXV85JeWZXmky8swWsZyTONlHi+zHxV+bC45B1VyyQ0KGTodFDA/xGGBgwEOhzw354Zzbm5uMBgWxXBw9Fj1vt+64eAmqG9cRN/1mEk3HXn41vCTbgqwUsdFSouvz0Lcg5A+w5DWluSeAJ66vDx63RFa9L2ht9t60tsxm44KMRUux++gwKsPznaNMJ/XzutZqBmcByyvoKpqUBcPVaW+BC/qzaZeaenNvh4M6n1A7sdjPy79qPRjnyC8g9+VVJVUYjv0oLg3r3sAb9tHRSWkyKmvZBKc5wS9wVFmcMBTRtmNph/9wk1Hv3DT5uHjJz7wP06G79209+loPZ2yT7r1GPiZNfL10d5XnLqGPYNmvpMH7qp+FvXTKUEA4C/LI8tHytHRcblUjo6NqqXl8viyLI/90rKMRjoewWiM5QjLEZcj9qOiGjsdD3A8wPGAqzn2Q5ZhIXOFFgUMBv3W92KuOHqset9v/t0mqG9QRO9tYLNl8ei9KnXfUn5ATwCfjunS0uRno/JddM+L6L36fEdmbxD0iPeaZP5cb4/tak2kT8POQdOk87jFG5znyB3gXKW2wvXCeW1rr8KfprSXOTWv1AcAVu+1rGQikBsL935c+nGZ43dN0GN7m5H4FopHmPcJy9W09AaW583oDTivUdw3cL2HkU8wXqVqLhWw7/f+YPPw8Qho7y35feXfYzENQ4/FH/Vkgq5dxrx6FF+5E30W4i6n2Md9XOQvDh8cLZTLR8fl8fF4cVwtj6vlkYzGsjzW5TGMRzAeUTmmasTlsqtGhR8XWhZYDbAsuBpwNXA6cDIsdFDAYIDDAQ7naDjHg4EbDN1gfjCcHxZzgyOLm/1sa1lOe687AMzNzf3Np66ZdGtoY8sc7xA70yz8KA+ioewaYnNa0+veWo8m+czoToR531q4ji73uj8ttquFuaiUWdztpsZoNUt7bQxiyaJe6/I5tc3tQqopRibMQgWpG9VEINbXQQRVQT3GfFbIRqpAWamImeDihLTQTa5VZQ52rbyUgVVbaTyTzb1U1sMmqTQeg95ShitYx3mtooeZqnFYajKoSxj4KD641kP2nCa3Xaydq6ad65s0AHmIpUxJ7xpmfCW7u80ICY53qMNHNzvZbDnZvvd41tVzmjXxxCuNZ61P2sLKF/S4ZqPQOzPRNYfkFbF8yoCWVWG5rp7inzyje+c0Asts2xHvn7Dgtm1hM8cxIzmKk6YJOcRppfxLhNDAo0iAKEZAYpacapyhDqgYMmcAwspmP9saFncGvIZLLnvOJZc95x9u+XK/8P7QrVu3X4DMxsvDigqgbVHkQN8R0CYTiAKv4cQce6T4VhG9K7nXK/GHSk3THDQNcQCRoGNN0KEW5LXm4pn8jioIGkh5jJEBNQjsNKq1aueRrCu04dzyYUJzmohaGoz3EZK9ChiZNhebVH7F0sakm5LQUkd2N+WWGq2j9iI+ae8BzsMkrnjHXHJPTD03zRFhUm7QoaWXYIFaKhVw98+9/eKP/+Vg165N7f2k+t7XonUXOKXc3sqNiflxOqPMvvvCix7/3c+54Fn/ZsvZZ89tP2tu69bBli2D+S2DubliODfcunW4dSsAjBYXR4uL5Wi5XF4eLy2Nji+OFheXFhaOHzn87du/cv8ddxy4++uLhw+ZUroqOr6OcN56pX4GSeKv4chPPVjwgNwcc8HkGIm5cMiMjogJmZGJiJWYkQYVC5ISKaJwGIkrDkXVm3snyIIsvj79VhURf+TY6L3vu+6X3v2ynTu3bKL1RkF0ALjqDa+ZhOipjc2w1pDbjuYcAcHQfb2WXFGHZhG9sT2uEOYoboM+g8U9YDwEQ1yUB4PenvvbG3q7Sqt8Hmvn0Q2XgDzlxqwI52Hgiubs3LJlVETGlUG4MfIcyyP5FqnEbGurPu50MD63RNS4HnrcgsyeYXwPnCf8ziX3KecZxGh3N6iw6/H9++5+69sv/NM/2dTef+ID/+O3Xv+qk6G9v5bP3gZk2rv1s53IchbQwVhKb6bArvC1fPYrXvmcf/cDj//u5+y+8KJZj63nDLaes2P6PouHDx24++v333HHbf/v3991842H9z9wkrBc++m4znbXtvb+p8uH3njkXB4yMXFBZLjuGImQGIkBCYmJSNkRlQWxIDtkAQN1Csqagip5QVASFRFWVe9FRb0vDN4PL4z+6I/3vvMdL95E6w2E6Fe8eM+UW488fOuW7eeDqggwgYqGqQ8iSNQ4oBOqCgLbPiLKvA4nxHnfWgvLs3p52xMHECzu2UlARtAD3jcJepYNh6alB4uc1OXz3NxuYvuMcG5Na0lsF9EQHeMTNZcQ49qD5dWoEq+4fv7dtqetg+XT4TwR9J4zBt9vrTCanvgfDdAscme96IUb/Dhivvfbbvzc+j7sMZDbZPky2tLLwtfwgNuRj/b4Y3QSbj77Fa984ev/w7Nf8cqT9L5tPWfHE59zyROfc8mLfuiNAHB4/wN33XzjP1z98S//7afWkZefiLOv6tt4z3i87+HlC7Y5N2Q+XhpTp4KRCA3amYEZ2VE5JnJMXCArkyAJeOHKKwgUGkpqqIpeyYtGpg7iBUR9JSpwx1cfvu2OA0/fbFKfYTkT6ui2fPWur997z329N5WjIzse9RyMceoBxREoBBuiQrOCbn/GLaa+Qj5utVlHD0NU69A5e3DbHgPjONTUuRkVl6applGqeUgcQTsUNlbQIYxmCRX0WE1P3epx/DmpEChqnMMWhPesVy3UzsM1aJh7BiCNSFcfgl3Va6iFG66H7vBgXJfKS+m1EvVidfRq7P24qparalT5cSVpIqrvv2A4S5lwsTMC0dZ2O2kIzketJXr7cxKcB+TWekV8PTo9TW0ByTWAcG3FWvVQ7nvg3Ne9dvNQsr5DXLYCPQEH38vbUik9EXQsEGc5z5b8FC2s7NPyIfDQHojeRs9nv+KVV777l3/yDz986Q9eed5TnvaIvYdz27adf9HTL/3BK1/9tnc+7hnPrEbj/V+7q9dDNyPAryq/tldy7y0HeICH2T/LzdGAXEFUOHJEbJJ7ujAyg82WJgIiIVJiBVQkUQJABVKFMG5V0X5ioiFCTjWKJ6K33f7A5ny2jYXoO3acs4I/bniOOeCgjnJDCsGGhFEer6Hdbm455sxD13LG0QREzyJgzStH2BiFnufHUXTGRd9cjycu+d4JgTH0o1NYgWCLC6PVoiHOktvVhqiaCS744GxlghsuxbZbVmsV4Nx6yVS1qrQSjRNTognO0F38uPKlr8a+GlUy9uVyWS5X1bIvl72vREoRLxKmq9UXo9TiO7a4fIfYdB7gO81E18zglkamahi1OQXOkyeuUYZPvrnJiB5USw+jb35z+/Mu27TInXjeu6H4pbTl39LWy2jLk3Fw9oCR0S6rpuZ9iD4GvVvHOZzn9baL9lzx+l99/yMP5L3Lrqc87dIfvPJVb3vnY5/xzGo0fuBrd60B0VeVjaOzEfQRKAAc8f6p42L7tgIIuSBE5IKJiRwDEjIjcZgVzaREgGyzVhXDTDZVMisqAIpiVNlQFRU1TGazF4Fw7Nh47y33XnrJpktuwyD67vN3/fOX/7/7v91fiLKYd5szkGh6AnIztsd0d6jnntesHJCwNr3PjOgcgRypnjeYY3lg7ZDx9YyyUwxsx86WRNBDV1uAdqEZCboKgNQEPQjsSW8PZF29gK/AYnlEg9huA9OMr5vYXvowNCXiejWqqqXSj325XBmcV8vej0W9SqW+FKnElyJGzYN3Pc+FbS+AfRtbh6TE3aGJ5QpT4FwzXq716GaYBdGRUT0sfOHmna/c6INWYU2+961AT+DBpVij+LlDN2RKKG6MvIvr+cbGDjIN0QnwK7qMHYJ+0Z4rfvS3f/dVb3vXdxzIu8t5T3naJT945Svf9s7HPuOZxx5+6KH77oX1MMfpDFsmEXRbjKbz0Gg6s0NyTEzoGNkK6hQq66FeSGHwFBIACpABtioCoA+sJOJ6+KliembHj5d7995z6SWbTH1jIDoAPPrRj55E06tyYX7rrmKwvR4VRNgV3iNHJzC9HbMRL2F/xIYC34/oDXaONUfPx6emvrVMVAeqOTpQJOgx4z1I7hRz3bEpua+SoNftamhD0nr1dktiFxthHsG+8qCqpRezxZUeVMRyZrxK6Q2wpZJq5Ktl75d9teTLxapa8jIWX8X5aZbahiBe1Uzm0oD2HnYuarN3Us5M4xK8Nub8i8TdZzA/Ac5ze10PwE9GdABAxurIwtJtt29q7zNq7y0u/pTB8Fw3EcV78XsaK42gnqO7nXgBwDzSP+pyvv937dr9Xz78J69627vOveAJp/h7e95Tnvb8q37oKc974eF933545tMm7IdzhZkl9/wEyAP4+JgNmj5gJDKaHoHcCE2Q3MFqkBi0d1ECQtPeAVEUAFEUBUJvm0hd9lIA+3kvLo737t3sZ9swiD6dplfV4lk7nlZPXZsgvFNIeSOiwNYDfgfYtr72DP77ED0NbbORa2myatLbc7LeLaIb0htah8b0ehpbjeJJcj8hgi7VTHq711A791ZKN4JeSWW026tXE959Gaai+dJLKX7k/UiqZV8t+OqI11IVQKqIphiK4lppEskN4GsIzwAeEHKZfcolAbklzYRLmM/WYO11M1uziL4ioifM2NTeZ9Hen4SDy6iPi69ExGtwcvHnNuHS+lxyUE80/es6Xo7odfGeK9700Y897hnPOo3e4XMvePzzr/qhpz7vhYdmxvXcyq8TauvTJXefueVz4n7M6cVu2KLpbOY4s74zAbFpj0oIyEqsyDb/EhBVSQARUELtHDUDcgD0YahL2Hj8eLkJ6hsF0QFg69at111zQz+ijxfmt+4qhme1o2ZCaTwidsDpBPAhNMbOANKc1bqyTiGppn6MLFiG0rzWVEenJqL3FdFz8M5pfY3rHU/cKgm6DxX0EPCeEfSkt6tA1dHbwyzUoLcbIzeaHqxwXnzpxasfe19JNfZSiYzFj6U64q+VY3f60c4RzSMZnBuaSqWqIFWdIWMAn7PzYJgLv/sZLgApLDCn6TU1z/5McK6+2ds2naNn0L5pkcu192/svbm875tLoDuBH8+D59OW76PtT8Vhrqg3ULxPRe9C+MrQNRnUE00/AP5h8Dt2n/+zf/wnP/i2d81vP+t0fJNXi+vawXKcjaC31svE201499WewVYaEBVEjriw5JmotydzHDMgATkgBiQhVGTT3jXkzFhrMVlZPRyTFAViQV2BwlRWWDw2vveeg3tetDl0tWdxZ9jrmd7Gdvihr8xv243ZcNUUNWNd6albXUWBEQAmNbCJKmPYM9EI1QlhUc2Nkzq4sJM1lQfLpLksNEM3SiNSBiRmy2jtKPUhLQ5qgq71uigIJBVbvU9gbyJ80NsrDyBSedDQsWalcYN2KcXaxkRUK30Y/De1BIW/hqO7FovvH2wblErzpJWiQyiBCCUGgSEjCSKh+vD2pp5DO/rM4nZuxbvW0nono0aaQB42Tm5P7w0w2exkCwf9/fuv/A//8cGb/9X+zJvIc19by+OWz8LJF1pN+6h4bQUB5Ss0QBnr87fsWPqu+Tf/1ad3nIRE+kd4uXDP5RfuufzOGz//md/57Ttv/PxURF9dC1uVDYCtJt93DPKNY8sXn1P4SqT0vvRcVn5c8aCScUmF09Khc1CWyA79GD0TOedLj84heSBGdiSiIowVS6HkBQeCIqFDXbyquuSJsWTJzX62jcLRYbY2NqPpSXg3ip1K6ZhK6Rjl974GtuRmDxyi9snX7Lzm6Fh73fPuNWpQ8AYjT7Nb8uvE0adL7gH7ZXIFPQS8ZwTdNwm6CHgJBN2yZbwYU5dSQE1slzQoJV579SpefCXei5QipchYZFk+6xeWIkYeU/mqH59XuS1IqiBlxtGz8x+rmjfs6HGuRZ7bOlF4b4nzs8F5m6D3cvSO8L7BLXLl/v1Hbrhh3+/9wb2//J77P/A7y9df28+/8/UO/7bB220hPWPqKyarWYLvFKauHorK/8CHP7Lj4ovPmDd/Fr6uk4nGVIKOHbLeGPVegcoAnzE3zwNyQzbJnQpCZoocHZGAOMrvDhCBnKJZhKyHDQHIK0W+DoG1KwgAKFpPTMiOBbTDxG23bfazbQCODgBXveE1n7vhxkm3Li7ct+3sJyCiJcLWKbCiyDXhtpwZCI4MnsSqRYBni5vrHdQW4Vx7yHoWFZcFy4QBLRDSoRuxr61UGcys4E2CHvPbTZlIBB2aBN37OibdCLr3sS4tiaBrIO5h6LjmUerNgSh3+9FZ2fftuMon/NHzFt3zYcu5A2fTxwWAADwoOiSPyOiNo3ulJlNP0LsiWe8OYmlNbemF80TQjfDNuIz3baAUuXL//oVbbjl8zXVHb95bHjhA8dBKxUQu3iLiXf49kakTiuikW/NPytL9bM88Dihk9w5Qxkren3kfR+LrH3nLzxxa70TeKcs9o5EfiZTiy3rwsXof1DlfqQj6EqoCeYzOITP50iF5co7YKzMJqRTsBVBERVCcHW9wIKQCXrjwoApSiQSBUA8fG/36b/7dL77zJTt3zG8C+ZnM0VdoY/PLyR+XHO8ImPrWekvpBsmhgS22pFPywUUbfM7R7UESR89ntGBeQce6jS1Z33NbXLOIrnmwTCPLPbuQ+j5PXBq8lvega10+h7DeJuiVDwTdi4pEi1ycYWqJMT60mEsi7rE/TSv1IzlyvPx8ubi9k5d/TOUOHT0g1eOg4ArCTJQ4u0pFsVnbTjZ4xIx5r1RQr4G82dumCrPDue1cM8VOl5SVac9si1yLix+59m+Xv3qXLi8iwyxcvM3CO043yuchZUv4AU5eGtScMP+wan9cpOlnsOPh3Ase/9xX/h/fuu0rOVmfktbup0nu4Syrj6MHmu5Bx6rPpfn5OecG7IaOCrI6OjuHjMiOHCE7sCA5JGvkVSRASu3pighAqqBAXhAQRENBXeLMpJQcla6PHx/fsvfezX62xrnvGfmqrnrDaybdtHTs/uML96uqSLNtKR2XO+GgkuWW1C2S2Z493H3CTSuaeyjhdHM6S8py7xnNgo1Rqomat1Lcw3V9k4RYpmgljexcQQBE2gTd7luPKxUj6Op9RtAFQvS7ioYMOBFVr98syylU934p/2p0ZP+4DMOtK/Uj8SPRSv1YRNSXol5lLClaTuLFlxMTabotcJBmtUUI7w147/lA/Soo+77f/f0z7Ad16LPXfOO/vvmfL3n+P1/6grvf8uZDf/NJf+iAcfH+i6svxPUl346u7nJKl0ld5tMvENtP7GGNqVP01iWdwK5Tdu+Zekzfsfv8t3zs6rd87OqTbRQYxZPZby2OfSm+El/GVhfx4mMgVVVPZEaxcRIViWepWEtGTygOhVGYhEkKJ47UMTiGosBBga7A4ZCLAbkBFwPnBq4onCuKYlAcXhi/9/3XHzy4OXT1jEb0lWLevxIRWjKcbqyESZ1xwLZqwycl0hywra3B6o/0612N5K4RraMnzooHENbrlnB7/Rpj0iU1hYraLpK86DWmWoiblFnUa6Va6h20PH2s03GVT/qFT4+Ojha9HJeE6+K1C+2T0L33klA8/Znu2MX1XoLeO12mG16WLGBnBmCU+/cf/OQnv/aTP/2lC570tZ/86XVB8RXx28ooq4XzKbjeAvUz+KyrK8K/4+prLtxz+ZR9qoxtN45g2aVcybyAAPfOVVppyIKsvB9XDeFdvFrNrqrQV+hLFCH1pEIqLBWDZ/COvCMpSArWgnXg1DlwDI5xUFBRYFHQcMCuoMFc4YZFMSjcoCgGg8NHx7/2/us2J6nb4s7UF3bFi/dMqqYvHr1XRSy/PTO3h6ktvaX0PCxSVfOiuIUPz7KIAgYH/XqgeFZE796Uu9yT6BzD22MmU6LvAby1BnhrWrOTm3SyI3GWua1AjetqG7VvYqkoANzvy1le1D6p/hKOvmS89TFQpBFnVl9Pp5/iZj0btc9RJrDwLinPT9p6uXhDhJ8mOsDdb337xZ84/Qat9pbG7Toh4qS6eCqKt4vlmTDVMj30eiBWbW5v7q9e86I7ZQZ4e+ZWTT96081nfGOCkfU7b/z8h9/y07NX1svmmXcW0QDj7Caqh5nDYanMQ2NSoJlSpYo1u0q0KrFicN5oOvlKuSKpWNiTY/QemEHM9F4JMSuLOgZx6AVFQQV9waJQF9TnCo3HpcNHx3/0oS++8+dfsonoZyyiz+KPE1EbxaYkgKwCSKGHLTWtNaxYpkLHI4gE1ts8oHS29J4HrBHF68L5BIwP6TGQC+9Bco+ohQm566a1eMZhkjtAW3K3X3X0xIW9O544qLWNyIwtPabUA1LN+BoXQT7pF3aN3CU4/xholMekCeTToR0Ze4X03o2tRrUcuVcc/5p3spnxCk4ri9xqDW69KJ5vnwThXfzuBe9Z+s7TKWN6hBa0U/xY0SHFL08D1AvY93t/sBFaDS/cc/k7r772N1/9fS1Qr9pMe3XS4hIIxwPdooh9BH7sQVSiaCeVUPTeqnj0PoxzVBvi7I2jCzAjS1BYxJF4RWENCVhi1nfyIqokXlU52G+1SIfi2+966LbbDzz94o3ez3bGIvollz3nksueM2lo+pGHb9129hOMbprjXTCMSxdVDnEHmnelmzunxufmXFAVEATsa15XWOM4w47RXSeQ9VBEz4G8Dl5qKPOa8/X4vHskd00RclFyz3h5Rs2lrlxAayp5lLK10gdG5Wpf+z6pPgkLu0bupbhtrgnZAm0gl+a32BBFZxjE3ttxPklsn0TQJ5H1U7k9vdy/f+GLew9fd/0abOprRvEeZ3sfeM+YNNC6L2W4rvE6kXWtlBhboL5x8gN27D6/F9RXJOgr/Hzi277oJfvV2LAG0RROZXAuAHFwM3qPLOgrworIEXij6Q5EIk13pBWpY/AOvYD3UBQogkVBquqFQyU0NtYAwB9/5Eu/8N82uvWdzuDXNt0ft3TsfjumR+ekNMVkTVI55GJsrLV36UL/l35tWA4wPUYmt8V1aXr+zPKyOqbQ88jC62dpxF2C5J7ehCS5h5fZlNwB2pJ7PSZVApyDwAGs1vYJ7pPqr/3RB8alX5RgmitVq3BJpXH7M8fp1qWF4r3b08OuCs5XeP6nWLE2N7h9/b++JZXGDbxnLI331sUnFbkbBfWWrb2gnv0Lmp7zGi7dUnr00lPrAakupduTTy+WCtj3+3+wQQ70BuoX7bmij6Cno04/wE//uo9Bj8WIXdE6rdkaV0wVB1XwFRgyB3+cR/WowlKR+lRNJxSj6czqWB2pY3UMztnUdXSO2NGgYFdQMQwuuWLgiqE7vDB+729cv8EL6u4Mfm0z5cchqojG/NckvEdeHkrpEM1xkYIHQV5DW/tEYRBXXzafos0no3vPvVTabrjG8KlGQb0+DWhJ7lDnxBn6rSi51+CXredJq+r1Thyt+UNcBPmUX9iN7nvGbRE+0UT7p9R30xQu3oXqSUr7FH97F92T8H6K0HQT1Q9e/elDn70GYlG8VRo/cTo+iYvjlCL6Wgk6NEsq3V8Z9Wk54iBn6nbTsb03Ldx88/YXvGCDgPrPfezqO2783Iff/NMP7bt/tXfPi+ijpl1uUUTLhr0UgvVWwrSnSrTQOD8iCe9C6kU8i/csLZruFQtGL1AwVgyFgDgYCHrRQki8Os/eq3PsC3VexYtzevjI6L3vv/6X3v3SnTu2bCL6mQnqM/rjkvBuK5jFwSoCUG2Oi0AOvemwVvhhhAn19J4T4yw9Zhqc99fOU2hMwnXQvBWvp4he1wmy9daKhFQ2TUjfkdyh63KPRXRNLldRLfUePz7Bz/F+re73/SJ8C9dzRFlVOAz0lcy7jzA7QbflO2KR6xXVk7S+No9bAvJeUX1FFG/hd78nbjVGE+H+E2gT5FVCJFGO61adoWyjlnr3z739or/6i9POw7jm5aI9V7zrU9e971Xfd7CjwJerrw7aO3k2ZsdGm7JkYyAEQFS9r0vporXwTh6lInIknsiTegJh8IzEJE5RFB2TqA4ciKATFIZBQaAiQqqqynHEsqi65JL7tfdd98vvftnOnRsR1OnMfnlThHcAWFy4LzWmJ+G9/mqKdtrS+mZyq9Ha/ondKy4z3gGhx9DeqJ239fZmA1tvER1i31pAbEnCGTQ69WuXe0NsD9moobuvftPyQJhKF9Qv6PpEdCUR3kiwgWu4zjTz3ga2FZ+5HzoAACAASURBVLH8ZMA5RIvcI4PiBz9x9apEdcPsVg93rqtP7zTjAXUV9VxLb0joLTG8q6M7WlXTWs8d83+UZ9pkCrz1toXXWCAWWB7Yd/fb3rGhDvo7dp3/7quv3bke3eoKWgBuQ+oe1OrjRiylgwCIWdVDYzrY1CibMqVKIAjKKIziUAnVEThSR9bGBuwsdC5o73bNBTvHznExdDwsikGxkfvZznCOPrs/zoR3UcWO8C7KbAw+c7mzgipOS4id/VexEpunPjif9qd2XHI1ZdcGfYdYRLfzbYkoLVF1T/sERm5gLwm/Q7BM37hxQ8RvluN1/ECTCP/i8bYhtA4kgAW2YNiwahZQn66x92L5jAB/8rT3cv/+o1/ce+Ta649+cW954EBLVD9xXX06HV+RizekeJxmep/R3z7xB2JnjA5FGzS9Zudp3o/Z5VyDqR/be9PCTTdtf+EGGrGzc/f5P/6BP/zvr391RtBlqsyu1JTc86HpW5jDt0vrs/ycGtUZGGFdQHwY6CwexRMJghDaWAohFERhJE9qg1gdgxd0At7DoDBHEKmqiAsOHgVRKAYKKk6LDdvP5s74V3jVG14zCdHNH7dl+/kiiqR5xnsuvNcMXllEEc1ni+v4JFWxl99jH43HyX92s2XSDyvLkstCcJpFdMjodkB3CeQ+I+6S9PnaItdbRAfQUu+gEax3ivb9Wn3cH72ctu4aOxq0R2zlANYL8LMD+RrgPBXRG+rC7/7+eiF6G8U1TBWjAvrBe50K5F0gxz6lvRfFp1fQaU0RDTIZ2ruCfLey3gL1e37+HRf+xV8Ozjtv4xz6L95zxcV7rrj9xs+tQVZsfWBbmNBlLsX4udc6XzjIWKpVoBMmvIMaQbfMGU/ACEKojOpIKjEBSJnQMYiAdygCzoEIek9SqAiJ9cHl9UGV2+96aAPOZzvzEX26P+7ggS/n/jglUcEUNaOoSmql9A6NCF9s64BDVPPRoY0LUxTVyR1na19wsk7fvqlTHccsCLam5tludVRc9oPM+9agUUpv9K21OtHT9YzZMmsg65+Rhd3onjuefzTUuF5jeYT5GWF7dixfg/x+4jT90N9ec+hTn+5D8Z6iOKymRr5mIO+l470onu9JM/jjwk2IU8pYnLFwmRnXxTrfGFugPt63747XvHZDFdQB4Mc/8Ifvf3VPQX1maA/v/3biUH8JGft1r5Bm8RiqikYJRFFBQ5BlAHVSIVVCIVRW8SiE5EgE0CmIKhMQYcFgc1yI0Dnyos6rKMfSpxRSpOPShz58yy+96yUbyiVHG+FFTgH10MamjeR2lQznAEKp3XxeyYeh7SzYid97yWSn9Qf4DK0zaK+N7hqnH4r0gP3kIro2QL1dRIcsK7dVRDd23s2WuQCG6/7J3q/Vp/zC38rC0lgSObYmt3w9XWYH8in7T3mcXoJuy91vfft4377V0vGHP3H1137ip770uCd+7Sd/6uFPXG11cRpga+h4yi2fvUYOMTMV+oJXe1rOuF2irgvqjtK2nt1oWg9b70JMxIQUVyYt8UG4oMaDZ4X28EziU6JOY1t6D8sD+25/zetW+xmd7tr7u6++dseu3dMl9xUp+9OWi97jXr1LfvARzfMrUZXUo3hSQfBk86BBbDAVoRAoY11NJwIidGwFdSislE6hoF4UzhXkCmbnnCvM+r6hCuobAtGn++MOP/SV0FBd47oEaFeVmTvKZ3TGTcH17nadysL7FQCdjNzQzZaB3Anf+CmuVEQ3Ft5bRE/B6bNHxZ24CL9PKxlrL673QnUL7GcE/rXBOcxskTMU//rPBoPbN372zaHrrA/FW1ieyHcXyNP2BOS9ZrdVAXkPinMPinPmj2vBs8F268IFG5CnCxecX/ofLe9Hzzx69vSCR49r+E9z4XKXXPXgRgT1X/jUddNdcjm6L9vI8ho/EACeNByGMXrhHQ6fkTaTPEDUMqygbpEN9XULu0QVBEmTqBiFEaw3nUiJlEmZoWAgBrPIEaFzdiFmcgVz4ZxjLpgKNpfchgJ1txFe5HR/XGpjS8I7IOdfxCS8A9WldKHaHIdZhJyqqmJqYFNR6Ut/te+zKPB6vMA8+bV7gtBwxrVW0k9Omveqz6m1KZ21i+jpQXo60UvdV5WPzEdsIvwudM/G+V1jB3FuSreyvjbZfPr+07F8Re3dSuOHr71+4Yt7y/3769PtQduuMUVah/X2u6XklhV19V5Rvb4jTpLfO3RiNn8cEUOtt0v+xURGVU2CvFjyjKh6FQZktN9yUuAZSElR1MfHMVC/+K83kPy+c9f5P/WBD/7G6185fTdp8j+Kk1gvLuZoC6WOA+LUIIH9JRVNBXVJ6ZbWqtMW3oEQBREJlBEdqRBai5sTFK/OoRdVJR+ccaqizpGIK6z9VkVUDx0ZbZx+NrdBvrVT/HEAsLhw3/Zznggx+VUwON5VENdrsor2R76LNo5js8vyvQX1tBG7cN79HwptXM8q672d6Nmftd0doru1W0T/+kmwxU1Z9mm1Txd2obuctm4dE2Tz0HJU7o5NWxuQrwrOk/b+2F9451nPfx4A9KJ46zn3gvckIJ8dy1dVJm9heXeHfvc74goo3upQX83vTNO/TujOIYQ4T//PDXEMaLieXhSSKqsfCwHAkJRVnApI9eC+26983cUbqab+9D1XPH3PFbdFl9yKkrsDtLeUAC7z8+gQEGy8PRAChIxeJMTUj2LUPGcOGsY0I9SgDkl1j/44QRUUT0iamd4ZvEOnIIwq4JiElT2JU1F2oqrkPCfR1PrZNgKobxREX2m+6q1pcEvOzs3x3uphQwzAb1sRwZLjWua4XjO8jV+bvdSBEzT2JpzLZO6uE08WWjS9aYurK2CZMl/3oDc70Vtx7hAz2rTU+x8pjt7C9U/5hctp6y50CW57of0El1VhedLev/Gzb+6nnh0g7555TPK7wcyxMJOwfEUg77L2KXQ826cfwlv4PckfFz2q0v1d1BIRh695QHeD9haucwwW9KHJLQWc8YDEK3r1IAQA86SFVgf23XHlVRf91Z9vHFD/qQ988D2vfqm55Ka307rmjU/aNsdD4gGFmgsCIiJBYurhwRK0i4JCi0IgCIpHcuYBsrANRhFEQkIEQusvVkJkAiFwDN6Dc+gFzCKnoqokolqwiKrLwkVUDh1efs+vX/Mrv/j9ZzaoE2yYZRZ/XAhBy6Jm1s7JQ7IC9JLkVhhML9TCKie8oMokpt9oXWuQ8jigJdyvnS3TIuUrbGxmywDAAa2+I5+1ifCfkYV98QnkJfbvFJz3oni6TIfzbqU8wWq3Ug4d11u+Uu+f1cXTn2nPSWa39Ag97raswm0XMNJGCOFYD4jQ8seR4/bgdCJyTI7TDvHPCTtwfHBGIKRYbrdCezTZtYvr4c9ol+OCeEA8JHRIW6g6tO+O1161cWrqO3ef/ytXX98tqI+y+YzLIAbnKV3uacUcFsgFUUHs6ncbkJCyvAii+jwunf9pODRlF7E0a5tYQSAY/XEIwOF7pExKBExgdXQmCBa5gpwjZmQm54gKR8zEZC45LtzBw6MPfuiLZ/bnuIEQfXZ/XO54T+FxcUWSy11CwwREC/xEc1xMQG/z9UnIrf2nCDiFhfdPSW/L7BnFTuQ+72fLqU/TFpdT9lac+6RsmTWMXFt3sm64vhhPWU4c1+0RThzOe1G8C95TsLzFy9cdy9OfXbNbvf9KQD4BxRvA3HHGUfKuty52U+/ZQAvdDdfNVZeeWPDEUfDnW+mXDI2KwDKJ0EAdC6wO7rvjtVeNH3hg44D6T37gg6MJPEI72xXgct7Gw/A2ckFcMGAqn1Pjq2UbqdYew/FMoznOZkqBYgzEtHXzujMKohIpITABE1C8pnimx4TE6BzHIDnDeEdM5NA55wp32x0Hbrt9/yainwmL+eMmsrqj99qMoJym5473KT1sHei17W1kFplWJpd1IpA44X+0t/ca3du+9xVscamI3pstsx+rU+FzNxF+X6YWrA2S15HlT6qUT8Fy6NTLJznY1x3LVyTlk4C8F8VzCG8hd0DZlRbbreulz0h8ZO2RsgdTPaLhOkfre6O9jTAHdR6SgfqdV71u/MBGYerP3HPFM+N8thWXJ7rB7q0DHhAXRMbOw8dBEcWpUbYxUEds1l0wHXlSKd1mS5rjPdB0UkpzpSEMwjCazhxoOrNFw6JzxITMxMzMaM1s5IgLx4X70B/fcvDgGWt930CIDjPEvEOcr9ql6dMEdpvRO8Fv3rrvVL19/XLousNX+ml6jdRtOG9S9l5bHGQz0bu2uLtOYOTaSRLhFzPPQWLb03F6fUn5JIF9isbeK7O3MD6vl68jlreb2Sao611GPgnFcwhvgXdvJxs5Spf2TVmregJ4g2qDdvunCdqTFG/PP4nw4fygIFPgeUA0IIt/N1AvH9x35+uvWrj5pg1ykLzyTe/IJfe0nhyuJrlvRfrhYicPiQZEBfGQuWBybISYHJMjQAwoTmQrGKwN1KD62YgqjBa5RNADtIMSKqPxcs1pOmOLphMRsSNXcNLeQ4d6wVzwoaOjX3v/9WcqqG8sRF/RHzeloXyK8N6A9hBd3JDfpalYTfGr9bLrGfaYoL23Kbj0yAKZWb1DwaV7GtA7oCXs1rTFnfjItZNN1nvRvXVZLyCf+NmtZH+bLrNP4eVp/xy8V8XL6/MARHO99ZLyFpDnXLl9ZjABv3sAe0LhvKXSJ7BvoXs/tEdc74rweds6MdKAuCADdZqn6tADd73xjXf+8I9shLL6M/d87xSaXsVDzQ/TjsFZ7OaYC2JHFm/ABZHjWES3TyiW0+NXqD2NAftGKZo5DkNB3U4MCJTINgKlrxwCMQSa7oDtxI7BtHdiMu2diDnGznDBhw4v/dr7rjsjQX1jITqs3h83SXhv6dnSN3rNtucno3WIzYQieiZw48l6C1aS/vO0uLR/Ky2uxdShY4tbx5FrJ4Os73tELHtTgLyXmsPU9Nbp1Ly10i54Z9S8weBX0tghOtinkfK2tN4P5L0svOuM68J2L9jn9wqYnaE7MXWhPTixO7iejF3siOc4ldXdHJtXjodEW2jxH2+643Wv3whl9Svf9I7WMaL1S36SG+4+ZxjemYKoIDd05DjoH46QOH4chI6RGZESU8++7rgiV4lMHRABraZOmvvjiNBoOpMp8EhMBu0WO8PMLhXUCzaX3KEjy+85E0F9wyH6dOH94IEvT/fHNSh7KKU3AL47VrVld5cJg9DWsEwsmbf72XrrAdmzMV6eG9215WzvSYtLd5eY/Frb4mSdR66tO1nvivCP5NKL5TBbGHuLmsPkzrQulueqe+5jTztPMb5NIeUZHs8E5F0wjtuRnDU+NS9M4dLcbvuTa3D6dEJALsjyCdrrc4WpuO4GnOxybp4Dum9lmid/dN+db7hq4Ys3b1iazoDnIL9xy04ekptjKsgN2Q049A44QrYqCSNx+LbYtwsxfmw4hZ03sTxx9HgBQIQefxwDs1nsA01HBCYiJrKhqzEd1jmmgp1zXLiDh5be895rzjBQ33CIPt0ft2IbW0t4b2xXFck4q7aS1BsZa93QtlRE766ska+3K+g687lD48nFd2CiLa6B/ZYW5/UOGp3i34QpIvzJhvMVMX7G2SrTq+bQ6TLPsbwlwrfv2MVyu+cMpHwyI6f2/jl+cxvJMbie8lno3LrEPQPe5wAf0b3W5NkE2Ejxe3V4DowzgDoV5ObYRHijpNXBfV/9sTfe9cYfObPJ+sv/80/HqamNwJntyG+ee9TcPNu5jhuwWdyRkF14wwHs3AtNAUfHwIRMQGaOIyCeDufTfj6odp38cYSAGGi6lV64blxMlXUMTjlj7QMmZle4g0fOtH62DYfoMFsbWwvFu8J7fhM09XYrpWdKe0aWZVoSq07tcAMAbUK7zpCz1c/j82w46Pjgwn9tDVFdwRanXsVb+rt+p7JlTnERfkaMnx3Oe6n5inAOM5TMu1hucF4/2mRSPh3IaxTnJnh33HATKuvYW0dPeB8AniDn7jm0G67XN03AdTfg5Jgz+T2J8DRPx/7hpjtf/7ozmKw/7xWvakUQC+g5yG+aO3d4livmmQepQsFRdbd3nsgRMqMjdKGObpI7Ept0DomyE81+1DK+DrVZvuGPA4RA3Nn+FTIHms7hglZQJyYiZmZyxI7PsH62jYjo0/1xi0fvhcmO9zQoUKSrrjc2NEe/NAzvUwh6L3L3bpldhE//shkvszrBebot7tTJljl1RPgVw1xPBM57/l0ffrc8cS1qDpNL5pDi3nrq5W0s73rgpwB5jeJ9trgJaTMG26a0U9MA342joYzN90N7wPWcsvfhupvj3AnPBdGA3DzzkNw29kce+OqPvfGuH/nRMxXXn/eKV6V1D3oW8pvmHmVw7uaZh+wG7AbMAybHXNgKxXeYgyeOCM30bp8fMxABoto1ohKr3ToRooLdPazHlJrUBJfa2KIVrza9c/x6U1ZQZ/N1FpY+Q1y4PzqD+tk2IqKvDOpH7un649raexw42p2smgN7bo7L41V1EpZPFuFXC/CrAOq8Gb3TupbPT+9/jFMvW+Y0EuFXRmjXd2bQJOiT4LyxTx+c98rsAc5nx/J+Uj4NyBOKN2vq1CmiExIB1Bckbv5plxrsW6X0GtqZmtDeoOyTcN3k936yPs9uGy/+801nKq6/6NWvTetnI7+5BedDdgPmoeOBC7heOHKOB0yuwOSJC5p4R3JHUiIA6zEnRcyPaV31MfXBIWidRJeBOmIg64g1TbdqOjOGmjohMocIGiYesNnlziTr+wZF9BWE94dvzf1xOQWvhfdExEVrzM660ht8vWGC016NXWGi9r46CRfWdP/WjJZOont+NgMdo3sD2idky/zER//sLR+7esfUuY2niAh/khxzsxP0VYW0rwuc59Q8wHmSN7O0kMZ9p2J5DuRJVM/oeBfCG7AdLz1SfIumm7PaLjnGJ3RvEvcA7T2UfQKuu0FAr4hh7ObYzcfrrcxbKOD6G3904eYzB9ef8YJ/G+Cc+K1zj5o7yw22uWKrc1tcMe+KOcdDx4XRdGfJqzxw5AoaMDmHhUOyj577JXewrwfasAsD9YTlXdKCmTXeHgmyaRcUv6vMbZqOVA+SiTw+aO8mJ5xJ1vcNiuiz++MClncd79IYqZ7iYCHrSg+MV9sctz3qTEEnbO/y8rWz81w3b5DyKfeYyejeeGkTsmX+zZ7v/Z6XvvzCPZe/4+prLtxz+SZZ78F7N+2TfcTgPB0dE5xPoebNHfqwvA/yE5A3Iby/N73bmD4lBD4rqzNScr9TVINjS5WxtmCVZ3LMgwBObsDWiFXj+tAlXE/W7oDr6bKVaZ4W/+Wmu37kjDLNFUXxuGLw1m2PnttRDLY5N8c8F8X2COfkmArmAfPAUWHiB8fIdUbnkAnZWagbMEcFHoFIc+kcw5/pEGcrLV9wA9ehvjcAEIVbja93aHptkbPsd46xM6bIHzy09J5fv/Z0B3V+09t/dWOC+tatW6+75oZJt4ofbzvnyUQU5ggBmv5IREQ2XgiAIOwQwxNqo2/0EyNC2MUOyohEIWuBKPvyYcpMwBSeQNHJCaBxve7oILtWQVACsenCNgcOQVEEQUlsArFAmIKgcaahAGjw6YkGL5+3EFwFUbV1r6CqXlS8iqr3KiCVqKhUAgriRUW9FylFKvWlqFdZkr8pj7YGMv7w237xSc/4bgCY337W86/6oac+74WH9n374fvuPTW/GyXo13T8AFTbgLev2ZTbmcPb2tIm6NSeIz6LGy4Pza43Ip4InNdKO2KLmtcye30d47vtl4KBeLX2MeNxPPgSQNgYXPF18gzHlRRUl4JEaEqTuk3wtElfCenjM7eZnvEZkj0ts+YFTRgJ4nMFe75xzjeGt4LDLz+d0xAhpKRbK+IWCAyjb913+DOfHV7w2LknPvm0PkIe+cxnvvvvbnrutq3Ds5wbci+cG4q7oSPnuGByjgqHjrFwVBRYMDrGQYHsgB0QQ1EAO2VWYmUGckoE5BRJiIVYiBSdICuQACmgAKnGa0VRNGtyOLYBeDuwhYmsoSs4jJdRlXiCkNc+FSyGLhRCUUNq/fHj5d699z7vsgvm54vT9FNzsFGXGf1xSM2J6Ur1cNXQoqaIKqQMqGLfMYySO0IspTOgKBCASDB45pq8PZR99aRPOVFFQBVAAljXCWLNwLiczfePXOsxus+SLfPU724oIhfuufzCPZffeePnP/KWnzl0/7dPWbJeT1s/yWrWpBnn088VqMnIu2SdsH2WMAucd5X2JLPn5xA52IfTHqT2SUbYp1YEa/0gj/5uNidjboHuKalS/FFI9p5wvK/2ylLxqxsO7/YYKtl2VCRRYZXgoTFFV5XEq1ReEZgciPrSI6GKYonq1ZPdD8UrEcqQ5NgD33jLf9GxnP3ilz/6P/3o9suef3odG8v9D9z9jp8/9qWbih2OB+TmmQpyA0uIC3Q8wTkPkt7uaGBwXpBjdMFxjsShZ9wVQKwU+scBOS+ipwtYnrtOkyRDwHv8oklkRBA8H1agD6eGKhrP1UyWJ1UbMcVCykygwsLKCgCHDi9/8EM3v+u/vXRTdT/jQL3jj4O6H70hvGtUyXNvGXRK6ek8MWXLtG9tmuAkyOwTJPH41W+tzyq/t9PmW3Vx7dsI0DG6d21xvdkyF1z49O7GTRH+EdLze5NnWnDe35+GXThP+nkDzns09tqz1tLVm4Y4SDXvWP+0+V2tTHmqm5Dq9nduXRq9dBR61ptF92SLs32InKsd2oWjotaQeeBSld0NnSnzyMhD5waOCy7mnJvjYt65AfMcF/Ou2OqKeS62ucE2Ls5xC1+89ms//sav/qf/eOSG606Xb8vC3pvv+uE3HP/Xm4c7XLHNDc4q3BY32FoUW1wxV7g5V8wXxZxzVkefBOeFQ3Z2HfX2mAVDTokUSYnDihXRw4UUQBUVMD8e6oQgbczjYLHuhrNvKEWhyL4I1skW0D1q73lB3Uwkt93x4Onbz7ZxOToAXPWG13zuhhsn3Xr44Vu3nv2ERNOBIJD1VCxHABIAjn8iAIgqqqqAYphKIAKM2bewWSw34p5YuGq93qHpcKIOd5WVN7YTddrX0M1/bY5cu4NGrdDICy68eNIz2rH7/Ld87OpTnKybY24Xumfj/C78jv1kWqJ9i8pjJ1imq7e3HzCH844PrmuC696aqPkUXt69Kd1ac/E0qAOptwDRpCE4SXDKd1ZRjL/N9C+Mwat0ibsiEYAYa0+UHYBV7DxeEEVVjZ2rCDKqAov60mtBVIqKqidfiYpqQb4ULki9Lv3rzXf/3E2yJGe/+OXnXnXl2S952Skqs99w3YMf/ejCP9zktpBVzc03wKHpnLkI65mz3ZHVoQ3OmXvg3MztzhlBV6KguhMpshIHdI9kXZAjXwfD9bqyrqArTbTCJswzoUaaTowiSI7YPM+OyMJEmESZpT6a/dH/3PvLv/CynTu3bCL66bSYP+4fbvly763mj9uy/XwVASbRILwD9AvvwLYCQDVao6gVQevubTbczjYqQs/sYQTQCO2YlYFWYOK9O/S3qnda8nr/7Ca6p/taeR2aI9fu92VHcn/u9A/CyPpH3vIzd974+VOZrK+vCK+l9ubHtXT4KT3ok6C6X47rEPRabJ8ZznuoeY8OPxHLe4E8qeiNQdod5EZa6T2n/Nsr4XEizJventAd2VpTOtp7G9o1qfFIpCLEptKReK2h3SuxqKh4IU8q6iuhgkzEooGoVz+UhS9ee/QL1+pYzn7Jy3e++t9ve+5lxaMf/Z0n5bd88cD//b+O3HANzSEPaXi24wHxMATsuAFbhgy53AfngtpRMBcOnUNHgZ2HYSnRDefsuqO3EysxEBuoC5IgWfncJHcFhCTFKwJgMz8bOyJ8rziPABr9HEbcUQWViURFiDlo74QIDo2eAYBZ33/lNAT1DY3oAPBj//mNkxAdAA4/9JX5bbsDBSdRQQC2YrlSFN5jw4WoFWJQVUWQYildVUNNSBQoVtOtYyO3tWOtya/IxYPMvubpqzoN2ieF2CWjezv/tTly7YC0BervefH3r/iMEln/zO/89imO65/yC5fT1hXJuoy1FTIzBcK10pbXvbull6l30X1Fgp7r7Tlwtmj07HDewexJ2+ODZ0DeKqtnT4Yy0rW6MxgVReL46hrjBzF8vcnKZ0isKki2RRK690K7ioLZTEW70I6Vrym7KhcR8r1SIVIKD8gXol5FaPGW6xZuvlZG4M45d9tlz/uuV7/ykSfu5YMHFv/plof+/M8XbrmJBzjc4Szstu6/ZyzmCmTkgWNH5IgHjMw8YCQrnxc0YCTGwpFjTOycCYomnDuX6e2JoJNgjeWCZN1rBudi1xkZCX/WfB2z0I6E60ioZjT2wQCP3gg6qUg9j8Cc+JWGUBo1zkaeBNURAJj1/Vd+8ftOL1Df6Ig+naYvHr1XRURoReE9dK4TmQ+OMjpuX7uWOQ4zHV6zErs0YB4B7TQAZM05yD3afY7s/ZK7Nlda/jjIbHE5qGvVA+cA8KzY2Lriclo45k4REX5VMN/y0DXccHk7UMcKNzucd6n5FCzvBfIuik/i6wCT53yoNFC/PlvFBsaLhJ9l5O4B3RlASUVWDe1FMNCZGg+i4sWaQciTOBFVHqqURuVVveq8ihw8+rlPH/m7T2up57z0+8952UuGT37q3AWP57PPORnfk+Wvf3Xp9luP/P3nFr60tzr8EBeADo2UUxpAV1hkHiMjuSi5O6aCm5G63Og7N2c7cS22N+FczeLORRDeM709WtxJgQRZlAQIIjuPuI4zHM9axRlUUhE7ftbnsoBmpkttSaIULHIe4j8jZccHDy//6nuv+dVf+v7TCNQ3OqIDwFVveM0Umr64cN/2c56oprNH4V0Fu8I7cehgp6irq4AgsJXSKaJ187uY9Plkd68L6tjm66rYElDhngAAIABJREFUR9+pM+1wFmiXBoo3B640RfhYX5pQPs9Hrj1QtiX3nY/ZtfMxu1b11DaOCD9deI+fjxKt/2jdvPW8BfargvP/n713i9HtSu77qmrtrw95eEiOCGVG5Ex0dWzIsjCxZQUZIDIsK7YDB34JEudFSBQhDwEC5CLkITCSSBHgPATJcyzJCZK8BbalyJZtKBnLL4GtuyPNaCTBkkKaFIfkzHB4riS7d1XlodZau9ZlX77uPmRf9sKg5+uvv3PY55z+9m////WvqtZprxjfZXkP5DMUd+TuC/R8HxDvO0Px1RB/UDFUmVD7BhTNou9pd4/29KU1tA+kqhntpCGi/SAqyqPCnbQBgcUeDM+osvKZPPrFzz/4x58HBlUNd188+fQ3P/sv/dHnPvud9PyL4e5z9OxdevYuPfMM3nmGTk7wzh06HPBwoLt35ckTOTvTszP98EM5PdUPP5APPpAP3pcnj/nJY35w//E//eKTL37hg1d/D0/IKE6Ed14I4YSQMItyYzkdAhnLU5YQA4WTwTr7w8lgm1Kj0x4CDgMdBgj2zAGJ4DDAMABSH+dhEBo0DN5vV0CFYDjPII+ldI1davGB9qHun49xd9Hsxse+SvvxVmBRJCRFItSBUMXcePPeVVAJUZAIv37doL4TfSXxfv9rv3Uv5+NMoQuZWPfGOxGqTD1sVko3LMcrsv+xS1/y4TjT4lZTrxrYVBGLoBwCaGdrywXb2lQaqDfPpKB7jfO0cu136cNK9m8X6F0T/iqL9VUTXk4VygHvWxC+8q/EiuE8v0NVQXcmfO23+5dtxnlHsnc99jmWV647VBG5+EpdWqk9V2jPT5scxxrwSKQxoRoBb9rdo93eDo7lDdrt3kFARWXkjHYz5A3tgcWGSoMmqAsoq7AMrFm7A4Dyo7M//K3T1754//MgAjoqMKo1yTACqF1DlHEaLo2IQZEI/EdSQCRUHKKvjgg0kO3pye56JcopWPgfAXOPgHUEHGiw2a4Upbk57WQL1gYckjS37vNFnAsNTCEZ7wdBFCBJbegKyEqiZJqZFVkxb6ToRt8r2CdBjrGankrpllpGQmCIQ0aSTEdFUKJB5UyRFJVA9N2vv//Xf+qf/NVr0s+2Ez1CfS707vNxKmSN6VZJF1ESVQQMbpZ7amQTQVPtkBR3DscJ2R1k0uUpHFdF3BP9MY2E7wboziXQZ6wrbbxKR3eoMB8nx+VYnKie6atct65tKaJfa7GeTfg5sd4W1FdEOWu3Jf3cLF/wJR3vC7+9oO8GnLdOu41S6rJ8FuRlRC4TGmeAvbWm3rj16gBvIG4Bj5BGOgvlWKgX7onxhvOC7jRMwl1FhSlFR0VZsiefNz/lirvtMMz3yvYlKDchZedm+jOOCilKSSlLQQPZFSnPwImTcBAxINmUe8RwCLG1cAhhyCvpMKbW85qckALtRBAC2pC+EKI0twfhAIHAPg4DhDQ9ZhHnCeqY/Xb7OGqQKMqR0zwZURRBGyBj16tmzqZK1htetSMCKFGqeObEXIa9QpbpQhhC7JIgQgH60m+/81tfevu7/vindqJfG+N9oY3t3Xf+aZ2PswlsloGz3gjNPWyqilUpvcC5GUICREXVvLnfzCNl0k8nZsCfy11f/tL0zki6fJLs/aC7VSFzLG7jbJlzi/Ubk5irZHr+dHs4bqson8F/0RuGneez3w5Vo9oGnE9Oe2uzT7q8z3IP8oriWGr3jWiPqJ4c+FAY73aBnxgfQMQDHoXSPUEarySUJlIY0n3FXS0229jyIqNW0yz4TIKqiMRtyw3gkwSPvSSe5UXZq+iDAcO2/9dP/EZVcGP4kEKU6R7kcTReGpU/1cuTLjeWx1DZIWbaozS3LjUKMEzSHCjoMChSxrmF2xucB8HAGgRIFAWI7YES6xSRM7EukOguKAqq2FyWuraiFj/brISohMBAhKwIrIgY7DZIyUfkAFgUf/Jv/OK1SMntRAfY1Mb25bsvfLrKx5HNkBE1473qYVNSG8AqGOeuIinqNPStcooW4u75M1eDLwrqihSXrExuaWPCTypb5y5/pTtQEL8NulexODhmtsw5xPq1TsxVMn3Ve69k+qWX0nMmrsKh/4+WTeFLOO8Uzh3O+yzfAHKcc+ChCcrh3L2Ldiz4hHkVzYzH2IpCIOIBP8n3WrsHSOsWk3bXLt1lFAzpzZJs+XCYlkTkzQjxJgAAWKeBjG3ARaPp3lbZ8sxaXzqxFXOKke52ixYH2cZlNpO7DlCIckyTfwqWx8ntFKvmcXrMIQ6QCQRJkUMISoMl2w3nQkMX51mda4lzNagLiqIqmFgXG/IKNrd6GvsKxeZIEDf6q6nPoP1NE8UZIISgSKpsbw1WQSKLyKESXZ/o+070SaYvt7Hdff6VOh+nJKJEdi1Io2VUg/WqOb+9W0qvcV7G3aFuSTeKxwlxOPnw6+XTJZlefaUtnIvOBd09y3XUY2fL3FQTfmNizkN9Qab3fy0r2szRI0143DBVsCvQvQ/fqvMW54XT7nA+6fIuyz3I6zo6VuTGSqx3/2jdm1eK/hPGohdFAljBK4TYli4KRGja2uS7vTkXtXs0txzdowwA3xqXrGEBz/KMcFWQUeJteeKSSh5i4fY75clAmG79LYxTDvFN4/ERQ8p320KdENfbGMjTEp2AhHGG65B2mQ0BkCaWFzZ7iIvP0wyZ5LRPOI8PGnWew+0MCeo1zkEEWUkh+u2qYG48SxToInFDRXUVXdQv6edZUmGILIwX3XiiAAPniJwZqu9+/f2rn5LbiR7P2pj3V+1NSgEsHzc1puuUeI9vPIrGuwggxreotbFZpkwF2jkz1XT35gfRzDXNbWznWcKm2pJc537kVVt9r536uuZ83Dlmy5zbhL92ibnl9vQW6gbsivFtKV3LQWkzivzoH5VaoDd3iTlvls32nIOrcJ6r5l6aZ5bXorwgfUHxiHCcVerd+5XujzdmitvPOUHsW4PEeAA07k6AtyftbQogabuiAzyYfK/r7jpXd8/PJAs9U39i/JyNvHzT1jYpmMvS1Eeyx+5B7kQ5AOZ6efbYsy5HijZ7stzVaufB5saQBiP6IBgUScIQW88pDpNhGiqcj0qixEoR50qsJIAi0W+3vSyscbdU3jYlFjcuVZNs2Ipsy4aY488YkVoS3iJyMAIMIKOEIfDIVz/6vhO9gPpCNf3x/VfvfeLbNAXead54T81sUw+bmyIXu9Jzvr2Nu4ObAutb0ovnoePJz4B5/YdauwV1F4KLl55e0D16htqfLfPZf+37n8a/1PVKzGUTfjn6vqzUl413I/0Wuh8D9WJ3ipvWDj7Z7jrRk8B3hfPaac/AdiyvRbkDeU3xNq5fxeWauw+ce0cE50ipponNBebTqNho1BvgMXJ3Rb5Dac638r3GuRPx0I5oLO6ql/y4yt7olkj8HVihyAkhjs0nqAx2xILlWZfbdtRwsHlwacLrMA15tRwcktAg5OfJhFadWxqOlWIazix3QBH0frs58DKtXEvGu9g/gpUzOlVFEV8uLIPGhCTK6UdYWS0il713kGjZXHGlvhO9MN5Xx7xHaMepkIXxjjHZHrGdU3Kqama9CPqu9CkcV8bdo8dmkzD8qAynzvPTG5rWcF2Cl9cOLe5spf5SOf8VUiyuO1vmgrG4LWL96ifmKhO+4vpCTX2jTL9keFe2JM07llVUfgPOC2nudHkryjF3EFcUj04AeRe91t8rh+JgpUD2/5hRGabaU8R8zNDpxFKNCj4aJGqz3xVFAEJkhRXgUwpvDvCe8Ss4d75aJvr8zKn+/F3/b+T/gTogJ5xEOZE9nrJvCJHlpssdyyHPg3PSXCmVzKM0D4whZ9pZSSd1HnE+SjTeWSnjnAVYUDQ/iBRn+x+rCIgoi1E/OqN219Qsr1CPc+thM+NdOYbeTe8jAQlCCAJMEABYgK4y1HeiT+eofJw1s3nj3RLvaXhcGhUnUPSwKULRlV7gtbXc1Y2dwUm1569WLendkvk88Ovhr16RaynQaydzkukcna52tgxcUixuWaxf/cTcqgk/qfMZmW6fepnuS+kmzTPp2wdbKu5L4n4eHZPam8G5L5xj2o2FWZo3urwQ5YQR5BXFqSF3HZSjtZvcFHon/0Ygc2qN9Oh/9GViec34CvCQ+lNh6jDrAT6+MVODXKnje1U3F2dZ+lPOzdmt/1Hcv4hZ61Ymt613QIgh2KzUwmAP7iPSLMvj5pUgEedDkuaHoksNSBQVaDSZrjiKN9tjr1oX5+a3ixR+u0LS6Bot91TunEqfWYdkrxEWa+3VG8RD/Wo2qe9Er2X6Ufm4CPQZ4z3vYfM9bH5lCzSbVbUOtBed6N2W9FasKxDONamLLnjyXj00wl1z0D1DZeL6mf5eqGfLXG4s7kaa8G2fegX1DGMP9eixL4p1UbXR7tuteFocJest947f7i988zgvnHYvzT3LvSinuI21pngzTq6A+qa1wjS968L0txZhPw2lIQDQIACAMs940mjjpnc7FNXxoKIe8PnNha6bTp1w1KoC3HtXzkzQ643u8fGFZJBM/wT291+BnDCpcCwM9px9IwLEmuWAYJG3pmouNhIuSXObDZcb1VhcFK6nzkU7ODd1LqLCwArMKqz2DHMh0L3lruaYxMdqL9P5YsZUZk+fEogoXs0m9Z3oxdmYj8vz46wxPSJesEq8T8PjylK6CsSVLSXmU+omXSIwm+0dinuBXjyu5sutBuhEF57JzejOCpaK6+deufY0TPirL9a9CZ+hrmcKAF2lvgD1yZmfNoz19Xo2V5bj7ojnyNDNe7ktzl3VPLOk8tgRsRDllEBeUbxKv+O8ZF89+eeZ3MBGB/vY8kyyyniEoIbzkAtpAnm1g0zuvbp2K0968FNxupiZvlucM1Rmmwg8wu3vPP+Fe5AjQggANIlyjHI8SvMQhbh9OulyiIvPBalbNffS3Cx313ceG9VyFI4VmJEFFSLIF3BuqLZnTI4zK0st0E1rZYGeXixQipnmNgkFSL1MQkSAn/gbv/hjV6yfbSd6B+rr+TiRPAs2fgzlDLhkvGe/vSql55UtQvFXuUXpk/fu1HnVpO72q9YIX3Pdc0zXXenrX5Naa7x27wr0rCw/sljcdRfrlQm/xX5fniI3Ib/kd5bpEycSA4TFt6Rvtd+POsu6sCfNC13uRXny5/sUj98wbb2JrefAO42u+ZMyK9qQPjI+TpqLb34rz1eY94yPGRnrndNiMIq2I57mAJO/bZoftjMXMywRHu+W7K+XMCpyAzkmjY5oojw9oJhjT9k3QMweOxjCy+2oc9KchXKXmgKMkpz2wmy3NNy6OlfT6BofMCf9bVP0k0CPI3hLgW44T469TvP4kJCkNkVkuqS+++6Tq1ZQ34neMd5X83HRhV4z3uN9eephq0rpeZhMnhwXh801cXc/HVYrRV7OuOxvTxfZYr+314+qml4Vn0wgWizurQ87RfSnF4vbItaveGKumB17SpCyclmsd6G+4L1XMr3+13b3BAs+vKqCQGpnalq+u3npBYG+YPMCTDLRS3OvyzOcPMi7FEeHN9y8pY1CXwenBrb4xoldbZM1X7x93OAmzD5biXmUosiFMIXv8m+F5Y11XAkHazXezpT+xSBChXBMD4Di32G02bGolCOaKIdYIMfIcgqCARAl6XKNIC9ZDpHioigQ3AAZssGurKiKo5CPtUen3ZS6pKD7stmuqhLprqosmv12EWGbv6tRoCez3dRLxnk92Ad6Ez2i8S6AcOWi7zvR63NEPm7eeDeWYxoeZ/Wy+MCX0rEopafH8VYeGl2eh8xE0uPFdn6A1LBX6Wh6u7PVEuSqFoszwL+DnaD7047FLYv1a5eY8xl4w3k3Bt+m5DywcxsbuCmwHuELxvv0m4i6hjTyg2WOEOgbcV7Z7HMsb0GOTqd2YL+Evep7nXOqOtiGVDsPbtWbe2dMvyoF3LB4JpS/s/hf5/9DOHcjPuc3VLcv2eGg8m+mQnh0RJLTjhSFOCZ3PVfKEZWyHDctnhNwmOvlClixPOK8Z7NXITgFZO5L82SnR5xbJsFwPo6qotlsz+qcU+4nFtSd3y5JrGeBniguWaCbYIv/J3UpvTrvfv39H/vxn/+x/+YvXgWo70Tvy/SFfNy77/x6zMcJTY3pokqajfeceDddnt/Xc6X0iutRu8Pkw+eW9ByRw87Wlu6Va436nVSt5o6a8nm7DS4LTgJ6pr+LHzY4/86P/d/xOibmuvNibRWHRGHplDpAlunCakNEfBFdAhD30Z59eYjN0MV4uLhoaPGsCHSACucesV0HeIJQn+UlyL333or4ZZzn1yxtPdDJyC+IrrO8L2CfSS9zry/GSwGsf0v+9ymSgE2GoL7FocnJwOavFzHxm5y1jgCUC+c59aaIlcGugKktDSuWi5ICZJYrQCXNq6p5Jc1VO057dNdTo5op8hyFy7XzbLaLiNin0Vqf/HYv0CGu10qjeR3OoQ0qljJdVb/27pMf/fGf/2+vANR3onfOcj7u/UdvPnn05t3nP01xcYtrTHfGO4U8cFhFgNJNYlVKL0kf5xX7uLuWRXJVlE6TMM2PkNvQmTEbCZl+puvfNG+L4v7KtY8yFrfFhL9OiblTohP09nt80LXfZ6AOqewnqsQRLN54F5gtpa+a892Ue5b0Ret5uXl9LpNVuMG1moRCULaS3dOrgXpn81pXoPf+/MkZg3rnep5Ro1oZ77P6XtU1u4feW1M2vB97Xkj1B1mwLjy/Mf1tGMURoxwHSkIc7fmpUp5SbybKs8GuSApBMKrwLsujBO+xXOOc1+irs8Rla+a0z0nzXDg3a90AL5Kkuapksc6iCsKiCpzW4cQnS4Ge/fZp5F/CeaR8k56zmTN22/ruu0/++k/+k7/6X37M/Ww70WehvlBNv//VL96990q8lysb06fEu6iQYhoeZ10tsXjmSunVnBnworza11Ky3Arqdl+8uFAV4/6JxauExiJVR5qDa12LG6LctDgA6K5cu8gS1dsp1gsT/nQwB74qqx8LdSg3sNlXgbZm2lUAw1a05Hky4KfCJTt9FueBivhbSr/3zeGuFe+4NYGqz++NjW0Q7XTozVzNEbmJ5aF4c6mvvjdcn8P2nDTPv2TuO18W6OlvSTHxGyAjPGvx9AypPYM0KXIDeYQ6dkW5IubImz2I8beG5eJ7zSctPklz279SSXNz3bM0F4XcpVY57SoZ3soiKsqsEL+kwhHOzGr5dmb1fnsGd9qpI9FSdTjX5F+6AB3aj/pvfemt3/rSW9/1x79pJ/pVNN4XiP7o/quqyiMjIgujUM7HiUJI7RMx8Z6HxzWldCNzVUTP4bhEfRRA8uF2Rd3eZmT2fCUmVq7jaQ3Uqv8nqqO+3pst892f+74r9Q967RJz/zI++/Lp0JbVt0Md8sa8ACbTkfBpfM+NCqdJwqx2THVt9mWjOIrLGZA7zBdBk/YdsyUZ0N7gqltbp+oqYfOEjk3q5VfDUuVr61u7gXohvv3fQ4rIKSKAyfT00Rhvvjqi1cgBbXFJAfJcMgcgL8pVY/ANwLq8MNfL4wrUFH/LLM9bz43lOl81Z5uql1rUDO1emjOLMT6a7T2nXUbx0lyZNd4ZsDfbM87zAtyM8/QPVeJci2H7SPQ//cT/89d+/C+9+OLH5r3vRO+f5XwcuDHvscqiCJCM94BmAVniXVPfKalKTL3FUnoePpPScM5st1/oLgPGZUXcZKTHt3dzGdsG9ZLumkclmzSfYnFx5doHlUfw0qdefulTL1/Bf9ZrlJj7sj58BYfvP713B9DE+naoZ5ZXBfXovZtHKyAgBORL6WIBcDmC/e6Vxbh1rH34+QZon7sGKKLXiB3TGKDwjbsUz2m79Ebome3qvnN1H50nPhUmsPbG7dU6N3gxNIyfXwfWvisXViaWiYT6z+jC7elPTY7rDuFZi6fnsxy3T5OjjhZ5M3ddAbIoT6m3yWAX+zQJcYDJYxeYdHnauZKWpzUsj6I8BdrNb2eBLSE4L82z084sC9LcrEdfO89OO7ihvOrmXkO5dj1bmw/e+/L/+r/89H/6n//gTvSrKNOX5sflMe8pH9ca75AS76JKMLVM+FK6b0PP/8tXFZvurlA0sB196kD7jNyWc/7+7WyZqybQr6kJ/6aO/yc/MBP+KKjnkrkvqE8FlHmo5zRcEXffxPXJ6C4ke/pd+lG4bhtVK81blmeQVxQvYBaZX6nzUrgf84f0fnv5Zpq4TuW+ZMBpHnuj7GffoV3zwOpz/T9IIdZ1+ovCUqantI1DeNbi6RkT4paAQ8uu28zbwl2PH6MoZ4imejLYwXLsCrMs97pctCiZ21I1n4AzCS4KXWmebXZXNU+Pp0tuHAyno/SluSkVKarmE851GtnrcZ5B/uThGw/v/8GTh28Mw/Cf/Sd/bXfdr+JZzcdZG1vOx3WN9+iri/oetraUbnNmcn1NYXLKqyunKirWQ+JUQZFitxxS8ump2X9eawKtPCXJvR2pGd31eeSgexWLa2fLXKki+rIJf8XFupnwk1jfVlOHVDJvvfflLS/G+zDYrxKkEKeUz0XkKiJSbytaLo23Ubi5rmhshHvOczmWV3I8Ec5cZdfbmb7JWqnPVK7mmkJR57fdN8ob54W4du6HdPW/Xrj0SH1p7nEORZEi8tvUOaAWz1sCzmJumOQ4Zmu9C/JYNY+0tm1pUZTnYrkq+uxbrpd3WV7ocnsGigQcKLSBdpPm3UC7Vc0zy700z7CvpDnbK1zJvAB5+lfOz2eQ53+Oz/7J7/pT3/MndqJfXagvTZuxMe8pH5cb002f208SueFxvoet6krPUThxLTP2jMXdywa2dNEA1OOb06bri1zCX9FHvHJtF+stVSSJwwx189tjDs6Ee1lQ78r0yW5WNeO9nFrT4bkHebGKrfTk3SSZMtm+Beee5VWwC1xhOGnxWqFCt6buiLj8DsIp0qJrbzXfUKodL302ZBgHUGzJxpT/DAW2nUbP8LbXtPwGAMN21uKZ4lmOq8YrzBzI1VXKrS5eifL4ZGoxVwCffet77I7lWZfPsdxLc2YFBU4b6Bdsdh6lZbmX5sKyAvJHf/jwvT948vD16h/nk5/6xv/6R3/k471W7ERfMd6XJsI+eDV6OohRqJv9brsZNCbe89YWK6XHVUyCSLErveJvDMctrT0/Jt90gSk0mocu9YLucVrc+DGsXHsaYv1aJOZeweFPnT77Sai5HsX6ItTr+4CUe4fUTqU9410FkGzXiCARNPG6zqduirgzw/P8srJRbW5mGVInp91heVEkrjSr+vQcYOcd0dynXGRqk3al+bZfuPWVWYtDXU23P2B1Q5OfTMAGj/D0gkmLZ4rbA6uR57xbBrl31xUgp966otyK5ZnuHCvoBctXPXbrTPO6PJfM55rTmBki3TeVzHUy4eUokOfzX/3oj3zyU9+4E/3qno35OCRSFRkxEKpSZbznrS1KcRtyHgc7ldLLcJxxHYphVEj2VkEkBcGtXUVRGDFvp3gaLzMr4X0s7nfpwyoWdxVmy5xDrF+LxNybOr7JD1/B4c+d3nvmhHJlPYv1OOFggBbq8TVl7l3F4vFCQJAidbXxnhfA2NYg0Tj/deEuk6a54pVAr6eQLuJ8leUtyDsUL1Lxs0RsKHsutOOk1O13wCN4vfIfXagjeJxnVKdPMX01qnC7h9AZins5nvrQKkUeQW7uuiqk6TGFKLfIWxblotMk17zXPLaYZ2zntjTtszxPaG8707Iun0uzH8HyI0EeS43f+9k//b2f/dgvETvR12X6sfm41niP3Wva6WHzpXTvxsOUeNfuEtX4DkRcdwNXlXoKgXTVQht09199dbyis2Vutgn/M/zg+0+f82LdKuuShsptgXp8sWr03inkfJw33gEQQzbeZcE9zmzvC/Q0GG7CeRxpksz2VZwvNF/N1I8nzpVGdF+UX6pkv8hp0a5FrL1wHdQZEhneWX97fkfA61Swa3GeKa6KamMwNoO8FeX2aSXK08dejl23tqUtdJkv63IZ6+ybZ/mxIM/n3/8P/t2rcHHYib5yzpGPo/iDFDAZ7xAK4120l5txpfRjU+fxXXrU1cf2Bov2psDme9jOhkEfi3twOrazZT76lWtPw4S/+om5n+OHr+DwPafPfvLkAG6uXC6rb4V6dMIxL2vLMn0h8a4iGEKdmHOv7gj0YtK4Id/h3I0WL4aSbmF5BljtOVPXke6Z2DhH8eNC/xfDdt9gR+z+qvyNpWdivs7fweQ7/onW+dM4jbJP8eyrQ3rSTPUMciuZq4J3132lvBXlVYjdB9/y0PX0TIflUze5azFvc+ydennKsQMU2bfKYFfV8fTxB0/eefTgn28H+ZUS6DvRt0L9uHycxdljbjwZ71AY776UrtLR0Dnu7hvYNLr1OH8VIMULBd66PWz9ie4Ar59elZVrt1asv8kPX/5w+AG890zZWCWboe7MdiEK6mQ6AubEey6l28/57OKW9vmuQIeUIMlRuHWcu9FmaUbp1FE9A3LtiHXsSt41rh8t1jf69nN3DO6XV2m44lvK5Ia0F2bS34CgUIK8RniS6Umsp8h6xHO68kScJ0WeQW518QrkW0T5XLG8Hf3mgm/aneQ6Ny6GTfjPGOw8cgb54wevP37w2vuP3+bx/fO9E6+IQN+JvtV4Pyofp6I8Ch5i9D0n3vPWFt/D1pbSfTiumg7rBP2SIj9nCdCNgK1a1+oXpljc7wwfQm26X6dY3BaxfsUTcwDwZRl/Bh78udPnPgWHo6AOw9TnFiNyaXeLyXREzYl3X0rPP4X2ZKS7W9BS13oWBPqUbO/hPIR1ls+BfIbiC5Z1j+ubU/FwhJTXeUXuXtNpussltonZ7nnvpXt+5y91ES4xz1dT3AovEl8GrbUeJYeilO66Z7mvlG8U5e2smKohbXuI3Rvsrbv++MHrj+7/weMHr1/wDXictv8KAAAgAElEQVR1BPpO9E3nqHxc1ZiOLvHeDo+r500pqPYmSs00sKl7Dx8pH5ZmXHRnVfmgOwBYLO7Npoh+HWNxy2L9WiTmHoP8XX748ofDn8ZnPdc91OOMWMhSGYslLgBAkCNyKgIQraaYeG+WlSy50dhC3Qn0+DE3sxmYZzeALeNc7DvrtVl7ipef4qJ9XeBZNyh13YDzDrMVF+7Fp8fqvtXygSM3gGN8vizI5K5PCE/Pz1K8kuMCNchNkWeQZyEeDXbnroPG6a1elG/pRltYr9IV5cLSpt6E+emB3M5V6FjbiX4emb4xH6ciyqCIeRVbNt798DjPVr+ypXhykuz+qmLz49oLilaXj62cL4vlfpi7b13Lr7WUOwB0Z8tc31jcDTDhvyzj34XahDdaMygOEVwR82eCgnAgD3VFzRE5JBBWRHWjZmyiTH6QyjQpEl+U1fPkON+27vPtPg1HwUXhHM4xLEvzdupZ1uht5NuJdarg3cX2skre6Ip5MM+9uHqmUt7lt4cdgZ7gnfV3odonFd5HuAe/pt6zTHEjdA67eWs9g7wtk4PW7vqWSrlEgb5pt0oxJaY38W1y158CyPO5Ch1rO9GPPtvzcXlxC0WfyBvvbnhcr5S+EI6r9rVofBvjRc321iUAd6XODnwKusf5d6LC2p0tc61jcVtM+Csu1lsTXs9UD2g4zw781OcGooQBYoodSbP3biBPAZE8amaqoKsIIGIZffc/guh2oMUJcdlvD1X5nBQBaIjYrnDuF4KtTTAFNzsFyt4tKOPfUMXgPctLc9ur5AUALwnujhzvOBsdqM9g28l0qFS7TM9PjBedXuCFeHbUvRbPFNeszuNi6I61LhPXizJ55a5XrWhWKedI22J665bFKj6+bltVuu66ijx+8Maj+79/6SC/gn77TvSjob5QTX/3nV+/+/wrwoyEPh9XGu91D1tbSi/f1VM4LrhLgyAG9z4/HuT9fall6k1qruu0r2VhtswNiMXdALGeTfg/f3rv5GQS68CqAXHAYEtZ0ut5FIM6n0k4kHnviqCiYB0bIiqh2Bs0H47rjIylJNBNqefyeTDXPUzq3NXOl3Hud4q0orxpwoY2Cu7TZJByZHMKeIHQy2ye9dJ7z0ijztMLNNvm+atSEL0w4SX9QTRNmy7s920Ur3x1cRTvgrwuk+tS5G1jK1qOr4u56o273smus6jqkwdvPHxqIM/n6gTidqKfx3hfIPr7j9588ujNu89/msxad43prfFeldK1XqjamTCj5b4WLYfMKBYXo3whwDktHq8fUj/I2svh3ILu+TfNjP+9cNquZb8ZsbgbI9b/dhLrNosGD5hMeCFGOKEW6vH+M+beRTg67iqahscZKJfuI6evUrEDLQp0cgvRESPOKUzWOtAE7/iAutI8jiJvRLlX5DpD8ULp9ig+Z3ovQ7pl9jKne88XT7pfXsBbna1WlNW1ceBLhMMaxVs5nv+XLPfJWs8grxrKE5W1cteX16PlWW/L7nq3CU1FPhqQX1mBvhP9iLOaj7v/1S/evfdK+tELM8a7Vj1s7hoxzZnJFngbd48bXLC9rPQuKG0xfdroXKtw/wKroEOxLlDVkqhpWtyNj8XdJLHuE3M5LgenogFDFvGqxCCmfq09fVGmR+tGdG6LC2DsW5ssd0oRkOi3Y5ohQ7lRLe5ZoaBWUE8490u7K2luGz+TQJ/mk0M5GQ26/V39lBnAmlKf4XT7hluS+A2ty/uG8paiC29IVfCplJD4nejeQTjA9KCiuMYS+ERxUdd+JuBr5K0ib0G+cWhr66777Loyz+XdPmKQX2WBvhP9aJm+QPRH91Mbm9C88R59quktLVCV0rtKPcfdOzfyOXmDBMBess/77v0v+wWCXqzb6gJI2znhNsXiVsX6tWhvs8ScmfB4QHiWclmdTwUDkiAAwIEw7QX2Mt2mzTi/HVRwJe5eG++pgm6wp2pme+47Dws4l0mpo5fm7a6RDPL43lGsQuDdrPhC4qzhazEkSnt0F8DevfQssP37sm5LU4C6iO7pXr0sbYFKeAZYEuLuNYWpnj96X12PB3mVXV8eDmPuei6Te5CrikTGf5wgv8oCfSf6cWc5HwcAj++/du8bvm2j8d4tpQeow3F5Fmzn3r9V6i6mu6W6PiXb0wjYTHFrYstB9zz/VVll7Mfirv4S1ach1q9Fe1tlwguIHhAZraxO9oBQSRW1lelp2owZ79S5QaSa32htaZT2oE9fItfbVvWqbcW5UFhl+RzIsxfd5sZ9x3YX3pUb31PYHbRvZ/b8DcQsvDtPOvGti0K8ctRriic57n11n1rfCvL5DadtmTxPhsl5tyuiyK+FQN+Jfh6oL82P+9oX733iW7cY7xCiYVmV0tXNmYEUjisUg2N1Vxmca7hVrdGN68l4Tw9YZRR70I3Ffffnvu92/lRcOxP+Xzm9+y+cDLVYP5PSNUcI9q8vwmhtbAAhDdTUmR+iyntvLPe8Gy1V0HWzOq+q5oooGBZYrlANMK+1eC9AXiXJV4rZ7R9+jtkL2NaO1q9/oTTPV/rbfzW79FoKg6MonvmdC+RQJ9hj2G0jyNsmtBbkfizM1VHk10Wg70Q/j/G+ko97+ObdFz5NYYPxXo6DBcBcSs/vdlENLu6e5nygE+gO5HqhP1qiuJfoUzU9mq6IIv2Vay996uWXPvXyrf3BuF6JuZ+FB698ePgBuPcMQBbrE4UDYtoSHQ4hVtPzT0XsUCebQtOleLwjaG8uTaAHAgp5mEye9roR5zIZ76SQKD7D8jmQz3Vvg0uSV8rb03c7tlvqL2AbXCNKBe/8H+3y2y3/dBpdp70N56B4etnkq2vcqqLT5SuF3Y4Cuc+7tSBPi5uvHMjtXLWRMjvRL3RW83E25l1YmBhHIuob73UPmxE/DXiv0u/mxlsgzmIvfkfjOWe+5tSboTuSu0q5TxeSvKDFxsu0K9durUC/jmIdAN6Us7/9wf0/f3rPxLoe0FiuQaUU6wGCkqhSTryroM2ZyetW48/J3Fa2XETPFXRMfWtEGgIkzQ0u2b6A80qaC4Z5lqO33MUvHCtbvLrNYG0kDXq17QVy+1WKJe9XyF3dQ3j/3NG95re/evgHx1Ic8tyY1HsmSYfk9rMi7HbTQZ7PVRspsxP9oueHfvgHlybCPijycSKMjEJcGe/1HraicD4h3HM9WWcIGIdy5iEzVaLn6CNSXEjAWe7efuc4W6a7cu0WFtGXxfrVT8w9UflZfvDyh8NfOH3+5DmSQbPxrqx6UGWlg6rqQIc8P84S72a8q9hd4PzWllxEj5Y7tX47ACmRUnLdAbs4FwyKKEhdaS5AcyzPW8UqU707jMUjs5sqh/kK9wK5Z7+qHXJDL+VeyfQW4Z7i/kqSnjyC4l05rtOgGJH8aZoJcyzIfQfatQD51ffbd6I/LZnezcfVxnvZwzaNY0xzZqoCGIBa3N29823UzDEg91eF6kpTe+9T65q5rzkWBzd35drlivVrlJj7W3j/X39875Nw0FH1jiornURFHhdq4ogIFA5RpoeceBdQ6jSwVUvHEac29CzQnd+e8nFBAYFChfOcg0s4DwpggM/SPBJ9cUNoF+TtVBb3pus0ds8K657mXpXd0JTSKxjP8dv98hrhOZEjMe16HMXn5HgcMZUGwsyl1m+YIq/OlQ3E7US/0Fkb8/7F5178ljofVxrvzBpCNN4hpB62uAVhetPaWzFdYtS/jXuj3dntjmRIAzeWgV8Y7KkZvUK78PSam71y7Xaa8I9VfpYffNPj4XNw9xufO8izGkSJkFgDKwBQQGUdPxwPzxxiQETQhhbY7aqK4BBMl+MkyinuW8O0Zo1agZ4i6zblbQbnQpQK5xPORcnb7GJrQGe2fS+AfJXiG/ndyugK3gB957wV39VXWyN9FuEwCXE4F8W9HK989TzZTUUXdpPfGEV+7QT6TvRznq1j3l0+TmTWeLcDmkrphFL2o2t+Y7u4e2/W1ebuYC1sdg/1hHapQR6zqbd9tsy5TfirL9bf4vFn4MHLjw//xtnzh7tKByRRc2VGRCQc6MCj2E7VOLtQ/GYfQMM5IVJARCCAECLIifwUdyfQ8+7UkMfGdXEuGABIEBVIgAqnPY4opwWWd0G+PGStxPw6vy8L3u3HJvi2jnD/eI7i6XebVp95Od4WyP1kt9X2sxugyK+dQN+JfiGobxjzLhL6xnu8GpLZVJN1JgpQZFimmXFV3B1SS3r8mAfBOoHeOSKLoJfGeE/It+9n1H22zA0W6wDwZT77Pz547y+e3vvG5w5ypnpHMSAGxoCWXqeAOHKgYrQ7pi5zzAgPwyTQXSauqaCHqYiOqBjmcJ4L5wby+FHJ2+wMlFNvC8u/oVxYAnkx8QzF57q9L53f7Qt8ITy+fSv3rodwgHUtDjBfHXe+ui+QV5PdbgnIr5FA34l+IeN9uY3t/Udffu7FTwuzho7x7takTnvYHMK17B+d2tggqnONIO/Oo97eki4umdto+PQNT/Nfb9vKtach1q9FYu5n+MHLjw9/4eTeHQEcmALyQfCUkRAJEZGGYPd8SH6KO/UFesgt6SE+CEEx2BaW6LcjKVCRbC9xngvnE9HLcLsASk68z7B8FeQtxSsV3ha/L6i/oRN8qyV4i3CAyUtP32d8hac4wIqpXsjxNNPN++o+6ba8lfzq95HfeIG+E/38Z0Mb2xeeff4VEmVmGmrjPQ+PU43D4+y2WgUUUARsuIe/RqQ6ulPnJYr1Mv5ceQmbnzNja9HtP/D22R6Lu5BYvzaJOT77Dfjge8e7OqqkajoFoiHQQBgonAQaKMl0LLazdAW67VgzUY5RmttjK59rmWwXIutSyzi3wnlS57FqLkAyYZu2sLwL8i7FFya3LPAbevm11j+vLPRKgscbCNFCqUu2ymNY1QvxhPPCUV+heLTfZn11n3RrN5n2Qf4Rbj/bBfpO9MuU6Stj3iVNLxzVGtOZFYdkvJO58bmHTcEuDaJWSp8uBODMQFTXwIadARdz0XeV/qdu05obL6M56J6r6TzKHou78Sb8XaKXD4c/BiefvnNCz1K4Q+FAwzMhDBQOgQ4UBgonIZwMNAz2kU4GHGjKxEFan+oFuqlzGhRRTbtPZXXMW9fyJLguzr3TnqvmbJ9qeuxYzrppIzhAvcVEFyl+mRZ6T4IXpBctf4fopQPMCnF7c69RXLtyvC2Q19vPFmat3ziQ27niI2V2ol/a2TrmPcTGdBIrm1M0uAL54XFtKV2d5T5NmSjk+Ios7wfdVTrCfKqvixsQptP8V+P6mb56tsfiLtOEvyJi/ZsPJ3+MTz753OG5k4ADhjtEhHRC4UB0oMOzQzgQHcJwZwgnA4ZAQ3A4D3g40BDwMGAYMAQEghCmEFyIw9uV7PmQy+eK9jEIklIQpBbnOQdXOe1WNZdks7OpdqfLRfAcIF+m+FwEvcv4jgSHGGSb7tRLZtdGenrdFiGe7sVriudf0gW5bzzLBfK5NaadWes3FOQZ5z/5P/+PV3mkzE70S4b66pj3KR8XZyUqhsl4Z5GgQQVss2q+EARwo+L8tQP8frZ6WUtevwYA9WKsdk9Wnu0aPxO3GT1K84LrY3+2zB6Lu75i/ZtPTr5rvPOZeyd4wHCHcMBwIAzxoyny4U6g6LEHCkSHYI+RAg6ERBgCEkWcHwYMA4QAFIAChGCPlUymo1qNfB3nsUstV80zztMzsWouaq47qFLlsUf53rB8eSlZbbwvzmJbR3jpoi+r8BbhAOtCHIraea7fbZXj3QJ5C3KOj1VVeYwz3G8qyO38mT/7uR/5L/6ja4TzneiXYLxvz8cxCwWKu1sUZZRAmI13C8JYV3q6IqDvNxU33V2K3WoZ5wjNuOn0kvJT0clsj5+6wd15Fqzb+WYyvTtbZp8Wdyli/SNLzFW+OgUMJ4T2kZCM5Yh0oHCgzPLhJNAQa+c0DHQIdBJoGPAw4DDQYUAKGAgCQQgwDEABhohz77crpf8t4jx3qU1EVwRAAcqBdiO6SXNRrOrlkkPvPZZ7kEOzmgx6Q9ErL/1SVHg20hcQnoV4Zac74z3tRTye4r5Avh3kjx+88ejmgvx7vvez/85f+ct/5s9+7jp+8zvRL3S25+OsMV1YNIiOaPNl/NYWURDRoJHxOfruTL/4+hRxj/nedpb2xilyaSt7R7JnXW4sj/+bKaLvE90vRaw/7cTcNx9O/iiffPJkuPfcgMbfE8KApsgN5GEgJAwHQsRwCBjQsxxDCCcBKdBA4TAUOB8GHAIcBqRgi1gmnFPQMGS/HZDUxsUs4txGtU9EV7TCOQPlQLtVzbM0twF34oLuqyxfALk2A1a7FN+I8PKXTwiHXjm8Rbi30xPylxz19PolkPvGM590u7UgN1H+b/+Vv3xdQnA70Z+WTN+Sj2OroyffjJmJkFmQMBrvaRxsLqX7KwvE7NsUd89Pxj1UXqkfdUQK711EXUk9D5ewJ97kWqPf8pVrV9+E9766L5BTwKzIM8gpEAVC+9IQwkDhZKABM8sj1w9WO59wDoEgDEgBhgFCiEqdgoYAFHGuNPhw+zLOc6w95+As0y6KFmjPVXNO0px1KpnbDbFE2uECyKG3aRRWp6uWFG+N9BrhAFWibSKxu5euOsWhLp/PUjzfhR8tx21dblpGHp+6fSD/S//mD1xTUb4T/ZLP9nycjIJBeRSi1OcdJzapCAirkooAiwbFclcSamJ5jrunrS1emtNWdQ45bAdOlEv1qQXd/bS4dxqi7wL9KZnwFxHrra+OA2aQ04GQsFXkQEgBaQiuSw3pMESbfaCJ5UPAEHAYMMKbcDigqfAQIAxJmvdwTqlXDXDObM/18jznVYBYSSZpPiXgsjTPNrsIZl3OsiTK5xR5Jcd9UXyB4keVwzcKcXBFcfu1kH+fGVM92m+bffUd5DfpD7UT/XKgvjUfx6whNqZXo2bS8Lg0DhZQ05wZ9VMetQi4p+APbpXmWoy58up8us2XvJZhEgQ66tsf7kX0Ky3WF3z1DPIwRAlegRwpVs1NnSOB89gDHQKFQCeDYZsS1CGQcR2J4DCkknmqo/dwrjRY6/mq2Z5les60pxDcVDXPafZss7MWHrsorrJ8AeRzY1ahO+BlRojDYkW8oX5TFI9f6GjxfKOwXY5XIPfTYEB1PHvy/uO3Hz94bQf5TvRbbbwv5+OePPzyvU8U+bhsvBfr0l0Pm4qKoM2ZqfzAzPVuEX3RYO90u6nMtsBNuoFVWPfZMh+LWF9NzH3z4eS7uPbVc9LNIuuEsV4OiGEgCpRBbpi3WTE0ICDRQDQQANFA4WRACnSSku2HQwy3H0KKwg1oJfNhACQYDlZHz7XzjHOhIU+SkTDMme0J53XhXJRyCI61sNljZV2By3q5lCxnmQU5QGd9OLitZRPme0Xxc9vpXYp7Lb6R4vFbOi/IHz9449GDVz949NY4vr+DfCf6bT/r+bivfeHu8y9TSPPjRIU5BFRVS7wzCxFZD5uk6w7U1xq0GTDeWk91dLB1k6CUx3RUcO60ofsvx/Eykvx2ta3tq7G4fbbM0xbr3cSc99Vz45n56khJkafIeiyZhw7IkyJHDBHq9iUbDAeI0Wa35jSiWD6nAIGiRp9q50NW54ZzHQZrPZcQ8mA4oWDqnClC3favtDg3p90mwfkQHGuU5q3Nnkvm21legxzqJeKwYd4qND3iLcUb6s9q8dZR9xRfNdWTkaDtlPWpiTyB/OF7v3eD5fjtAflO9MuX6Ysb019NK9bS9oKBVPJO1WS8+8qZYlnhQ4VJxwti3OAy77UrIiLZVoyjwnI6jaCPlwsrou+zZT5Grv/Qj/53//t//B8eAP6E3PG+eu4gbwvkVg43lpvTbtY6InqQTzY7BSS0ejki0UA4BADEBHU6DIZwDJRi7anvfIgVdCWCcFAiDUNqVCPFoGHIUbjEcsoD273H7nHunXZz1K1qzlMP+mSz55K5yLlYPg/ydvcJ9NrEYVu0bVWLx1fOl8bT77BJju8gv1VnJ/rlnGPzcXkirAhZ4j29++pSuij6Xel5MdQlHN+VHtfDwZyUf6i8z5b5uM79X/j8o//+f/i37r5Q+ep5FExbIEdCOgREiII72HqVKME9yM1dR7KPAQkxPYAQcAgIgIdDfHIIEIYUgkuD4cIkzYGCDkNEeDNGRmiQWD4vcV4Wzi3+JvNOu7g0uz1gifE3canSJNmn/7Esgdxb693Z6aXjXYxsa7U4rNXFvRb3FHeKf8lUz//FzSB//eF7v7+DfCf6frZCfTUfZ2+0kHrCQCi+OZNh1pbSqwr6ZLYXLel+SzTaxot1nGdJXqTc66C7sOqor5+etr/HvnLt6Z2zr7zz6Nd++es/9/ff+4f/Fx5wOEH8xOB99bZAThSTbl2QW428UuQGckCkYCwPaPvTLOxmJfOBADEn2ydpHqaRcJXTLvbYrWCJOTgKHIPuncJ5HiCTWB6ddnYhONE8WAZyfcrH3zgmTE2yb2V5BXJotpF6X93L8WMy6uCfh7JlvKA4QGWqT7wv5XiS9TvIbzvId6I/FeN9Sz6OBvLGe/bWDKx+HKzvSq9twyjWN7vpre9OdaG9amDLHqBB/bfxw/Z33WNxT0OOf+3v/NyjX/llfvAOHogIDi+G7KtXM93smRxZRwTz0rPfvh3kcXmaifKo4wMEQqSiZD6Nd6X8UYmABg1Bm6Zzj3OmYTkH1xTOY6bdlLqX5uxsdrlUlm8H+UK/uHfUIZXeK4rDfGm8NdUX5Hgy2PSWDFrfQb4T/SM6q/m4d9/5tbvPvyyjCNXGuxPoafY7gS+lt+E4t2oibZgujwJt0uhuBGy+4vgdLRaLe7MXdN9jcZcI8q/+rZ++/ws/jyeEASjgyfND5atbgRwQwzAVyNuk22SnYw679UEed5kbyAlrUW71cqLIcqTCZm/mwc057b5LjXHwhfMFp31VmpvNnkvmsYie+G2g7RbLWVdAXlnrR09ghX6zGaSKu6u+C0gOss3K8WQYzPrqAHBLBq3vIN+J/lHL9AWiv//ozfcfv3Xv8BlRJWZh0mCr2FRGESIOEhg5aLCceVlKr8Jxth9dYBoYl+LuG77RvDV1ArkUk181Nq0tzJbZY3GX66uHEzx8YphrPCsK5AtJNwJMeC7CbrQGchPlhDHHjhjr5YQJ3liznKJA17ROzWfavdO+WjgvnfYpBJelueXYszSX2KKGVfxNZEaX81ZRvqDIV4ewejk+VxpfluP+llpcwn7ZV78N02B2kO9E/xjOaj7uva/85rP3XqZAGoKKMguxIqcp7854jwLdutL7UE5x9zwa1vawuQp6Idzz8254O5Qj3MFtXZvEx8xsmT0Wd+m+etV4trFAnpNuCeRZqRcgL6z1LsgRIZvtXpQD2TrUBZZv2aW24LRX02OsPy058H1pzmX8rctyZu0a7CwXBfnyBLfzyXEou86WfPUJ5K8/uv8HNxvk13pvyk70mwD1hWr6o/uvgqqwMDMJpknvHeNd0oUJFFhgcJPjdJLsCKklPWp0oEmsG6Fz61oMsWd57iK58YtZEEQf3iroc7Nl9ljcU/XVfQf5coHc4A3gi+UptX4UyJH6otzQjtRhOeJc1bwvzXVBmscQnElz6zWvquZempvNHvntcN7V5SybRHkF8spa77acLVTHq4zbihzPPHdy3Jv2tw3kcCP2puxEvwnG+wLRDeovvPTtaQVKTLxrbvt2PWxuVsZUFGyi71j751mXT2m4djO6OMZDqdEVFGLQXVRZAeCfnZzCB61G32Nxa776O+88+vUVX903nnU7yLsF8rb3LPrtifER5AMl6hcgtzJ5DXJH7kKUIypNRF9muSIeK819f5qvmtvcmCzNxXWfs0wl83zvmyrom1gu6e02J8pnQF6uS5kLqy/KcWhibq2v7nh/G0G+u+s70a/K2bBf9Yv3XvxWy8dxEMrGO4sGsuFxxMqkw1B0pSeoYzTiGoR31q/FB8ul9WIzerwApWmXeyzu/L76L//S+N5X6Q5QwC2+uu8g7xbIu0m3AuRms28GORBM7rqBHAEoEz2JciQlAsRVXa4G78hy9NKcIeT9K6tV88lUN0dd0RJwLLXNbm+KLSxXWRflFciht6i0nQDjffW2dzx+dT7mFh17FS14vwLy4fDcePZ4B/l+dqJ/FDJ9Yz4uTOWxbuIdQpi60sFNjpNyrWoe8G6DYJMDf8SkOBXJe1Tj1cea0fdY3AV89TufCNWilLnJrN5XLwrkRdJtKpZbZN0mu0H6qunsVWu9ATkCUgQ5YSvKwYa+JbQr4hEsdwk4v0ItB9rzVNdcNZ9LwLH0S+YsMccu0mN5geqa5cICAF1RvrpxvAL5OXx1aArkztJfUeQ3Buc7yHeiX/WzPR8nYxASEZ4z3s1197vSp/mUaQpm4vrCivQVtKuz39OIm3Rp2mNxT81X941nqwXypci6gXwICBDbz9JXjwA5GstpTpSDSXMksNJ432OfWB5HujqbPW83z73meQxc1ZzmG825VzLP8TeRrSxnllVRvnHpOBzZPg7lHBjoJt3ir9mt9f3sRL+SUF/Ox6VuMRFNjenOeB8Gqga8g98NFcNxKohpxWoKuvdnzsxvV3O597yjBdxgmblY3C1fotr11VcHus356usFcpd08yDHEIAIAXCwcvgxILcyeQnyqM6JjNzJXUfFTPS417ytlytAl+VpfxqJYpuAa232Ks2eS+Zdluf+8sxyliL4xrzJYO+668uKPJF7K8j7Sbcd5PvZiX4tjPflfNzjB6+98NK3sxAxCZMwKyMzhqgnNAgw+1K639oywVvUWtLBdaW3B7u6PHmJ4hel2zw74WS8z6xc++7Pfd/uq2/x1f1AN994ttxBPpt0S5H1GuQ23A0xzoTphN1mQI4ANDiQYy3KAc1gB0TrSVNAiR+n7FtS4cW2lbwLVZTSSHZqt61UNntVMq+kectyURCuWaS+jlcAACAASURBVO6Db9lgPxbk0MxX74K8bTyDDUk3Q/kO8v3sRL8G5xz5uMGuL6NIoLaUrppriuA2qePkvacGtobmOSVHWZjHC2R8XMt0SDvRlfsr11761Msvferl3Vc/t68+10HeLZD7pBukFwMSplfGgTDnAzkihFCD3ItyIG+wa2xII0XyunzC+TzLfcm8ZbnGga/Yjb8ts9x77BXLY8vGPMtZ+mXy5Rr5XAe53SLvIN9BvhP9Bsr0lXzco7fufcOUj2NWcjkaYZUBVDUKFwYNkCfHiYJMcjw1oyfvHepS+ozrLrnNRgDEN7PlWNyD07FduXYbBPpRvvrcQDffeLbaQV4WyJeSbjXIAyGkPnLEIrW+CnIwipN3161SbqIcDOFJlCug32iuikexvO1MmyuZt1F2GxdzEZZzlOlL7vrqxrMtIG8j6zvI97MT/Xqf1Xzc197+1Wefj/k4HVRthpxQxHkAYdUhbXJ04bhkuaumvdG2gS0tXnMbXKIux4UV6fmSBOUMagDQUd84vV1F9GN99YWBbnONZ0cVyH3Sbeo9Q4QwAMEsyKuwWwfk5LPrgJQjb4DoK+VdUa4YgZ1y7FBl3y7C8ir+xnIEy1nqYrkYaCdR7lKfYozv590uBeT2q3aQ72cn+g2B+vI2tvcffTkMn1ER5mi82+VDxC4UyCzDEKygnkfDskCgeg9bB9XYjJoxj12iQim5Pi1GN/lisbjfPvnwxs+WWfDV24FuUaAf3Xh23gJ5N+kGBEmsxymtFwO5qfMMcl8p96J8KpYr2kffk+Z2psGWPSvVxJhVlrfZN+YI48hlidK8a7CnUQu67K5vWXp2BMjf+4PHD3eQ72cn+k0x3pfzce995Tefe+EVFg4asvEuLBooG+/MGgIya6BYWUxiHVVBAMH2tShGdWWFz3I/OqbwLZRefDUtjkdRBRDV8eavXPvIfHXfeLapQN5Luk2R9QrkIT1JUamfB+QpBGcgz+q8FuVpSZo32DVNbK3GxVj2LbeYL0x/67LcxsV0Wc5cN6RtN9i9KG9BDjNryLdPg7k9IN/Hre9Ev3VnNR/36P6rwqKiMqrZ7dl4j1tb8vVI0Q14xzSIJvqWofu7I0WZrksz4ywNFzejI+gY1YfF4m7ebJn7v/D5r/7Nn77/j9Z99Ys0nh1bIF9PuhmzCae9KRXI6/azGHaL5Daiz4Dc5sM4kNt94VQpb0W5KW91G1Yqls9l37os745+k8TyvFhlgeWpS61OsDPLUaJ8iyJPDvxtBDns49Z3ot9ymb5AdAB4dP+1F4Zvp8CkwVaxBVEZhQMNgxXUVQVVlBWDc9pZMATVtCs9N7BZHb2cNrOyYDWn3JVVITWjy82ZLVP56hjgsnz1Ywvk3VEwRYHcJ926kfX8ZJ7sNgfyNUWeQR4fJJDrFHbLH2FGlEMulqfaeewv37hhZTn7ZizPA1xzc3nsrhRNjE9h0pnUWyq0bwA5wPIm8tsM8t1d34l+28/6/LivfuHeJ75VmNU2posy8zAQqLLIIBgnXMZrULwaTqX0qV3Nl9Lt8t30rUFcrBajvCLmMhZQ17gWXcdrv3LtWF/9shrPihHrWwrkq0k3dE86kNtkt4uD3JfJswo3dx3yY0O7wpwot3vK841kb+vlXZbn4FsulrNNakqpt/jpxUT5ao1cRZ48+sMd5PvZiX5Lob4lHyejcBAR1hF5EBYNZieKDrmHzViecu+R0YqxUG51dJeS07R1bcq6l/V1P15G86i4FIv7ncOH8GGr0a96LG7ZV0c6blHKUyqQH5d0sxHrCOkBJpCn9vHUR34+kFdl8spd3yLKI8Kh3mJuLF9YlcbGZogxt4rlbYi9w3IrmW+rlG8EOfRWn+0g389O9P0ckY8jJh5DGMBGzXCgYnici8VllvtRM4niWJjsGeEly8HPjLNmdPPz82yZsTNbBq5qLO4oX727gPzCjWcbCuTdmW6+QO6Tbj6y7kCuEfnYDoQ5N8irMnnlrhu5IUbW69RbrovPFcvbGa7VbhVjeQ6u+4a0HGLPE99yNxpzYbALSyHKmXeQ7yDfib6fyz8b83Eyig6mQpiZsvEujDqgXfKGAR3L0yoXz/I84B23LV6bBsaBgm1Gj0r9wen4ULjB+dWKxT0tX/3YxrMtHeRzBfK5pFsvsp6Gq2MF8qqP/HiQxzJ5FOIAqd18ctd9K5quiXLRTnO5N9jjALimuTzRfTb4ZsXythVtoVLOo6zuI99BvoN8J/p+tp4f+uEfXM3HvfiN38HMxGFQ1VGy8c4MLGo9bCqaWA4Kro0NIF5/u4Ng506soMe+NpGpSV1E3zjtCPQrEou7FF99Y+PZ0ymQ95Nu/ch6HutmILdZ62lEawXy3H52PpBX2fXsrndFea6Ua0+ULxjsOhNir4JvPYM9cX2UulJ+LlG+g3wH+U70/Vy+TLd8HAVSZjPemWPiPQQRRrbytiKz6oBphBzafHZWDKklPQp03cj0aag7KAAm133U36YP29d/jNPizuerb1mUcr7Gs6ML5BuSbiu9ZyXIJdfLO33kR4EcXd4tlsmlF3nz8XX7fZZF+UUMdt+NZrI+dplL0W7uRbkwnxvk4+njD5585fGD13aQ72cn+n7Wz4Yx7zEfJ4OkVWw0WNInbk8Ha1ZLXek2LQ7cLFi/gQ1rse4nzKgfLJOa0RWEY+5dWP+wF3T/6Ce6X6KvvnWg25bGs2rE+pZRMHNJtyKy7gJuObIOCFGCFyCfesebPvLjFXkN8mV3vWpFq0R5AvzSxLeuKM/daD7Bng12Xyln5i3u+irIHz94/fGD195//DaP7+8g389O9P1sPettbHl+nDBzsMZ0ZgkDcRy4YZepdnJcCscpAhrLcxoOV9V5ZrytbOdRhFVHfWesif5Rrlx72r761sazCxbI55JuuUAek25Zi/ci63EIIFYgtxGtFchz+9llgTy7693IW9WK5se9melzwdSbnw/jK+XM2rrrnO4atoD8Ngxa30G+E30/TxfqC6H3nI+TUU2mc1ydLjEipJoVkqb52D4cl4PKiqhpYJwurGnxe1SnBa4qp9KdLfO0Bfql++oLA922Np49jQK523sGaVHpQmQd4qIU1PwggjwogPb6yC8C8qpMnkFe9ZRX7npedbpcKc+ptwuKchHuuusy7iDfQb4TfT8flfG+3Mb26P5rL7z0bZaPI5ZhFDlowrZFf5RZdYjXWXaN6QbnaLlrvui7ZS3WvdZMd49wN2me9sS89aQTi3tKRfSPxle/eOPZpRXI85T1MulWRNZd75kHuS1NMZDbiNYG5K4DbQPIczd524Q2VybvRt5W4+sLojzPemOZ4uu+Uq6jtJE3Y3olysXeJLcY5Pu49Z3o+/mIzqZ83IvfYvPjVEK6RE6l9LhZlUGGvHsNBTQLqZhSNmxEhRdZrghoUJfae48OvCificXi/tmdU2gKi5c7W2b73tJL8dUXGs+WCuRuxPrFCuTrSbe53jMP8vik7c/VyWCv+sgvBeRtmXyru37UrLc0HybH1xfc9bgEYbFMziPfQpDDPm59PzvRPxaZvpaPeyscYj5OJdcIwUrpzLGUrrU0N1IbzuMzGpUiKaKGgCMBNHNmmoK6ifWntHLt7CvvPPq1/t7ScBIRvjxf/XJ89fnGs4sWyOuZblmLryfd5nrPPMiLdSk2K7AEuesjf5og3+yu557yPIDdb0VjWXLXfXa9q8hbd11FHj9449H9379VIN/d9f3sRP94zmo+7mtv/+qzz78sJzZknVVDvt7lUrqIfbR0kkl3m7ltcM6l9Pg/sOEknuKl965p7YSaxnpf2ljcRWbLmK/++Fd+eXzwDh6ICA4vhlwXj4o8yfFqb+n2OTCVr37OxrONBfK5UTAzM922JN3mes/mQJ5HtLYDYVZr5Msgz3m3uSa0jdvKt0Teuu66L5Ov591YVPXJgzce7iDfz070/a/go4f68pj3Dx6/dbjzLyozc7BRMyrKIqrEbIH02JWeI+6JyNFyF6CcijIqRBlPCFDBHQDAutft+qt8aSvXKl893KGT54fWV88xN0AMQyHHl+ern9tXn5vMur1APpN0m53pNpd0m4us+96zvP0MerPWt4A8p9a7IG+D623erVqJ5svkm6ev18Nh5tx134SmzDvId5DvZyf6lTbel/NxX//Kbz734qfVzEzWQYFZApOwqR8QVglxAxsnaSVVMCrH3XMmzj4SAgAigUh23W0vCwCIqvKFVq7N+eoXj7lV89WrOTDLvvpS41k1Yn1bgXzLTLctSbe5yLrvPfPbz9pZ69Vkt48X5F13vc2um5sOcbHKbN6tDa7nGvkO8v3sZyf6lTjrY97f+/945HE8Iw7WxCZMYoNgWZmVgzfeQRRZdUh5qCIqlePuEeoIAAikAECU7fe4tGpkHYVP5XdOTuGDVqP/yWU5/u7f+XuPfuWXsq9+5xuGhe3jgInZ29adbZgDs+irLzSenbNAfjlJt/nI+tR7FiG9CPI82a3bR77RWvcgz8H1hbxbd095Wyav96Glca0LZXI2zR6/xC61vtfI97OfnehXT6avjHl/79VPHP6InDEPS8a7CIqgCIigBLRZsG66O+X5cRnn0XNHRHPgrTqqKiODgrIK66unnfmv3Vjc/X/0+a/+zeirhxPEAU9eGOhAMdE2IA6Uw+rWO75Rji/H3No5MMu++mLj2VEFcryUpFsBcl1pIs9rTAGmpSkVyG04wblB3nagbQR5u0PFLynvgtyXydu8Gwu31votTK3vIN/PTvRrc1bzcfe/+gVrTBeWcWTioTXeIU93h6mTzT5GgWimepr0rhFvkHiWVqenSiefCZ/J/Sdn7co1APjnv/slg3r01f/e33/vH/7f1j5+56WDD6tTICSgzWH1CPKwJMermFs7B6b21bc3nm0qkNejYDYm3eYi63O9Z3Mgt0GBWaPnib9dkE8476XWt4N8IbjeA/lM3q1coJJfYFxvFblPre/W+n72sxP92kB9oZr+5NGbTx6+9fzhMzyOzEGZxzMaBvLGO6e10yzAgiLIhKokitnp1SneRdFDJjLBGjU6AAAIi5yxrUV/48PObJmT4fDaP/g5/omfevSrvzTe/yoGCCd45xOBTihn3MJAQECBsqlOgTDQXO94N6zeH8vaxtyqOTBtXr1qPFvYQb5UIC9HwWxLuh0bWZ9rIp8DuUwl8zg38FiQL1vryyDfPqvVj4XpgnxOke8g389+dqJfP+N9JR/3zv979/lvkmEQlvFMwkFZdBx5GHAccRjMdQcRZEFRZbWCui3RsoxVJk2mFCCFCHhI0XcARLSJ7nwm/xif+G/jO+88+/343MsnJ/S//dSjO0QBn/mGgVJdPGfcoqlOE8UpECBWpfEFU31Jji/H3Nbz6os7yDcXyDcn3Y6LrM81ked95Asgz5tM/WS3SwT5fAcabAmuz4G8Hu62g3w/+9mJfq3Pej7u/qvCwsI8jnIIzMxnxIHGUcNBmUFYhZEFRoYxYGAciBiJSVkpQFSKghQBg4Q0AJ0Cdaa8I6GK6qgHQAP5vwp3v+PeM+EO4YDhQOGE6EBRghNQIACYkuqHgAi2n7TjqCeK91vO6Eg5XsXcunn1qvFsYcR62UFeF8i3Jd0uElmf6z3z02DyGtONIM8DYbqp9fOBvDvfzQfX+x1oCyDfrfX97Gcn+k2S6Sv5uPuvvXj4Dhl0POUwCA/CLCxi0fczhoE1MA5hSryzkqiIoqJxJQgGRVvTmYx335Be7nAJd+jfu/MS3sNwh8IJZVPdwm4UqJr9ggg0EICbCVMuHTdvf24CTKb4UnW82Vtax9y6efWq8awasV4VyOdHwSwk3S4YWT8W5G5JT9qkUs5aPwrkOez2tEBetpLvinwH+X52ot/ws75f9atfuPeJb2VmkiDMzIONaB3P9GyQYQgs0E28Z+NdEIUo4oqCIsY1bNO2VaJhCCfD8MzwzAsnAJDgjTiQ9ZuZo06B6BB8QB0gBt9mhHjfUS8pHrwW9xRfkON1zG01r96OWK86yOcL5Asz3TYm3SSO84ONTeR+rNsWkIuPuaXJbkeBvFsjXwW5byXfQT539r0p+9mJfrugvjw/7v1Hbw2HzwyHwCw6Mg/Eo8ggwhT3uUgcNTMKBMZDQEFkiiARCoJBLKdNFBNhgTAc8M5JsBnaKnl5SzgEPmNh9YNfLL5uZW8aiEKY4feE8KzLN2hxRMCK4rPV8W7MbTWv3o5YXyyQL8x025h0O7b3bG4ajCrEcJwWa0y3gHwaCHOpIN8V+XZRvu9N2c9O9FtnvC/n4959+1eee+FlGYXPeBwERxlYmEVYmIlFRXRkGBg5xHwcK+XEuygpBKaB6IA04nAHnon6nABMaQ3xAg9IyKfjeMoyMgDkHrOpUzzUiTaAmGOHqIRTs3uL8DUtXpjqS9XxRo538+rVZNbKVy87yKsC+fmSbsdG1i8I8qTRi1nrO8h3d30/O9H387Gd1Xzck4dvPnn4Vjh8JkjgcRyYhAOzMgOL8ghj0CFNhBVFM95HRZJhCDLCQCQIB1ImYQQFFTgRUgERmva1KACEk0HGUUaRs1FGzSPbMsLdENYC3onr5ufXCLevbqf4SnW8lePdvPpy49kxBfKFpNvGyPqWJvK5+azqBsJsAnmitR8Is9p+toN8B/l+dqLv53Jk+nI+7utf+Y3nXnxFRpUTZbZd6SoiPKIMxBIb05nhjCFE5oaAeoaBSEYYCHkMB/L71jSWdilxAIcwjCynozDLGfPpCABTkC1vQBmKNS+R6zDhvFDhPYTbq5coPhdWX5DjbV698dWXC+RLM93KpNtiZP243rO5JnI/1s1M9aTRp33kfvvZpYN8r5HvIN/PTvT9nOes5uNszDvzOJ6FYWDmYTzjMNjAGRHBcdRgxXHGM5sfg3TGRBgIFUEID4R6Foo96KiKKgCCIAGReNSzUUbWkfVs1HGUUfLuEz8y3e9TTyAnAPASPOnyQoWbpAdKa2P6FJ8Nq8/L8d5At9ZXLzvIlwvkTdKtiqxPSbdz9J49bZB3R7TO9ZHvinwH+X52ou/nkqG+XE1/9N6rw+GPDAfO+ThhGUcJI42jEukw4MgwMIyEAemMhCgEkYAhhGGM5nH92wbjOgAeTuBsVB7pbFRhPWM9O5ORs9rGIeSpse2ZBHr24b0ET/wGKBEOUFO8GuVWhtVn56s3G8+6vnqvg7wokG9Pum2MrB/bRD43n1UhhtWrfeR++9mxID92k+kO8h3k+9mJvp+txvsy0W3Mu4xiIMdRxlHCIDzKOGIIOI4aEMaARBAIAiMRBgwBgVCiCsV6MzqqkiqGAXiEcUQecRyBWUfW8YzGEVj8dNX+Nydx83rqi3MuevLh04O0Ba6qi2+g+FzX2UJevfXVlwvky0m3hcj6OXrPPkqQd0e07iDfQb6fnej7eSpnPR/36M0nD9+i8GkaCBGHgXgMPMoYJIwUgoagBvJAMBIOBMw4Ep2hIgZERehB/cQ+nqDhnEfgEZhxZOQzGEcdefLG51juT6u/o3aPCj1J9uMovkWOt3n11levOsjbAvlC0q2KrG/sPTt2Goyfz2oGu411m3rK5/eRzy1NORbkftb6rd1HvoN8PzvR93Mhmb6Sj7Mx76PIIOMoeMZhIAoyjMIDMuM4whB0JCSCMQBZHzoSYjCH/QQgkg4EVTEoAOgdQhlxEBRGGXEcUQR5BD6DccSRQRgotDBf/NMQxMWtVOpymBAOsEjxIuNWyfFiLOvE9Tqv3vXVlwvky0m3hcj6xt6zpwzyTYp8y9KUDPLbto98B/l+dqLv5xLOej4ujXkPwuM4Dky2jc2q6SEoEgysxBAIR8ZAcDZGkCIo4oAECIrmNwcAgAERGJECCqMKyoA0ojDqAfgEeUQREIYcklddkekqHY/d8xsahAPMavHSVJ+rji/k1VtfvS2QLyfdFiLrC71nx06DqQatXxbIj91+toN8B/l+dqLv59KgvpKPS2PeZRBmDaK5mn4WkCiMQS2WHjguTR0FMI6GgRECBgWFaL8HYx6SCiKTjjauHYVRBPEMQlBmFIlE10KXYwP36QVIAFDwGyAS2mR6g3CwPe7zFN8ix9u8+mStO1/dFcjRQO4L5FXSrYqsL/SebWwi37IxRUQ50jd2oKVBMdPecYik13of+Q7yHeT72Ym+n4/9rObjpjHvHHgcmUmYrJpOAUfCs4GIlUbggKP1kUWGEiXCQgBQBQQlBCBFJJGAo2pAZFQhYpQRiVAEiVXZCsUlvAu1jo129/CePs0Ij5K9RDjAMsXnFpBnOd7m1bsd5O1Mt+Wk20JkfaH3bONYt+NBDixyiSAfz568//jtxw9eu1Ug38et72cn+n6e7lnNx+Ux7yEQD4HPhAcZR6EgRFZTp5E0BDwdp/YxtIYyDMBRKgMBaGIkAAUWIhIhYlJRHhEDEYMwKsdysZPgNb8Luksk96TUnQTPSt2eqYR4/OZmKb5cHV/21VcL5FXSrYqsL/SeLTWRHzmf1a8+e0ogl/Qfe/zwjUf3X/3g0Vvj+P6tepft49b3sxN9Px+dTF/Ox733ld947oWXRVRYhHkcKQQSlpE5nMEZcQghdrKRdZMhIcBIiAIhoADAoIpKeEiYDMAEjEGCjiRCSKQiwkSCyihs2I4TZMtT0N0/RnQUdxI8q3OASohDlNqzFN8ox6u8ereDvC2QLyfdtveeLU2D2QbySG4DtqRYuhjF0/PM8bcVFWFxpLf/ngqwZeEqkD944+F7v3er5HgG+e6u72cn+n4+0rM1HzeO4xlSIAphDEJBKBAzjKPawJlAAGdgI9oQEQbA0XzvoAoKIJCgDihIhCEAKxAGIWVSIRISthI7AKDltQAQCqU+MbwcMQulNM8S3KS5N94zwvOXlim+RY7HjrLSV28L5MtJtyqyXvWeLTSRn2M+6w7yHeT72c9O9JsJ9S35OB5lHDmMI5/hSBgCjYEDwzgi+lkvcY667SsVAFAKAngwLBEcCFWBkARsaqwRXRGYiEkEg6JG4x1BKwe+kunoEZ/JDVDSPT7fCnH76irFZ2Jukxyf6yBvC+RV0m05sr7Qe7YwDWbLoHW/+mwH+Q7y/exnJ/oNOZvycS9+CwVSZh4DDxpExzNGwkBEQRElBBoRkNBGvY2EhIqcp8RkdqICDoRBhUAQlEAIAqEQBLPiERRVDNURjI7cOIP2CPVEdEdr0BR6b4W4qfktFF+V43PbS9sC+XJkveo9W2giXxjrthHkwvYF8+QZoljfQb6DfD/72Yl+Pc/GfFw4fMamzQgzMxHhIMoiPCIS0BkCAo4aEM4QiWBMwt1DPeJWkVEINaCQCoIQKoGYZEdVRImoRLDsm2G+leYV1DO5G67bg1qIR8yvU3yTHJ8rkFfDWdvIetV7ttBEXk2D2TifdSPIxTaoSHpNunGQUfKkN2FRkR3kO8j3s5+d6Ff0/NAP/+ByPu5rb//qs8+/zAcOwsxhGEWCMgueoeXbzxCJwogaCAAhpJSc/9dGJKuJqy1XU5XUkK4qAogQTLjnuTSISQWDTBT33xlKe9OgNeBTMq4U4g7nWyleyfE2rz5XIG+Tbsu9Z+ebBtMbtN7ZYXphkL/+8L3f30G+n/3sZyf6NZbpw+EzMsZpM8gsTBqIWYiIWMdRiGgcAQnPRiVMy0y9hiZSRSUZABSVFQNOXCcQVbRRMTYZfqqmW+uZWfFu1ozX6JPlnjrhPbbjgwnhMOeor1Lcy/FqxPpCgbxNui33ni1Mg1kY67ZxGfkO8h3k+9nPTvQbeza2sdm0GRHWEccgiIwISEwjIAGNiAQ4qgXeT6AQ1aKgwebMgCoQaUBVBcSJ64hKEFmOoKa3MVE8F9fT71vE4uyzyXKHCfAVwu2rrRYHy+TPDIGpquOrvnpbIK+Sbm3v2fZpMAsbUxZAbo93kO8g389+dqLf5LOxjU2YlXk8I0S0HJwNisveOyIRquXjTgFPMlODSWcBUAASQmIVFCJFJbsFCKiEIpZmAzC6g0u8J4TX9rtvSy8YXyp1cQK9ddQz+2UR5G3MzYO8GgWzmnRbbSJfGOu2MGh9AeTCYsk2UJFRVXaQ7yDfz352ot9EqG9qYztjDIFYiBVZA0v23nGUESEEzMvNTwGH3FgOCkCqqkFJISAa1wOKIBCCcT02wlkd3dnsWakTFBpdHcXFE33y3guEV0Jc0/KX7XK8m1dfKJBXSbe296xqIq+mwSwMWl/YYboR5BLXm+4g30G+n/3sRL9BZ+OYdwpEZ8yWbouj4pL3ToGDjqMiwimAKAwKznVHCXoAVIBBQRAy11GVEAWVEAjBtDxict0d4zPIUzV9qqQrdFaqmwqHOF8uF9QnIW5f2kjxLb56t0DeRtaXm8gX57MWG1MWlpFvBLmK3MJl5Hb2cev72c9O9Jt5tuXjvhyGzzAzCfJIRIrMRIhj7b2XWI1ctI9DAFUgBBQQSlxHFVRCJDeR3fhtcl8mik+YbzrSsSW6R3gU6wnh9qVjKb7qq88l3ZZ7z5bHui2sPqtAzmP20XeQL4nyfdz6fvazE/2Gy/S1fNxvPnvvZQokYxASi8hJiEQSK/2yjii+AT1Z7hm3qAqBAAFFlQSEABEC4v/f3pmHSVVcfficU4OyDJsbW2JAwF0BhSgihIgKxg1X1ESDGgyRaEyiJsYtJsYl0U+DRvMYjRrXxAXXKDGuaIwLUSMEDIuIyDJsMwwzEKfrnO+Put19e5nuHhgEun/vY57n3ttF30n1nX7nVJ06FXY9Tc9sx2fTUxuvkBFFo/pqeX5Iyxl7z1V4/O+MDbN41rh63gny3Ey3rLVnWYvIs6vBZNZnLV3k5n3YMQUizxU5RtcBgNErglLy40xVveaG6aIi3hKszORFKFFI6l7ZCTkxR6zB60wmxEbMlCwmG/zNPirznjGV7mNvrc2MtycFH0XhsQA9Y+RAUy9tRDje7AR5TqZb7iLyejf+qwAAGLtJREFUwiLPqM+aufUZRA6RAwCjg0JSLzyb3rDmk07b7ZJ0SPCVaFj+JOzDwjVSahNJ3YzSy83IQoAuEk1C53pdmDS9DyoTkVCqXLyRMTNpTk4c5RmBjwfoFDc6UToWpw0Kx/MuPGtugjzv2rPCZd0KizxjD9NMkav3yZcgcogcABi9sikhP25GdefemlAV9U6jpPdQQi7BxMyi7F1c6jHjMpGpsSg5yeN1S+k8lRAXE3wwu0SvpwL0ZqWeNnosCk8pnFLz6y2yeM64em5Nt7yZbkWrwWTVZ83aMaUFIvdqZhA5RA4AjF7plJIf11i/pLpLL68iXtSLeq9NpNJGvXphEU6QJ0pL3SxW1J3YsYmjLK+bsZo54WDxSOJsuYL3RMwZ8tZ8Ik/eLhadpxaqxR3fvMWToXyzaW6FJ8jzpqznVoMpLPL4jinhNOyYApFD5ADA6KCkML1wftyqmuntO/VMbsal4pVZuCnBXBUtZSPJkDplzKmbEFva687IGZmRGIfy7tFkeTSAn0fweYPyuMgpuQw9081ZITulZgRKD8ebW0HeXKZb3kXkhQutQ+QQOQAwOmgdiubHxZexsZBvYhH2ninhiaI9VZuTegjEnSMTEmMRM8dm5IxUww7rFI2uRxrPI/icoDzjNPVqXoVnubxlFreSJshzM92KlnUrvIepqfpI6hA5RA4AjA5aKPUis+nL/92uukdUClZ8IixCZ/Is3OSJqIqYiLKkziysTM7MyITEkSMmM8/kHDshZymLR6PruYIvKvL4q80pnKhUi4e/QnL3SsmaIM+T6Zaz9iy3rFvWjikQOUQOAIwOWpmi+XHJZWw+kWAWIdYg8jbCKqxeE0RV5LKlnlDnhIiDEZ2RevOOnWMyM0deM+QdC9PTgreCAXquzjXH5SmLRxdLDsebKwVTIGW9aH3WoiL3iehPCYgcIgcARgctpmh+HBE11H1S3bWPqIWxd2X2wtykJCFGp5TUlZVIWKKp7bCkzRF7MuOwpI2MSYwl2hotDL9zlteFCwXlWYKPjbQbEWm0CD1SOLXc4lnj6gUy3XLXnhXd+syUfKgXkyPyhjWL1kLkAAAYHWxMmF6kftzKGdVdeidzt5yaSbRymn1yeNwLE4lnJSL1knSthpz2MAJPxGrmXLQenYWZSJUkrDVjkrBeLbmJS96gPETeadkn/Z2KwlMKjzQfOy5d5Lnj6mGCPH/Kek41GIgcIgcARgebgRLz4zp07mUqpkrGZhISvhyp5zBxzlRF5JPHRKYmLlK7CEVlZ5hCXVgTJo02Y9WQZBcy5qINUTN2Tm0uUk/5m+Ij7bFTjS61OByPizwquh7LdMu7iDx3x5SszchNTdNbrVW0yLFvCgAwOtiEUi+6G1u76h4s6sVzQoiTCifH4j05Ip/8vIXIE7moohyJmTnjMALPzORMjUTT68450+65FBh1T/k7HYUnFR4i+LjFk6YvJHLvM8LxLJFnrT3LrQZTgsg/XVs3vzJFTtg3BQAYHWxqSsqPi4LQKExXz0TEbdh7duQ9OWYlImH2RETeOSESMxXHRKSmwuRc5HUTYyZi8pRh91J0HptBt1SoHtxMFCmcqAUWz1pBXjhlvTmRx7c+g8hzRY7RdQBgdPBF0KL8ODXjhFGVp2j6nIicI6/CRMrCLqTMkVJqpbgaC5vj4HVmdi6aLRchT2m75wvG87icKO3vpM4tdarJLLlci4c2eUWeVQomV+TZ1WBydkyxaNRdIXKIHAAYHWzOML3E/Dj1wbyO2hj7aJhc2HnviZx6JaIg9RCgmzEzOxd5XZnFkZkxs0hUPC4Fc9amLJY3Os8KwaPQPBWjR3aPxJ93dry5cfW8G5i2SOSJpsZ1Dcsa1nwCkePXCgAYHWwGSsmPa6xf3L5Tr7R9JR1VM4sj9bHKMI5EzVRZhFNeZybnzIyVmcVYOe9Ie8rrGWntlm36XIXHBt6D7PPE4mHMoOgEeYFF5HlF3rBm0do1C9avXZpIrIPIAQAwOtjMUi8lP86UjdlENcEhC46ZVT2RS6W+U3KknYXJRNVEgs7FjJlJxMQxkSnnUXpyRXvk7NyQvYDCI2Enp9Lzzo43N65eYO1Z3s3Ig8jra+dWbDgOkQMAo4MtkaL5cQ1rPjFVVWExU1M2VmIXSrMZs6o59iH1PQrCWdnEnBM1I2YzTXk9VHfPXabGTPEZ9ewSsBnT55ZX4RTLew9upuQofXMiz5uy3txm5BA5RA4AjA62aErKj6tf2LFLnyBwEzVlMjblaI26mjGRqPciQmbmnJCSJ2XhsDhNhL0Pp6w5i9U4X8ieOfZumTF6ahY9ejV6qSXhOEQOkQMAYPQyDNMLG71u5czqzr1VLYTpJBQF67EwXRJKYt7YOed9OlinKhGlEKw7Ih+Lzi25cUtzpEPw5El6b5XkvHgUtScz5jZA5Fll3WIi/7S+dh5EDpEDAKODrYbS6sctbt+xVyRwM1Zi0VSYrt6Tc6LGRJ48s4TariKkCTVhFnZCPhFzeBSCh0JxweqW3+jxAD2mcMpehq5R6xJEnlUNBiKHyAEAMHr5SL3wbPqqmvfaVfdUNXEUTaerKBuFdWtVot6HrVhEjapIVYJxmdmRUOYsOWUem2r+GD2+3Dx2HFuJrpQ0fbB4uFh4gjxX5KZayVufQeQAABi9fCiaH5cO0y0SOiVUiNQ5NvMJdVVCpKSiwqkReGZxjrxXMSafZ77cmtmYJcvfsSvpQJxCVZlkdF50ghwizwvKrQMAYPSyopT8uNoVM9MD7+TJOVYi8p7IOfEJZWERY+MQrDsii6XLxd+KmXNdnlVJJu5vyqrlnlpyHsbbU5PoEHkLg3KUWy9v+vXgqdNm9e23O7oCwOgVF6YXyXhfs8AsWhUm5EzUe3LkWKJpdNKQ1k4hWPdEopYK1rP0nenyzFH3WAhO6bF3pdgIfCoWD83DGva8Io8XWofICaPrAAAYvewpmh9HRGvrFoSk9zAtLlVkypoQqVLvSZjZ2JRTwXpIlyM1S+6vllUuznK2ZIlPh1PWJHoqGy4Wi1Mo5K4aJdCh0DpEDgCA0UHR/LiwjI3MVInFNKFURY5IE8Li1TlRojCfHhLdvbes6NxbSu25Os+aEaecgnF5B9UpVuEVIofIK4rccfV5c2ePHr7H3CXRL07d6lUX/2D8W/94paFh7T4DBl9w8S8GDPoq+g3A6OVPKflxjfWL23fsycymys6FLDnRYHKvwhRqvyaDdUpG55JVzD1roF2zSr0mA3Gi1Ih6PBy3dIAOkUPkoFnOOePoE04589Y7HyWipx5/8NSxI+564K9DDz4EPQNg9DKnlPy4upUz2nfsSWZEbGZMbKZKkpS6sYTTKFhPB+eaP609e6e15Ih6MvIOFzUE6KnZ8aT1IXKIHBRi3LcmXHTpdeF4nwGDyez2ydfA6ABGr5QwvVh+3CchOlc1J8mJcMkvdSMrfDvNynjPSXCj5NR4ZvgOkUPkoCRGHX5M/PTQMcc+NeVBdAuA0SuCUvLjGuoXVnfuzSF0FokC8VypG1F2inseeWdeyBZ5bGVatPMKRA6Rg8xfpYw/i30iET/t3KVr/HT7HXZauaIGfQZg9AqSepH8uBUzO3TcOYTpQnmkziJJVfuCQk9Xi0sF67kij22tBpFD5CCDLl23r61dFb+yYvmyjBaZZZ1YBJ0GYPQKonh+XMPidQ1L2nfsxcxZUmdHRKQJLfwNEg/E45F6rsjDKUQOkYO89Ou/xxuvvrD/kGGpK889/Qi6BcDoIKK0/LiZ7Tv2IrOsCMBMfbQbS1LkPk+Ynjs1njZ9lshr5zfUQ+QQOcjPxPMv+d6Zx7HIoaOP+fzzzx//y72vvfw8ugXA6CDN+LO+VUp+XFiRpkoZY+/Bzc2Pt2fF4kTx/c4hcogctICRo75xz8NTb73pl/fccXOnLl2HHDD8hlv+dOpxX0PPgFaBU5UNwFbN9yf+uLDUu3/lsOrOvZmZmEXC/zgZghtRnn1ZUi/F09womb7euPYziBz7pgAAEKODVqboMraQH5cdpkchuBI1u3ANIm8uKMe+KQAAGB20PkWXsaXy49LxdypxvZliMhB5XpFjdB0AAKODTS71wknvq2veb9ehRypMzzI35akHB5FD5AAAGB184ZS+jK05kaei9sa1i+prP26EyCFyAACMDr54SlzGlgrT84i8flF93fzG+kUQOUQOAIDRwWYO04suY0vF5RA5RA4AgNHBFkopZd7X1s1v16EHEa1vrFm75hOIHCIHAJQHKBpccVJf9ukrC+dMWThnSs1nb1SyzkeMHHrdby77xzvPXvebyypE5488eNfY0YMH9O908jHDHrj39qxEyJY2a8W7b6I7bo39P/2dN/r14Ph/s2a+X8bP5H9nz0j9P934RxfPJGL0cqNofhxRRdcUqtiI/N47J9/068uvuvZ3A/c78P333vr5JZN8InHG2edtWLNWvPsmuuNW2v+z//PvIQeOuO2ux1JXOnXqUsaPZd9+u78zc/mC+XNOOvqgjew6PJOEmnFlSdH6ceLaQeQVhZkduG/3K66efOSx48KVZ5/88y8v/8Eb733mnGtps1a8u4hsijtupf1PRFf+9FxXVXXF1ZMr6vmcN3f26OF75JURnskWgVH38gzT0QkpkVfa0Hpe6mpXrVxRM2zEoakrQw8+ZMXyZbWrV7ao2fKapZf86OxRB/Xfp2/1CUce+OTjD+SORvbrwfPmzi7xbUv8wSqk/4noo1kf9t9tL59IrGtswO8vnkkYHZSUH1fe7D9kAEQeZ9WqFUTUMTZ+27lzVyKqq1tderN5c2YdMXJvFrnxlvue/Nv0cad95/pfXPSrK3+4MXcv8QerkP43s49mf/jYn+/Zp2/1vv06HjFy71de/CseXTyTpVMm8+iPPnz38888Wle7ev36xm22bbvvgCFXXnNLhUu92Gx62QblKLeeS4ha4mOGrqqKcqsENt/MzC6+4MyTTzv74suuDy/t0ne3IUNHjB09eNThxww9+JCNuXvRH6xC+n/Z0s/q19T12WXXa2+8c4cduz3/7GPnnXPyb29/6JDDj8aji2eygox+4ilnnnjKmTVLF7/68vOX/Ojs9u07VPg3eAn5ceUmcqxA26Qs/mzhjA/e/fXNdy+vWZq6WF3d6fAjjntqyoMD9ztg7dr6dAC0cnnI52rXrn11x07ovRLp1r3X1Gmzdum7W9gI8dTTv6veX3vVhZVsdDyTlWj0wE7de/brv8cZZ513zqSLK/xZL6V+HEReOQRD+EQiRBvhmIhEpMRm8+bM8t6PHrFn7psfNHzUow/ffdWl6UzgU8eOCAfjJ/zgsl/cXOBtQ9xT9AernP7v22/3+JUxR5145SWTamtXdemyHR5dPJNbsdEn33jVyaee3b3nl4joT3+85Yyz8q8cqG+qvfvtm88f9nMiql29ctorU8+/8MouXbfHl3jR+nEQeeUQfFBbu2r7HXYKV8Kk4Hbb71hiM2HZdtu202evats2/0KJ08/6fjjo14OnTpsVN1OBtw3flUV/sArp/59ccOawEYcdc/xpqSuJRBMROXF4dPFMlsKW+0fHhx+8e/lPv0dE7737Zu3qVXnbrPYrv1bXZ3K7q4ho6eJFv/r5j4aPHA2dB8ovPw6J6xv+tdh1++49vvT6q39LXfnnGy/v1K1HGIc0s/AtVqDZzr379um76z133Bx/2xXLlx00qNfLf392g+9e+AertP7vs8uu9941ORwHpjxy3x57DejYqXOlPbF4JsstRv/ldbffeP2lT015cMG8/+Zd2r903aKz3j5i3ZDGKq568aOnr5twYe/euw4ajC/6DKmXwWw6IvJW+MtdZMK5F115ySRiHjjogBn/nn75xRMnnHtRGHucP++jsBq4cLMbb73/m8eP/HThxyeMG7/Djt3e+9c/b7r+8kMOPWrkqG9s8N2ZucAdK63/v/2d86c8et/3zj5+0gWXdezU+flnHr39t9fc/fDUCnxi8UxuGFtWhZnXpu7b0NhnvwMv7NZjOBG98PwTH/zrrQH7HXDYmLFZLVesW3baC1+b/+WPqC/RXOLJ0r9mzz/e+VwYpQeBd99+7/sTf5znad4aKsxA5K0e9Dxwz2333jn5s0Wf9O2/x5ijTph43iUhoTde36NAMyKqWbbk/6679J23pi2vWdp/t73OnHDBkceOy/qm+93NV592xsSu2+1Q4t0L37HS+r+2dtVN1132t+emrF+/bt+BQy782bX7DBhc9g9nboUZPJPlYPQnHhqoiZkiifWJcceN+31dbePPLpxwzQ1/2Kl7z6yWEx8Y+/c9n6Q+RB2IPiR6l86VS48efmr/3fbCd3ecvPXjtmSjQ+QAALBhbFmj7nWrP+rSJUFE7dr8+a3Xlg884CEiytU5Ea3sUkNExETRjqD06ovPvfnES0TUo+eXRh565PEnfxufLm09+XEQOQAAlJXRv/yVvvV1M8Nx27ZUVdVmzFEn5m15x+inR63tt6ZrLa0iIhrT+4TDvnncnv0HIkbPYgvPj4PIAQCgtdiyRt2n/+ObixY82Gvn4QcMmeu3XVQ4Ff+v2/zlik7nXr3092OqTsQHWYCf/PiKrPy4zT7qDpEDAECZGz2J9u3u5i0t8oPVyOJJXU/83epHd9Ke+CALkJsft7mMvv+QASedfDREDgAAm4Itc/WazFtqfbtzUal31q7QeVG2hPpxKLcOAACVafSS+KDN2wd+/nV8hKWwufLjMLoOAABfXDS8xf5kIUwv0OAzt6Cb77WRd7n/nttSu97Wrl55/z23leXH/AXnx6G4W+XQrwejE9CN6EzE6KVKvbmx9xlt/nV646SNvMVeew+afMNVhx0xtm3bdtNemZq3OF3ZSH1T149DRA4AADD6hrDcLe3t+2/kmwwaPPS2ydecftKooQcfcs6ki8u4Jvym218VIgcAABh9w8P0OllFRJ21FXYYPOucH778wjNvvv7SfY+8WMafdKvnx0HkAAAAo7eC1Be4OTv67hv8nnVLFz/168sPH3Nst8OPqVrXuE1VFRO99twTI44YW8Yfdqvkx0HkAAAAo7cmC938vZv22+B//sR5py98/aWPH/rjx0Q/61B9RYfqnepqn378gfI2+sbkx0HkAAAAo2+SMH25W9rDb+A2ayte+/uSf75GRDOIDiC6tqlp0XY7fPnW+3d+/cWy/7xbmh8HkQMAAIy+aXm/zZvD/3dli/6JW7q47ftvbzNndrcnH/5DIjGeaAmREn00fNSJN/6hfbee/Q89suw/7xLz4yByAACA0b+gMH2JW9Q/UdKmLO1fmbrNrA/bvfEyEa0b9vX/7TNo9Xk/rXnhmV3vuMkT9fzh5QMOGlk5n/fgrw4a8tX9p0//D0QOWovx353Gws45FmFmFmFhFhFmqXIsnDxhZnFV6TbCzMLiXPLV5BtUSXgpeYWck+QpMTMLO5c+DW2Yw0UKp8LEwk6IU6dMIiTC0TETM7GQk9gpm3B0JRwzRQcixkxClnpJ2JgtdYXJHFs4SLY0YWVKNosOoitM0X9Cnoi4YR6TshmTsamYDwcZV8wouqJkJurJlE2ZktejK0am0YH3bEqZVyhcUU0fqCeN2oQD88krqmZGquZ9aGyhgZp5n3Gq0b8yVVMz03CsCW9q8Waa0KhNsrEmvPr0qan5Jp9sYOrV1HyTmjdTVW/mTb3p56peLWGaMEuYNpl9bpX8y7g1xegpqc+pmll4yD0Vjref+lTj6GM+7797/XGn+diurHbYUeMOO6oyP/KTTjk+y+gQOQAAwOibSe1tpg9sGlpiOI7PODcQDwfYNwUAAGD0zR2mrz9l2MoJ5EoKx0EuEyeN33OvXbFvCgAAwOibmVf9tG+s/HaXx25AOL5hnDH+JHQCaBWGHfUKOmHjmTtvHpmhH1qnM5dUbk9ufUafu9TX77Bvu2kvNfU5COE4AAAAsLUanUmeWzGDTqAGfHoAAABAEkEXAAAAADA6AAAAAGB0AAAAAMDoAAAAAIDRAQAAABgdAAAAADA6AAAAAGB0AAAAAMDoAAAAQJnClVwCFwAAAECMDgAAAAAYHQAAAAAwOgAAAABgdAAAAABGBwAAAACMDgAAAAAYHQAAAAAwOgAAAACjAwAAAABGBwAAAACMDgAAAAAYHQAAAIDRAQAAAACjAwAAAABGBwAAAACMDgAAAMDoAAAAAIDRAQAAAACjAwAAAABGBwAAAGB0AAAAAMDoAAAAAIDRAQAAAACjAwAAAABGBwAAAGB0AAAAAMDoAAAAAIDRAQAAAACjAwAAADA6AAAAAGB0AAAAAMDoAAAAAIDRAQAAABgdAAAAADA6AAAAAGB0AAAAAMDoAAAAAIwOAAAAABgdAAAAADA6AAAAAGB0AAAAAEYHAAAAAIwOAAAAABgdAAAAADA6AAAAAKMDAAAAAEYHAAAAAIwOAAAAABgdAAAAAPT/HejOS4LC6jYAAAAASUVORK5CYII="
+    }
+   },
+   "cell_type": "markdown",
+   "id": "e7d815e0",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\" align=\"left\" width=\"500\"/>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1450f45",
+   "metadata": {},
+   "source": [
+    "### The jacobi method"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_08.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "e794b036",
+   "metadata": {},
+   "source": [
+    " <div>\n",
+    "<img 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\" align=\"left\" width=\"300\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "bb20b40a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "jacobi (generic function with 1 method)"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "function jacobi(n,nsteps)\n",
+    "    u = zeros(n+2)\n",
+    "    u_new = zeros(n+2)\n",
+    "    u[1] = -1\n",
+    "    u[end] = 1\n",
+    "    for istep in 1:nsteps\n",
+    "        for i in 2:(n+1)\n",
+    "            u_new[i] = 0.5*(u[i-1]+u[i+1])\n",
+    "        end\n",
+    "        u[2:end-1] = u_new[2:end-1]\n",
+    "    end\n",
+    "    u\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9d251dba",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7-element Vector{Float64}:\n",
+       " -1.0\n",
+       " -0.6666666666666666\n",
+       " -0.3333333333333333\n",
+       "  0.0\n",
+       "  0.3333333333333333\n",
+       "  0.6666666666666666\n",
+       "  1.0"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "jacobi(5,1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dda71761",
+   "metadata": {},
+   "source": [
+    "## Parallelization strategy"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c5a0d60",
+   "metadata": {},
+   "source": [
+    "### Data partition and dependencies\n",
+    "\n",
+    "`u_new[i] = 0.5*(u[i-1]+u[i+1])`"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_07.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "52626d50",
+   "metadata": {},
+   "source": [
+    " <div>\n",
+    "<img src=\"data:image/png;base64,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\" align=\"left\" width=\"450\"/>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5e089f4",
+   "metadata": {},
+   "source": [
+    "### \"Ghost\" entries"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_09.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "1dc26426",
+   "metadata": {},
+   "source": [
+    "\n",
+    " <div>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "acbbd646",
+   "metadata": {},
+   "source": [
+    "### Remote channels"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_06.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "08dab820",
+   "metadata": {},
+   "source": [
+    "\n",
+    " <div>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "034fa536",
+   "metadata": {},
+   "source": [
+    "## Implementation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a98e7ef1",
+   "metadata": {},
+   "source": [
+    "### Disclaimer\n",
+    "\n",
+    "The most natural way of implementing a distributed Jacobi method is to use a library that provides distributed arrays:\n",
+    "\n",
+    "- [DistributedArrays.jl](https://github.com/JuliaParallel/DistributedArrays.jl)\n",
+    "- [PartitionedArrays.jl](https://github.com/fverdugo/PartitionedArrays.jl)\n",
+    "\n",
+    "We will use low-level Julia functions as an academic exercise.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a2437ae",
+   "metadata": {},
+   "source": [
+    "### Adding some procs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d95ff334",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Distributed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2d64e580",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "addprocs(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9cd52702",
+   "metadata": {},
+   "source": [
+    "### Helper functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4aad98a4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function initialize_vectors(n)\n",
+    "  @assert mod(n,nworkers()) == 0\n",
+    "  local_n = div(n,nworkers())\n",
+    "  u = zeros(local_n+2)\n",
+    "  u_new = zeros(local_n+2)\n",
+    "  u[1] = -1.0\n",
+    "  u[end] = 1.0\n",
+    "  u,u_new\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3fceebbd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function compute_error(u,n)\n",
+    "  local_n = length(u)-2\n",
+    "  u_exact = copy(u)\n",
+    "  p = myid() - 1\n",
+    "  for local_i in 0:(local_n+1)\n",
+    "    global_i =  local_i + (p-1)*local_n + 1\n",
+    "    Δ = 1/(n+1)\n",
+    "    u_exact[local_i+1] = 2*(Δ*global_i-Δ)-1\n",
+    "  end\n",
+    "  maximum(abs.(u[2:end-1].-u_exact[2:end-1]))\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd06d27f",
+   "metadata": {},
+   "source": [
+    "### Distributed Jacobi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "56d3bd49",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function jacobi_dist(n,nsteps)\n",
+    "  nw = nworkers()\n",
+    "  ftrs_prev_snd = Vector{Future}(undef,nw)\n",
+    "  ftrs_next_snd = Vector{Future}(undef,nw)\n",
+    "  fun = ()->Channel{Float64}(1)\n",
+    "  for w in workers()\n",
+    "    p = w-1\n",
+    "    ftrs_prev_snd[p] = @spawnat w RemoteChannel(fun,myid())\n",
+    "    ftrs_next_snd[p] = @spawnat w RemoteChannel(fun,myid())\n",
+    "  end\n",
+    "  ftrs = Vector{Future}(undef,nw)\n",
+    "  @sync for w in workers()\n",
+    "    ftrs[w-1] = @spawnat w jacobi_worker(\n",
+    "            n,nsteps,ftrs_prev_snd,ftrs_next_snd)\n",
+    "  end\n",
+    "  reduce(max,fetch.(ftrs))\n",
+    "end\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab2c25f3",
+   "metadata": {},
+   "source": [
+    "### Exercise: complete the cell below"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "739ccfa5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function jacobi_worker(\n",
+    "  n,nsteps,ftrs_prev_snd,ftrs_next_snd)\n",
+    "    u, u_new = initialize_vectors(n)\n",
+    "    w = myid(); p = w-1\n",
+    "    # TODO: Setup channels\n",
+    "    #chn_prev_snd\n",
+    "    #chn_prev_rcv\n",
+    "    #chn_next_snd\n",
+    "    #chn_next_rcv\n",
+    "    for step in 1:nsteps       \n",
+    "        # TODO: Communicate\n",
+    "        # Local computations\n",
+    "        for i in 2:(length(u)-1)\n",
+    "            u_new[i] = 0.5*(u[i-1]+u[i+1])\n",
+    "        end\n",
+    "        u[2:end-1] = u_new[2:end-1]\n",
+    "    end\n",
+    "    @show u\n",
+    "    err = compute_error(u,n)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "edbb2318",
+   "metadata": {},
+   "source": [
+    "### Test-driven development"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b2301383",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "err = jacobi_dist(6,1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63ec8554",
+   "metadata": {},
+   "source": [
+    "### Remember: remote channels"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_06.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "d4f59c15",
+   "metadata": {},
+   "source": [
+    " <div>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2d8bdbc",
+   "metadata": {},
+   "source": [
+    "## Possible enhancements"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0af07603",
+   "metadata": {},
+   "source": [
+    "### Is it possible to overlap computation and communication?"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_jacobi_09.png": {
+     "image/png": 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7ImeRpLKxoEqSJKVvIfAmcDBhVv4fEq5rLUndigVVkiQpfeuBhuK4L/B+4AngLdESaW/1jR1ASpkFVZIkqTr8MjfuS7gO5kLgg3HiaC/0JRyuPQsnvpLaZEGVJEmqDnOATbnlDBgG/GvxsX4xQmmPXE84l/g84KDIWaQkWVAlSZKqw/3AxjbuHwRMBZ4FTqhoIu2JvwQ+DDQS9novjxtHSpMFVZIkqTqsAra381gfYDThMOArK5ZIu2sy8M/F8ReA+RGzSEmzoEqSJFWPxzp5/ADg68AdFcii3TMcuJXwR4Q7gH+KG0dKW23sAJIkSdptdwJnA3Ul928GXgRuBx4H1lQ4l9pWC/w3cAjwR+ASoBAzkJQ6C6okSVL1uA9YR9grB+GQ3z6E2WGvwENHU/OPwJ8BG4DzCZcLktQBD/GVJEmqHksIk+xAmNH358APCb/T/Qg4OE4steEi4K8Je0w/QpjESlInLKiSJEnV5RlC6XkWeA/wGeApwl7Vm/D3uxRMIvzhAOCbwP9EzCJVFd/AJEmSqsscwl7UC4oftxD21m0CzgS+Ei+agDFAPdAfmIdfD2mPWFAlSZKqyzzgu8DS3H3PAp8sjr8CnFfpUAJgCOHrM4IwWdVFtBySLWk3WFAlSZKqyyLg823c/2PCtTYzwvmox1UylOgD3AYcAywHzgU2Rk0kVSELqiRJUvfxN8DdwP7AT4HBceP0GBnw78AZhJl6/w+wLGoiqUpZUCVJkrqPRuCDwGLgCOD/4e97lfAN4EOEy/6cDzwZN45UvXzDkiRJ6l5WE85B3QScDXw/bpxu76PAFwkzK88Efhk3jlTdLKiSJEndz5PAJUATYfKky6Om6b7eBVxfHF9NuMyPpH1gQZUkSeqebieckwpwLXBhxCzd0TsIr3Et8B/A1+PGkboHC6okSVL39U/Adwi/8/0XcFrcON3GZOBOoC/wM+ATceNI3YcFVZIkqXu7nDCjb3OZ8vIz++Zk4OeEmZLnEa512hA1kdSNWFAlSZK6tybCzL4PAkOB+cBRURNVr1OAXwCDCJMhXUCYuVdSF7GgSpIkdX9bCBP6PA6MAP4XODxqoupzGqGcDgZ+DZxLeF0ldSELqiRJUs+wDjgDeAIYBfwKGBMzUBV5O+Fw3oHA/YSyvzFqIqmbsqBKkiT1HOsI10Z9DjgUuBdLamfOAe4GBhQ/no3lVCobC6okSVLP8jrwTuBFwmG+vwGOiZooXR8nTDC1H2HW3vPwsF6prCyokiRJPc9y4E+B3wOHAAuAU6MmSs8XgNlAL+A/CRMibYsZSOoJLKiSJEk902vAO4CHgSGECYBOj5ooDXXAjcC3istfAz6Cl5KRKsKCKkmS1HOtIRzuey8t51heGjVRXMMJl4+5hFBIPwlcHTOQ1NNYUCVJknq2jcA04L+BPsAPgesIh7b2JBOAR4AphOJ+NjAraiKpB7KgSpIkaRtwMXAl0ARcDtxFuOZnTzADeAAYDbwA/Alhr7KkCrOgSpIkCaAA/APwXmATMBV4FJgUM1SZDQZuA24C+gFzgJMJl+GRFIEFVZIkSXn/Q5jhdwkwjjDD7+eBLGKmcvhz4HHC7Lzbgb8mXEbmzYiZpB7PgipJktS+WcB8wiGvPckThHMybyWcl/ptYB5wcMxQXWR/4F8JkyGNBRYRDun9F8JeZEkRWVAlSZLa92eEWW5Pih0kgnXARcDHgc3AWcCzwF9Svb9DngU8CVxWXL6eUMR/Gy2RpFaq9c1FkiSpEhpLPvZE/044D/UhYBDwfcKEQsfHDLWHjiCcX/pzwl7TxYQ/PHwK2BAxl6QSFlRJkqT2nQwcAMyMHSSyZwmHwV5GOEdzMuH8zRuAQyLm6sxBhMOTnwamE841/TZwAuEQX0mJsaBKkiS1bzOwlnAZlp6uCfg3YDxh5tta4GOEy7J8GzgwXrRdDAOuJewp/TzhPNq7CHt9/4Zw7VdJCaqNHUCSJCkxU4G3ltz3DFAfIUuKVhAuRXMq8PfA6YQS+CngJ8D3gKciZZtQzPEBwmVjAB4GvgL8IlImSXvAgipJktTaecAnS+77CRbUUg8B7wDOBL4OnEKYUOnjwH3AjYTzPteVOcdBhK/ZR4sZ8vm+RjjvVFKVsKBKkiS1dgMt5yfOJEymo/bNL96mAJ8F3k24xuifE875nA/8FLifcEmXfVUDHEvYc3s+4ZqtvYqPbSNcx/V64DddsC1JFWZBlSRJau3x4g0sp3viweJtJGFv5gWEyYjeVbwBvAYsILy+i4q3pcBqwjmueX0Jswa/BTiSMBPvBEIRHpxbrwA8Srhm603Aqq79Z0mqJAuqJEmSutIKwiG/XweOIhTVswiXqhkBvKd4K7WDlsmLBtDx76kbgIWEw3d/CrzcFcElxWdBlSRJUrn8Efi74q2OUFKnAMcAhxP2jo4CMqA3MKTk85sI5fNFwmzBzxD2wD5Jz742rdRtWVAlSZJUCdsI5XJByf29gIHAfoTDejPC5X02AesrGVBSfBZUSZIkxdRIuNbs2thBJMVXEzuAJEmSJElgQZUkSepI83mOfaKmkKQewoIqSZLUvtXFj4dGTSFJPYQFVZIkqX0Lix/fBkyMGUSSegInSZIkSWrfLwiXNDkB+CXhuptvFh/7KXBPpFyS1C1ZUCVJktrXAJwD3E64hudFucdewoIqSV3KgipJktSxpYRDfI8DxhCu1QnwVKxAktRdWVAlSZI6VyAUUkupJJWRkyRJkiRJkpJgQZUkSZIkJcGCKkmSJElKggVVkiRJkpQEC6okSZIkKQkWVEmSJElSErzMjKrCHXfcMSZ2ho7U19cfuHbt2r4AK1asWP/www+vj52pxABgUHG8HVgZMUtb+gDDcsvLCZd0SMa55547sqampgbgpJNOWn3cccdtiZ2pPfvtt9/6s846a00ltnX33XcfvGXLlrpKbGtvLFiwYOCiRYsGAmzcuHHr/Pnz34idqUQdcFBueVmsIB04JDdeBWyLFaQdB9JyXdINwJsRs+xi8uTJA0aMGDEIYMCAAdvPP//81N5/WznvvPOWZllW9vffW2+9db/evXsPL/d29taOHTuym2++eVTz8iOPPLJy+fLl22NmasMwws9PCN/3GyJmacvA4g1gK5DU++/YsWPr3vrWt+58/50xY0aK7787DR48+LXTTz99a+wclWBBVfKuueaamtra2sWxc3Tk0Ucf5amnvDRed3bnnXfuHI8fP57a2nTfPnfs2PF94NOV2Nb27dvn1NbWTqrEtvbGkiVLuOOOO2LHUA+2cOHCneNx48Zx4YUXRkzTuXvvvXcwFSj5ffv2/Yssy35W7u3srYaGBt87urnFixezeHHLr5eXXHIJxb9DJ2nTpk1nAffEzlEJ6X4VJEmSJEk9igVVkiRJkpSEdI9Rk9r3wSzLFna+WuVs3br1CYrnWUyYMOGxJ5544r2RI5W6CTitON4MHB8xS1veC3wzt3wKiZ2rUldXt2jbtnDq3XPPPXf95MmTr40cqdT1hULhzMgZrs2y7PrIGVpZuXLl7cAEgDFjxry5ZMmSkyJHKvVx4Mrc8uGxgnRgUW78LeCGWEHa8Tg7z7Ef+Tx88coO166wI4+888vPPz9/AsCOHTu2ZFl2XOxMeU1NTccncKhtcq/LK6+8ciDwcPPyKaecctXDDz98a8RIbXkK6FccLwBmRMzSlluBicXxeorvxamYMmXKpQ8++OCXmpfXr19/9JAhQ3bEzFSqUCi8QA/coWhBVdUpFAqvTp8+/aXYOfLGjRvX1Dzu27fvNiCpfITJCZoVSC9faRldCrweI8ju2LRp07pp06Yl9RrOnTt3c+wMwNrUXpcpU6bsnNCntra2ifS+99eWLKeWr9Ra0svY2DKs3Q6XLY8XZVd1db/c+T1YKBSaUvs/MmfOnKGxMwCF1F6Xiy++eFN+ediwYW+Q3vd+U268lfTy5SdUS+79d+jQoavzy3PmzFl82223JTURVn19fewIUfS4Ri5JkiRJSpMFVZIkSZKUBAuqJEmSJCkJFlRJkiRJUhIsqJIkSZKkJFhQJUmSJElJsKBKkiRJkpJgQZUkSZIkJcGCKkmSJElKQm3sAD3IYcBooD+wDPgDUNiH5xsOvAUYDKwHFgMr9jGjJEmSJEVTDXtQbwR+W7xd1Mm6B+TW/S0wqrzRdjEfWFS8DS3eNw14BFgC/Br4OfAUsBT44B4+fx/g08DjwKvAg8A84AFC6X0MeB+QtfG5E3LZftfOOrvjwNzzLAKG7OXzSJIkSVIr1bAH9WhgYnE8rJN1e+fWBagrS6L2HUrYq9k8/hjwTdoug4cCPwIOAv55N577aGAOcEQ7j2fAScDNhCJ/MbA19/izhMLe/JqMA17Yje2WOoWWf+MLwNq9eA5JkiRJ2kU1FNRq9QHgcqAJ+AVh72aBUPDOpKW0/j3wU8Ie1fYcD9xH2EPc7FfF+9YQSu5ZwNuKj51HKL8X5tbfStir/CfF5VPY+4La7IG9+HxJkiRJapMFtXw+T9i7+C7goZLHzgduJxxi3Rf4MPC1dp5nP+AWWsrpSsIe0vtK1rsa+BDwQ8Ke5AuKt9tz6zxA64L64z349zTLF9QFe/H5kiRJktSmajgHtVplwEfYtZwC3FG8NTuzg+f5BDC+ON5OOKf1vnbW/RHhkOJmV5Q8ni+Up7DnMuDk3LJ7UCVJkiR1GQtq+TxDOGe0PXNz42PbWScDPpdbng082sl2vwvsKI5PAcbmHltAy8zBJxL23pYaSzjHtK0Jpo6iZVKklcDznWSRJEmSpN1mQS2f+Z08viw3HkLbh1sfC4zJLf/Hbmx3NWGW32ZTcuM1hOIMYUbgCSWfOw54iTA77x/ayFR6eO++XCZHkiRJklqxoJZPZxMQvVay3L+Ndf40N95IuDzM7ngpNy6d9Td/WG7pYb5/kRsPAiaXPO75p5IkSZLKxkmSymd9J483lCy39ceC/GG2ven88F4Ie2MPLFnOW0A4rxV2LahTS5bPAn6TW3YGX0mSJEllY0Etn6YueI78ZWXqaH2N193Vr2S5vT2ofYDTi+OfES5VMxX4Uu55ji+ON9P6MGJJkiRJ2mcW1LTlS+7rwK/34jkeK1leDCwn7J0dCwwjTHg0GRgAbACuIhTUCbnHTyLsxQV4mJaJmCRJkiSpS3S3gtrd/j1rc+NFwHu76HkfIFxLFcJe1HpaDu+9F3iueDuacF7qj/HwXkmSJEllVg2TJDXmxn06Wbf0fMtqtyQ3PqQLn7et66E2T5A0r/jxruLHs0rWK/18SZIkSeoS1VBQN+XGIztZ95hyBokgP0HRaML1SbtC6XmowwiH8xaAnxfvby6qZxK+T5oLaiOwsItySJIkSdJO1VBQ85djGdPJutPKmCOGF4Bnc8uf6aLnfZKWWYZPJhzeWwP8nnB+KoQSu55QXt9FKMilnytJkiRJXaYaCuqTufE7aT2zbd4xwPvKH6eiCsC3c8ufofW1SjtSy66XjWmW3ws6CPhscTwvt852YH5x/JXc/Z5/KkmSJKksqqGg3pUbDwRuIsw2mzeJUK4KlQpVQTcB9xfHvYA5wBVA33bWH0O4NMwLwPc7eN78eaSTih/nlawzr+Tx0s+TJEmSpC5TDbPePgfcTctkPdMIkwctIJyfehTwViADPkkoZb0qnrJ8GoH3A78CjiRcD/Va4MuE1+AVoAEYQXgd8uepLurgeUv3hK4BHiq57+eE0p918HmSJEmS1CWqoaACfIowYVDzTLYHANNL1rkWmEU4HLWzyZSqzQrCdUpvBM4p3jcQOLuTz3uug8ear2XafG3Te2g9YzLAq8DjwMTicvM1VCVJkiSpy1VLQV1CmEX2G8C7CedNQthz+CvgO7QcCvxjYGxxnJ8BuBLupuWc2aWdrLsBuC23vL2T9dcA5wKnAZcSZtctvfTMWuB3hGuZ/gx4poPn2wx8l5bJj25sZ73vESZJglBqJUmSJKksqqWgQtiLeCnwCeAgwvmzr7LrXr8vVDhX3l/twbrLgffuxTYeoOUw237AUMJe0LXF2564YjfWual4kyRJkqSyqqZKzFM7AAADyElEQVSC2mwHoawq7AXdHDuEJEmSJHWFaiyo+yIDBnfRc70JNHXRc0mSJElSj9fTCuoBwBtd9FyHAS930XNJkiRJUo9XDddBlSRJkiT1AD1tD+oawl7UrvBmFz2P9lCWZbfW19d3NutxRV111VUDm8ePPvroJNI7Tzr/fd+P9PLtV7L8exI7hH779pZvuQkTJnz6sssu+3DEOLsoFApDYmcArqqvr/9M7BB5N95449Dm8eLFiweR3vd+/5Ll1PKV+hJ7NiFgJeRO3Vl+NPS5q/1VK++ZZ7LmKw/Qp0+ffvX19al9jXt3vkrZ7Zfa67J58+aam2++eefyvHnzrgW+Fi9Rm/LvH6eR3vvH0Nx4IInlmzdvXqv33w984ANLZsyYEStOe3rkzsSeVlAL7PlMt0rP0M5Xqawsy3aOGxoa+gAHx0vTqYy08wEMjx2gVKFQ2DmuqanZH9g/XppkDSjeklFT0/KzvbGxsYb0v/dTzzeweEtUYy00Hhg7RV5j62sNVMP7bwzJvS759w6AxsbGwXTdPCblUEdir2GJ5N5/G0v/c2ZZUvl6sh7ZyiVJkiRJ6elpe1BVha655pqmuXPnfih2jo6ccMIJx44cOXIwwPLly195+umnU5tA6xDCxF4AG4AnI2ZpywDghNzyQ+x6jeOozjjjjFNra2t7AfTv3//ZLMvWxM7Unqampj9Walu9evX6cqFQSGqPVd7IkSMPmzp16iEA69evX7dw4cI/xM5UYhBwXG55QawgHfiT3Php0jvF5Vha9mwtA5ZGzLKLY445ZtTo0aPHAAwePHhDlmWpvf+2MmTIkIpcvq62tvaxpqamZH+2Z1nWa+rUqac2Lz/xxBNPrly5ckPMTG04npYjGpYSvv9TMho4tDheByT1/jtixIhBJ5544s733yzLHsyyrNDR58RUW1ub9HtHV8pmzZq18wuRZdlRM2fOfD5mIEmSJElSzzB79uwjC4XCzj+ue4ivJEmSJCkJFlRJkiRJUhIsqJIkSZKkJFhQJUmSJElJsKBKkiRJkpJgQZUkSZIkJcGCKkmSJElKggVVkiRJkpQEC6okSZIkKQkWVEmSJElSEiyokiRJkqQkWFAlSZIkSUmwoEqSJEmSkmBBlSRJkiQlwYIqSZIkSUqCBVWSJEmSlAQLqiRJkiQpCRZUSZIkSVISLKiSJEmSpCRYUCVJkiRJSbCgSpIkSZKSUJtfKBQKY2bPnh0riyRJkiSpBykUCmPyy7Ulj99TKBQql0aSJEmSpCIP8ZUkSZIkJcGCKkmSJElKwv8Hrm+iffGnhpYAAAAASUVORK5CYII="
+    }
+   },
+   "cell_type": "markdown",
+   "id": "d401c647",
+   "metadata": {},
+   "source": [
+    "\n",
+    "<div>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "80e67eb9",
+   "metadata": {},
+   "source": [
+    "### 2nd exercise:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f9aaa50c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function jacobi_worker(\n",
+    "  n,nsteps,ftrs_prev_snd,ftrs_next_snd)\n",
+    "    u, u_new = initialize_vectors(n)\n",
+    "    p = myid()-1\n",
+    "    chn_prev_snd = fetch(ftrs_prev_snd[p])\n",
+    "    chn_next_snd = fetch(ftrs_next_snd[p])\n",
+    "    if myid()!=2\n",
+    "        chn_prev_rcv = fetch(ftrs_next_snd[p-1])\n",
+    "    end\n",
+    "    if myid() != nprocs()\n",
+    "        chn_next_rcv = fetch(ftrs_prev_snd[p+1])\n",
+    "    end\n",
+    "    for step in 1:nsteps\n",
+    "        # TODO overlap communication and computation\n",
+    "        if myid() != 2\n",
+    "           put!(chn_prev_snd,u[2])\n",
+    "           u[1] = take!(chn_prev_rcv)\n",
+    "        end\n",
+    "        if myid() != nprocs()\n",
+    "           put!(chn_next_snd,u[end-1])\n",
+    "           u[end] = take!(chn_next_rcv)\n",
+    "        end\n",
+    "        for i in 2:(length(u)-1)\n",
+    "            u_new[i] = 0.5*(u[i-1]+u[i+1])\n",
+    "        end\n",
+    "        u[2:end-1] = u_new[2:end-1]\n",
+    "    end\n",
+    "    @show u\n",
+    "    err = compute_error(u,n)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9f12348",
+   "metadata": {},
+   "source": [
+    "## Solution of the exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7d067f8",
+   "metadata": {},
+   "source": [
+    "### 1st exercise"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e2514b0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function jacobi_worker(\n",
+    "  n,nsteps,ftrs_prev_snd,ftrs_next_snd)\n",
+    "    u, u_new = initialize_vectors(n)\n",
+    "    p = myid()-1\n",
+    "    chn_prev_snd = fetch(ftrs_prev_snd[p])\n",
+    "    chn_next_snd = fetch(ftrs_next_snd[p])\n",
+    "    if myid()!=2\n",
+    "        chn_prev_rcv = fetch(ftrs_next_snd[p-1])\n",
+    "    end\n",
+    "    if myid() != nprocs()\n",
+    "        chn_next_rcv = fetch(ftrs_prev_snd[p+1])\n",
+    "    end\n",
+    "    for step in 1:nsteps       \n",
+    "        if myid() != 2\n",
+    "           put!(chn_prev_snd,u[2])\n",
+    "           u[1] = take!(chn_prev_rcv)\n",
+    "        end\n",
+    "        if myid() != nprocs()\n",
+    "           put!(chn_next_snd,u[end-1])\n",
+    "           u[end] = take!(chn_next_rcv)\n",
+    "        end\n",
+    "        # Local computations\n",
+    "        for i in 2:(length(u)-1)\n",
+    "            u_new[i] = 0.5*(u[i-1]+u[i+1])\n",
+    "        end\n",
+    "        u[2:end-1] = u_new[2:end-1]\n",
+    "    end\n",
+    "    @show u\n",
+    "    err = compute_error(u,n)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "157e705d",
+   "metadata": {},
+   "source": [
+    "### 2nd exercise"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b6f5a89f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function jacobi_worker(\n",
+    "  n,nsteps,ftrs_prev_snd,ftrs_next_snd)\n",
+    "    u, u_new = initialize_vectors(n)\n",
+    "    p = myid()-1\n",
+    "    chn_prev_snd = fetch(ftrs_prev_snd[p])\n",
+    "    chn_next_snd = fetch(ftrs_next_snd[p])\n",
+    "    if myid()!=2\n",
+    "        chn_prev_rcv = fetch(ftrs_next_snd[p-1])\n",
+    "    end\n",
+    "    if myid() != nprocs()\n",
+    "        chn_next_rcv = fetch(ftrs_prev_snd[p+1])\n",
+    "    end\n",
+    "    for step in 1:nsteps       \n",
+    "        if myid() != 2\n",
+    "           put!(chn_prev_snd,u[2])\n",
+    "           t1 = @async u[1] = take!(chn_prev_rcv)\n",
+    "        end\n",
+    "        if myid() != nprocs()\n",
+    "           put!(chn_next_snd,u[end-1])\n",
+    "           t2 = @async u[end] = take!(chn_next_rcv)\n",
+    "        end\n",
+    "        # Local computations (interior)\n",
+    "        for i in 3:(length(u)-2)\n",
+    "            u_new[i] = 0.5*(u[i-1]+u[i+1])\n",
+    "        end\n",
+    "        # Wait for ghost values\n",
+    "        if myid() != 2\n",
+    "            wait(t1)\n",
+    "        end\n",
+    "        if myid() != nprocs()\n",
+    "            wait(t2)\n",
+    "        end\n",
+    "        # Update near boundary values\n",
+    "        for i in [2,length(u)-1]\n",
+    "            u_new[i] = 0.5*(u[i-1]+u[i+1])\n",
+    "        end\n",
+    "        u[2:end-1] = u_new[2:end-1]\n",
+    "    end\n",
+    "    @show u\n",
+    "    err = compute_error(u,n)\n",
+    "end"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.8.5",
+   "language": "julia",
+   "name": "julia-1.8"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/notebooks/julia_tutorial.ipynb b/dev/notebooks/julia_tutorial.ipynb
new file mode 100644
index 0000000..b6f56d9
--- /dev/null
+++ b/dev/notebooks/julia_tutorial.ipynb
@@ -0,0 +1,505 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
+    "\n",
+    "### Programming large-scale parallel systems\n",
+    "### Lectures on Julia for HPC\n",
+    "\n",
+    "\n",
+    "# Tutorial: Getting started with Julia\n",
+    "\n",
+    "by Francesc Verdugo (VU Amsterdam)\n",
+    "\n",
+    "Version fall 2022"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "- Using the Julia REPL\n",
+    "- Running serial and parallel code\n",
+    "- Installing and managing packages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Introduction\n",
+    "\n",
+    "Julia has its own way of running code and using packages. Many educational sources about Julia assume that you have this basic knowledge, which can be confusing to new users. In this lesson, we will learn these basic skills so that you can start learning more on Julia."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Preliminaries\n",
+    "\n",
+    "This is a tutorial. To follow it:\n",
+    "\n",
+    "- Download and install Julia from https://julialang.org/\n",
+    "- Download and install VSCode and its Julia extension. How to: https://www.julia-vscode.org/docs/dev/gettingstarted/\n",
+    "- Continue reading this document \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The Julia REPL\n",
+    "\n",
+    "There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File > Open Folder). Then,  press `Ctrl`+`Shift`+`P` to open the command bar, and execute `Julia: Start REPL`. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:\n",
+    "\n",
+    "```\n",
+    "julia> \n",
+    "```\n",
+    "\n",
+    "You have just opened the Julia *read-evaluate-print loop*, or simply the Julia *REPL*. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (`julia>` in the case) is called the *command prompt* or simply the *prompt*.\n",
+    "\n",
+    "\n",
+    "The usage is as follows:\n",
+    "- You write some input\n",
+    "- press enter\n",
+    "- you get the output\n",
+    "\n",
+    "For instance, try this\n",
+    "\n",
+    "```julia\n",
+    "julia> 1 + 1\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Hello world!\n",
+    "\n",
+    "A \"Hello world\" example looks like this in Julia\n",
+    "\n",
+    "```julia\n",
+    "julia> println(\"Hello, world!\")\n",
+    "```\n",
+    "\n",
+    "Try to run it in the REPL."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Help mode\n",
+    "\n",
+    "\n",
+    "\n",
+    "Curious about what function `println` does? Enter into *help* mode to look into the documentation. This is done by typing a question mark (`?`) into the inut field:\n",
+    "\n",
+    "```julia\n",
+    "julia> ?\n",
+    "```\n",
+    "\n",
+    "After typing `?`, the command prompt changes to `help?>`. It means we are in help mode. Now, we can type a function name to see its documentation.\n",
+    "\n",
+    "```julia\n",
+    "help?> println\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Package and shell modes\n",
+    "\n",
+    "The REPL comes with two more modes, namely *package* and *shell* modes. To enter package mode type\n",
+    "\n",
+    "```julia\n",
+    "julia> ]\n",
+    "```\n",
+    "\n",
+    "Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.\n",
+    "\n",
+    "To enter shell mode type semicolon (`;`)\n",
+    "```julia\n",
+    "julia> ;\n",
+    "```\n",
+    "The prompt should have changed to `shell>` indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance, \n",
+    "\n",
+    "```julia\n",
+    "shell> ls\n",
+    "```\n",
+    "will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Running more complex code\n",
+    "\n",
+    "Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and *included* in the REPL. To try this, create a new file called `hello.jl`, write the code of the \"Hello world\" example above, and save it. If you are using VSCode, you can create the file using File > New File > Julia File. Once the file is saved with the name `hello.jl`, execute it as follows\n",
+    "\n",
+    "```julia\n",
+    "julia> include(\"hello.jl\")\n",
+    "```\n",
+    "\n",
+    "<div class=\"alert alert-block alert-warning\">\n",
+    "<b>Warning:</b> Make sure that the file <code>\"hello.jl\"</code> is located in the current working directory of your Julia session. You can query the current directory with function <code>pwd()</code>. You can change to another directory with function <code>cd()</code> if needed.  Also, make sure that the file extension is <code>.jl</code>.\n",
+    "</div>\n",
+    "\n",
+    "The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed buy the path to the file containing the code you want to execute.\n",
+    "\n",
+    "```\n",
+    "$ julia hello.jl\n",
+    "```\n",
+    "\n",
+    "Previous line assumes that you have Julia properly installed in the system and that is usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the `PATH` environment variable. To check that Julia is properly installed, you can use\n",
+    "\n",
+    "```\n",
+    "$ julia --version\n",
+    "```\n",
+    "\n",
+    "If this runs without error and you see a version number, you are good to go!\n",
+    "\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Tip:</b> In this tutorial, when a code snipped starts with <code>$</code>, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.\n",
+    "</div>\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Tip:</b> Avoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal.\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Running parallel code\n",
+    "\n",
+    "\n",
+    "Since we are in a parallel computing course, let's run a parallel \"hello world\" example in Julia. Open a Julia REPL and write \n",
+    "\n",
+    "```julia\n",
+    "julia> using Distributed\n",
+    "julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")\n",
+    "```\n",
+    "\n",
+    "Here, we are using the `Distributed` package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.\n",
+    "\n",
+    "You will provably only see output from 1 proces. We need to add more processes to run the example in parallel. This is done with the `addprocs` function.\n",
+    "\n",
+    "```julia\n",
+    "julia> addprocs(3)\n",
+    "```\n",
+    "We have added 3 new processes, plus the old one, we have 4 processes. Run the code again.\n",
+    "\n",
+    "```julia\n",
+    "julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")\n",
+    "```\n",
+    "\n",
+    "Now, you should see output from 4 processes.\n",
+    "\n",
+    "It is possible to specify the number of processes when starting Julia from the terminal with the `-p` argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as\n",
+    "\n",
+    "```\n",
+    "$ julia -p 3\n",
+    "```\n",
+    "and then run \n",
+    "\n",
+    "```julia\n",
+    "julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")\n",
+    "```\n",
+    "\n",
+    "You should get output from 4 processes as before.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Installing packages\n",
+    "\n",
+    "One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel \"Hello world\" example.\n",
+    "\n",
+    "\n",
+    "Copy the following block of code into a new file named `\"hello_mpi.jl\"`\n",
+    "\n",
+    "```julia\n",
+    "# file hello_mpi.jl\n",
+    "using MPI\n",
+    "MPI.Init()\n",
+    "comm = MPI.COMM_WORLD\n",
+    "rank = MPI.Comm_rank(comm)\n",
+    "nranks = MPI.Comm_size(comm)\n",
+    "println(\"Hello world, I am rank $rank of $nranks\")\n",
+    "```\n",
+    "\n",
+    "As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.\n",
+    "\n",
+    "Now, run the file from the REPL\n",
+    "```julia\n",
+    "julia> incude(\"hello_mpi.jl\")\n",
+    "```\n",
+    "\n",
+    "It provably didn't work, right? Read the error message and note that the MPI package needs to be installed to run this code.\n",
+    "\n",
+    "To install a package, we need to enter *package* mode. Remember that we entered into help mode by typing `?`. Package mode is activated by typing `]`\n",
+    "```julia\n",
+    "julia> ]\n",
+    "```\n",
+    "At this point, the promp should have changed to `(@v1.8) pkg>` indicating that we are in package mode. The text between parenthesis indicates which is the active *project*, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.8 in this example, but it can be another version in your case).\n",
+    "\n",
+    "To install the MPI package, type\n",
+    "```julia\n",
+    "(@v1.8) pkg> add MPI\n",
+    "```\n",
+    "Congrats, you have installed MPI!\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "    <b>Tip:</b>  Many Julia package names end with <code>.jl</code>. This is just a way of signaling that a package is written in Julia. When using such packages, the <code>.jl</code> needs to be ommited. In this case, we have isntalled the <code>MPI.jl</code> package even though we have only typed <code>MPI</code> in the REPL.\n",
+    "</div>\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "    <b>Tip:</b>\n",
+    "The package you have installed it is the Julia interface to MPI, called  <code>MPI.jl</code>. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of <code>MPI.jl</code> for further details.\n",
+    "</div>\n",
+    "\n",
+    "To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again\n",
+    "\n",
+    "```julia\n",
+    "julia> incude(\"hello_mpi.jl\")\n",
+    "```\n",
+    "\n",
+    "Now, it should work, but you provably get output from a single MPI rank only.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Running MPI code\n",
+    "\n",
+    "To run MPI applications in parallel, you need a launcher like `mpiexec`. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run\n",
+    "```\n",
+    "$ mpiexec -np 4 julia hello_mpi.jl\n",
+    "```\n",
+    "But it will provably don't work since the version of `mpiexec` needs to match with the MPI version we are using from Julia. You can find the path to the `mpiexec` binary you need to use with these commands\n",
+    "\n",
+    "```julia\n",
+    "julia> using MPI\n",
+    "julia> MPI.mpiexec_path\n",
+    "```\n",
+    "\n",
+    "and then try again\n",
+    "```\n",
+    "$ /path/to/my/mpiexec -np 4 julia hello_mpi.jl\n",
+    "```\n",
+    "with your particular path.\n",
+    "\n",
+    "However, this is not very convenient. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:\n",
+    "```julia\n",
+    "julia> using MPI\n",
+    "julia> mpiexec(cmd->run(`$cmd -np 4 julia hello_mpi.jl`))\n",
+    "```\n",
+    "\n",
+    "Now, you should see output from 4 ranks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Installing packages locally\n",
+    "\n",
+    "We have installed the `MPI` package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.\n",
+    "\n",
+    "A project is simply a folder in the hard disk. To use a particular folder as your project, you need to *activate* it. This is done by entering package mode and using the `activate` command followed by the path to the folder you want to activate.\n",
+    "```julia\n",
+    "(@v1.8) pkg> activate .\n",
+    "```\n",
+    " Previous command will activate the current working directory. Note that the dot `.` is indeed the path to the current folder.\n",
+    " \n",
+    "The prompt has changed to `(lessons) pkg>` indicating that we are in the project within the `lessons` folder. The particular folder name can be different in your case.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "    <b>Tip:</b>  You can activate a project directly when opening Julia from the terminal using the <code>--project</code> flag. The command <code>$ julia --project=.</code> will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  <code>JULIA_PROJECT</code> with the path of the folder you want to activate.\n",
+    "    </div>\n",
+    "    \n",
+    "    \n",
+    "  <div class=\"alert alert-block alert-info\">\n",
+    "    <b>Tip:</b>  The active project folder and the current working directory are two independent concepts! For instance,  <code>(@v1.8) pkg> activate folderB</code> and then <code>julia> cd(\"folderA\")</code>, will activate the project in <code>folderB</code> and change the current working directory to <code>folderA</code>.\n",
+    "    \n",
+    "</div>\n",
+    "\n",
+    "At this point all package-related operations will be local to the new project. For instance, install the `DataFrames` package.\n",
+    "\n",
+    "```julia\n",
+    "(lessons) pkg> add DataFrames\n",
+    "```\n",
+    "Use the package to check that it is installed\n",
+    "\n",
+    "```julia\n",
+    "julia> using DataFrames\n",
+    "julia> DataFrame(a=[1,2],b=[3,4])\n",
+    "```\n",
+    "Now, we can return to the global project to check that `DataFrames` has not been installed there. To return to the global environment, use `activate` without a folder name.\n",
+    "\n",
+    "```julia\n",
+    "(lessons) pkg> activate\n",
+    "```\n",
+    "The prompt is again `(@v1.8) pkg>`\n",
+    "\n",
+    "Now, try to use `DataFrames`.\n",
+    "\n",
+    "```julia\n",
+    "julia> using DataFrames\n",
+    "julia> DataFrame(a=[1,2],b=[3,4])\n",
+    "```\n",
+    "You should get an error or a warning unless you already had `DataFrames` installed globally.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Project and Manifest files\n",
+    "\n",
+    "The information about a project is stored in two files `Project.toml` and `Manifest.toml`.\n",
+    "\n",
+    "- `Project.toml` contains the packages explicitly installed (the direct dependencies)\n",
+    "\n",
+    "- `Manifest.toml` contains direct and indirect dependencies along with the concrete version of each package.\n",
+    "\n",
+    "\n",
+    "In other words, `Project.toml` contains the packages relevant for the user, whereas `Manifest.toml` is the detailed snapshot of all dependencies. The `Manifest.toml` can be used to reproduce the same envinonment in another machine.\n",
+    "\n",
+    "You can see the path to the current `Project.toml` file by using the `status` operator (or `st` in its short form) while in package mode\n",
+    "\n",
+    "```julia\n",
+    "(@v1.8) pkg> status\n",
+    "```\n",
+    "\n",
+    "The information about the `Manifest.toml` can be inspected by passing the `-m` flag.\n",
+    "\n",
+    "```julia\n",
+    "(@v1.8) pkg> status -m\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Installing packages from a project file\n",
+    "\n",
+    "Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.\n",
+    "\n",
+    "Assume that a colleague has sent to you a `Project.toml` file with this content:\n",
+    "\n",
+    "```\n",
+    "[deps]\n",
+    "BenchmarkTools = \"6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf\"\n",
+    "DataFrames = \"a93c6f00-e57d-5684-b7b6-d8193f3e46c0\"\n",
+    "MPI = \"da04e1cc-30fd-572f-bb4f-1f8673147195\"\n",
+    "```\n",
+    "\n",
+    "Copy the contents of previous code block into a file called  `Project.toml` and place it in an empty folder named `newproject`. It is important that the file is named `Project.toml`. You can create a new folder from the REPL with \n",
+    "\n",
+    "```julia\n",
+    "julia> mkdir(\"newproject\")\n",
+    "```\n",
+    "\n",
+    "To install all the packages registered in this file you need to activate the folder containing your `Project.toml` file\n",
+    "```julia\n",
+    "(@v1.8) pkg> activate newproject\n",
+    "```\n",
+    "and then *instantiating* it\n",
+    "```julia\n",
+    "(newproject) pkg> instantiate\n",
+    "```\n",
+    "\n",
+    "The instantiate command will download and install all listed packages and their dependencies in just one click."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Getting help in package mode\n",
+    "\n",
+    "You can get help about a particular package operator by writing `help` in front of it\n",
+    "\n",
+    "```julia\n",
+    "(@v1.8) pkg> help activate\n",
+    "```\n",
+    "\n",
+    "You can get an overview of all package commands by typing `help` alone\n",
+    "```julia\n",
+    "(@v1.8) pkg> help\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Package operations in Julia code\n",
+    "\n",
+    "In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the `Pkg` package. For instance\n",
+    "\n",
+    "```julia\n",
+    "julia> using Pkg\n",
+    "julia> Pkg.status()\n",
+    "```\n",
+    "is equivalent to call `status` in package mode.\n",
+    "```julia\n",
+    "(@v1.8) pkg> status\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "We have learned the basics of how to work with Julia. Now, you should be ready to start learning more on the language. If you want to further dig into the topics we have covered here, you can take a look and the following links\n",
+    "\n",
+    "- Julia Manual   https://docs.julialang.org/en/v1/manual/getting-started/\n",
+    "- Package manager https://pkgdocs.julialang.org/v1/getting-started/\n",
+    "\n",
+    "If you want to interact with the Julia community on discourse, sign in at https://discourse.julialang.org/"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.8.5",
+   "language": "julia",
+   "name": "julia-1.8"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/dev/notebooks/matrix_matrix.ipynb b/dev/notebooks/matrix_matrix.ipynb
index 7604ee9..f855159 100644
--- a/dev/notebooks/matrix_matrix.ipynb
+++ b/dev/notebooks/matrix_matrix.ipynb
@@ -6,7 +6,7 @@
    "metadata": {},
    "source": [
     "<div class=\"alert alert-block alert-info\">\n",
-    "<b>Note:</b> Do not forget to execute the cells below before starting this notebook!\n",
+    "<b>Note:</b> Do not forget to execute the cells below before starting this notebook! \n",
     "</div>"
    ]
   },
@@ -41,7 +41,12 @@
     "    end |> println\n",
     "end\n",
     "alg_1_deps_check(answer) = answer_checker(answer,\"b\")\n",
-    "alg_2_deps_check(answer) = answer_checker(answer,\"d\")"
+    "alg_1_comm_overhead_check(answer) = answer_checker(answer, \"c\")\n",
+    "alg_1_comp_check(answer) = answer_checker(answer, \"a\")\n",
+    "alg_2_complex_check(answer) = answer_checker(answer, \"b\")\n",
+    "alg_2_deps_check(answer) = answer_checker(answer,\"d\")\n",
+    "alg_3_deps_check(answer) = answer_checker(answer, \"c\")\n",
+    "alg_3_complex_check(answer) = answer_checker(answer, \"d\")"
    ]
   },
   {
@@ -77,17 +82,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_intro_0.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "88bc2633",
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig_matmul_intro_0.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>\n"
    ]
   },
@@ -117,17 +118,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_machines.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "5828e243",
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig_matmul_machines.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>\n"
    ]
   },
@@ -250,17 +247,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_intro_algs.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6a706283",
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig_matmul_intro_algs.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>\n"
    ]
   },
@@ -285,17 +278,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_intro_q_1.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "acfb354b",
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig_matmul_intro_q_1.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>"
    ]
   },
@@ -340,17 +329,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_machines_1.png": {
-     "image/png": 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suPBC1v/gB56xNosW0c9OHsTQf+JEChYu9IytP/xwVpx7bovFGI+Fo0eztb+37NNu06ezx1NPNTnXqa6maPRocjZ5D/ytOP981h15ZIvGma3y810mTZpH+/Z1nvEnn+zBe+81XdVs1ao8SksHELHyIsXFC+nff2tLhtoEZwVwEWBnaB4C9ztNz3eHAuOtwW3AcHDS2JjemYF/80AbYCrEU2bOvQQ4zxpcCZwNTl3AhBRxHgOmWIN7YJIm8fy9czv4Tg1/CHG8NhIRERERkV2KEiaSFpd/53IO3f1Qz9jXG77mzk8br3z02brPuP/z+z1juU4uEwZNoFNe2svFu7ThYkwZjminE+bKRmeGGQFcYI2uAs5mOGm8oQDcwCZCDAe8W3xdwpTTePmK5UwEDrdG5wA3tWSIcSlhMXAh3hJgDi6PE2ZAzHlhQpibKvZ25mmEebSFo5QmVB1/PN+efLJnLLeqioFjx+LYd0Sj5K9axYCyMt+pgYVjxrC1X7+UxNqYpddc4ysB1u6zz+hz//0xZhjtP/mEXo884hlzG07ftLfbDaVYKMT8igpqunXzDBe+/jpdX3qp0andnn+ewldf9YzVdO3KgrIySLAnTXNF2rVj3qRJRNp4qzL2vv9+OlinkWx977qLdp9/7hnbtP/+LFMprhbVt+82Skq8ybVIBEpLB7J6dV7MeZEIlJUNZO1abwu+X/7yG046qSolsTbO+TtwmzXYAZgGbtvY89wuwFTwlZH8LTizWzLCON0O2N/ke2FKjzXC3R+41xqMAOfWJ5TS7Qrgc2vsWPz9ZizuzwH7WOJa4ExwEmuuIyIiIiIiOz0lTCQtQk6I8u+V0znf29P0zwv/zKtLXw2cs6FmA8Uzi6mJ1HjGR+43koO6pLg3QSyjiVW+4k7CBJevGM/ewCPWaAQ4jzDLAmakXimfAr+xRkO4PE2Y4PIVYU4CRlmjG8lhOGHSua13hzB/A+w70p1pvJ9JMXC8NTaXtJVAEduiG29ka1GRZ6zjrFn0eOKJwMc7dXWBfSlWn346VSeckLI4G+Pm5jJ/4kRqd/NWc+n+xz/S+a23AufkrF9P0ZgxOLW1nvHFo0ax+TtxbFBPgdouXcwJHSvJ0W/SJNp+9VXgnLZff02fO+7wDoZCzK+spKarfRgtPbbsvTdLf+P9EefU1TFw9Ghy160LnNPln/+k23PPecbqOnVi3sSJuHmxb+JLco47bg2/+IX3JNmaNbmMHTuQSCS4n8lDD/Xiww87esaKirZw/fWLUxZnHEqAd62xg4hZjsp1gMfBl9j/G/BAy4YWL8fFnJZZaF0YDm6M341uW+AZ/GVGx4Pzj5aOMD7OJmA4sMW6MB7cI4LnuMFlRuEScNJTZlRERERERFoVJUwkbboXdKfikApCjtXP5JOJLNxk/40O4+eMZ9kWbz7hiO5HcNaAs1IaZ5PCzADGWaOmfEXYanYbpoA6pgEdrcdPJMzrqQsyDuY0RVD5iifqT2FEP7YPpveJ3bfkcsbxRQqjbFpPrgfet0aHAv46QmEOA8LW6DbgTMKksQSKRIu0bWtOBBQUeMZ7PfwwHWfM8D2+1+TJdPjPfzxjW/baiyXXXZfSOJtSvcceLAiHvf1MXJcBFRW0WWblRl2XAeXl5C9f7hle8+Mfs/r001MfbCM2DBrE8ksv9YyFqqsZOHYsoa3e3Ghoy5bgviWXXcaGQ72nCtNt1fDhVP30p56x/JUrGRAO+04m5S9fTr+breqIjsOC0lKqe8XfW0MSc9NNi9lnH++97dmzO/Looz19j505syNPPunN57dta/qWFBSko29JLE4tMAKw6wheDW7QC5ZrgVOtsUXABfWJiwxxqjD/jhrrwr3gfi9gwmRMYija2/jLjKWZ8wn+zR25wB/B3d077OZCYJnR+8F5PlURiohIo3KA7pgTm+mWj/mdsAfmd0drFsJ8nuz7DOnQGeiJf9OEiMguQwkTSavDux3OuUXeevabazdTPKuY6siOQxtTF0zlzeVveh7XvaA75YeU4zjBO0/TKsxtxFe+4l7AvtHwDv6b9plyJf7yFScQXb4i3HCjAetGAw9RxtMpjS4el1FDDucC9rbx3xKOaqY7kS6YGyP2VvFRhMlECRSJsqWoiMU33OAdjEQYWFJC3rc7WtV0mj6dHlO8eb7tCRerBFMmrPvRj1h15pmesZwNGxg4ejROzY77kHtMmULnt9/2PG5b794sHGfnYjNj+aWXsv773/eMtZ03j763easP9Zs0iYL53k3YGwYPZsVFF6U8xngsKi5mW+/enrHd3nmH7s8+u/1jp7aWojFjyF3vzZmuOuss1h59dDrCzFr5+Sbh0a6dtzLlo4/2ZMaMHfsPqqryKCnxnzy58cZFFBVl5oCjl7MEU3bTTnhMBnfgjg/dIcAk6zE1wIj6hEWGOe/jf31SgCkxFnVDxh2BKYkZbTVp71sSi/MQ+F6f1G/8cKO/iGKVGW2ihJeISKt1NqZUcsNbvLtXelrzbsKUOYzXudbc4MoLwbrVP9dfMSWrazG9sDZgTgz+D7gbU2IxGb+0Yjvauj4EeBD4AlOy+htgRf379mObqwBT5cH+XB8Qx9x+9XNfxft5Wg9sxfQovQP4QawFGjHAisfehdYFuB6zMWI9sAZYBmzCvwFTRGSXoISJpN1V372Kg7sc7Bn7av1X3PPZPdvfv/czb0nsHCeHiYMnsluet9xNBsUuXxHGbM0OMxx/mac15HIeYWppDcJsrO9n4i9fEeaI7e+DXcriv3Ty7eDMnHF8DVxqjTrAE1TSH3DYxhNAf+sxfybM5HSEKE375he/4NuTTvKM5VVVMaC8HCIRz/vRFo0ezdYBA9IYaeOWXHstmw480DPW/tNP6f3gg773G7i5ucyvrKSuQyY20wUIhVgwfjw1u3vzpLu/+CJdX3nFvP/SS3R9+WXP9drCwsCSXplS17FjYEmtPvfcQ/tPPvG932Dzfvux5Oqr0xZnNuvXbytjxy7yjEUiUFIygG++ySMSgXHjzPvRjj++ipNP/pbWw3kFuMsaNCUicfPBrX/fVy5yNDjvpSPCOE0CXrPGokqLurHLjOJkpsxosMvBdwI2qrSoeyLm5k+0jcBwcOzXRCIiO4uhmJ/jDW8j45z3C2veJEzZ426NTaqXhzl1GD23kT5e2xVgSiXPrZ//84DnKwC+i0kU/BP4N/EngRqcZ8V2Yv347sBzwIeY3xn7YE63NMirf/6WUgi8jkn+RMfTGfi0kXndMZswv6qfewLm8xS9AaANsC/md9x0TJnPfRKIbW8rpoqoa78C5mH6nR2J/0RLJk64iIikXOu4oyFZJcfJYcLgCb7kx9QFU/nr4r9y46wb2Rbxlne54jtX+JIsGRemihDngS/5cS9hhoGvgbiLw3mU+JIsmVVKrPIVzxDmbPw7LTcCZzDKl2TJrDB/Al/yo5BaphDmJswfAtHm40+ySIYtKi5ma39vXqvT9On0ePJJBhYXe06bAHxzyim+JEumxUp+7DFlCoWvvEJRcbHntAnAkpEjfUmWTKspLGRBRYWvaXu/SZPo/Oab9L3VatHQ0Ldkd/swWmZt3m8/llzj7efs1NYysKSEri+/7DltAlDXoQPzJkzAzY/VBkla2k9/6k9+VFXlUVY2gEcf7cUHH3irXQ4YsNXXNL6VKAY+sMYOBW7BvCYosq79DbgzDXElwIkA54Ovx9oIcK8A/oT/5sgt4NhJlgxzNmJ2Wm+zLkwE93TgD/j7lvwanMyWGRURaZ5/Wh8fi/9nXZCg0xsh4Jg45g7F+3thA+CvqevVGZOcnwhWSevG/QjTN+zcph7YhF6YxEJTdXBbqrTFAEzcP4oaq8NUexiN/4Rqg0HAx8A1+DdcNOZnmJLVRyYaqOVWzCaJzo08RvcURWSXpB9ukhF7FOxBxSEVONZrkPKPy1m8ydu89fDuh3P+nuenM7z4lfIOUGaNtgX+jP+Gwu2U8TKtUZig8hV968fsnxNXEfaV8WodChkFvvJaP8K8GI9WQ4hzCLMWaVUi7dox79ZbfeW1ek+eTMfZ3v/arUVFLL6xdVZOCSyv5boMLC319S1Zd8QRrDorw72ZYlg/dCjLrfJaoc2b2fPGG339TJZffDHrhw5NZ3hxW3XWWaw9xvs3f5ulSxlQVubrZ7KouJhtffqkMzwhuLzWBx904pFHvP1M8vMjTJgwn3btMtm3JBanBjgDsI++XAucZo0tAS7KbN+SWJxVmGSDXV4rqG/JB/hfB7USzmzgt9ZgHmZHsZ3ZfQScP6YlLBGR1Hkb72a+XpiTB41pLDHykzie88fWx//G3w8rWnvgLYJv5n8OPACUADcDz+OvhJCHSXpfEkdsQfKAFzGnKhpswnzunsOUBvsP5vRkSyRMBgPvYU7KNNgMDMOUAovl6PqYeljjW4E3MSc+xmBKaT4BLLce1wWTlEq2qeCvAateMnMwn59pmDLja2i5pJKISKuihIlkzA+7/5Czi85u9DGF+YWUHVzmaxTfygSVr7B9iHnh15oFla+wPUGYP6QjmKSMrG/gThMN3B1uopTWVAJFomzZc0+WXG9XSvGK5Oczr7LS1yi+NVnz4x+z+owzGn1M9R57sKC83NsovpVZdtllbGgiEbLxkENY/iu7AmErUt/AfVsTDdxXn346VSeckKagJFq8Ddx/+9vF7LPP5jRFlQxnMaa/R2OJkFrgLHDsRvGtiPM23pIcQdYAZ9Ynilop535MH7bGfIq/XruIyM5oPebvzmh2QsN2MP4kcrxzgx7zZuCjdrgdf4/PRZhSWfsCV2OSJSWYzQY9gYfx/l51gPtoOhkU5HxM3xIwmxfOx/z7jwaGA6cAhwB7YhIEzXES8C+8SY/VmBM9dj/UaD0xZTyjj6vXAhMwmxp/jElmTATKgYsxPU6uxptgKsD8DkzkFA+YEl+3179fh/n898d8rZyC+Xv7SExCrjzBtUVEdgqt+i607Pqu2fcaDupib1Y0Qk6IykGVdG3TNc1RJShMhHzOw1++osFacjiTMNUxrrcO4Yba3TFLbX1JW36TxoiSE2Yu/t4x0V6mjLvTFY4kZ/WwYVSdeGLM64uLi9myTyKleTNj8XXXsfm73w285ubkMH/CBGp3azW9mYI1lNrqGvyzuLZTJ+aPH4+bkxN4vbWo69iR+QH9TBps2Wsvllyne6aZVFS0hRtuWBzz+k9+soZhw1pxjmE752+YGzmxlILzf+mKphkqgTdiXKvv5ea0ytpolisx9deDbML0LWnNWTgRkUTYCYumTonYCY/ohEsRMLCRue2Bw6wxuyxYtCOBy6yxBcDhwN9jzFmH2dg3xhpvi78EdjwaXtB+gjn9MQVzasO2AJNQSdavMCdZopMeczH/Vrt8p+33mN4lDTYDxwFjMU3pg9RiTucch/ffsyf+05ZNycNUy6jBnDi9HJPUsm0FZia4tojITkEJE8moXCeX0/rbVSqMU/ueytDdW2d5F58xrCb2DsaxjGN+OsNJWpg5mPqqQS7hJjakM5xmeAEIuuu2jXwuovGdv9JKrBo+PHB8w5AhfHPKKWmOJjlufj6rhw0LvLZ6+HA2HtzKejPFUFNYyNpjg8pbw9Jrr6W6h10toHXatP/+bDrggMBrC0pLfaXgJP1OOKGKLl3s1mDmBMrYsTvDvfnt7sWU87D9F9PTZCfgRDA3X4JMBefFdEaTPGct5uZTkJvB+Syd0YiIpJidsDgK058yluiEySbMKYZY121H4O2tsZrGT2Vch7eEUx3mFMnSRuY0mAT8xRo7HH/CJh4bMf0tVyUxtykOMB7T+yP68/4BJt65Tcz/ISbpEe1izEmVeLyLv5TWFZgEU6IqMeW3RESyjhImklFV1VXc+797A6/9Y/k/WLY51qGNVqaCQzHN2IJcSZh26QwnaWEuJvYupJvYeWqU3oI5rmxrQzVXpTsYSVyoupr+E+3WM0aH//yH9nOae0I+PfJXrqT3A8H3Gwv//nfyVq9Oc0TJ6TB7Nrv/+c+B17r/8Y+Ettl9lVunbs89R4ePPgq81mPKlDRHI0HuuKMva9b47+ts2RLi+ee7tVFrIgAAIABJREFUZSCiZLi5wJMEv87eH/h5WsNJmtsFuCfGxZPBDT4+1+q4B2BewwS5FNxWfsxPRCQh7+GtGLAbO0pQ2fLxNiL/N/APvD1IGkuY2NfeIvbGtD7AydbYE/j7TzZmFN4eLWBOESbqLkjJhsZ8zO9/uxT3i5gyXPG88LfrEr+NKc+ViIfxbh7cHUi05uwy/H1ARUSyhhImkjERN0LJ7BK+3Wb3RjXW16xnzOwx1Lr+naatSpjORJiKd3dNtP1hJygBFWYfGo/z55RzdbrCSVo5P4NGS4eNIxxXA0PJoL633ELbL78MvObU1lI0Zgy56xtvVZNpTl0dA8eMIXfdusDruWvWMHDsWJxIa2xevUPu+vUMLC2NGWfbr76i973Bie/WpO3cufS5O/aPuC5vvMHuf7E3Lko6/eMfXXj++Vhl1GHy5F58/HGHmNdbkXLMrtsgDvAouL3TGE8SXAdzI6t/jAe0B6aBm8yO1TRy6+OMuXGliORKuoiItFZb8VcMiJX0+D7m53mDf2JOX8yIGjuW2Jvm7HUbK8d1LGDXb32kkccHWYC/d6h9GqMpLvBYgnPisRvwMqYnSrTJmFM08ZR+bIvpexLt4SRiqQGet8ZivS6JZQrexJmISFZRwkQy5tGvHmXGNzMafcx/1/6Xh79I5jVCWj1G47VdAX5FOeekI5ikhCnA3FDo2OjjXG4jzKC0xJSMMH1w+T2Nn4QJAU8RZueoIZSFurzxBru/2Hill/wVK+hXWZmmiJLTa/JkOnz8caOP6Th7Nj0eS8XfbC3EdekfDpO/YkWjD+s+dSqd33orTUElLrRlC0XFxU2ehOl7220xE3WSWkuWtKGyMta9eaOuzmHMmIGsW9dYZZFMc48h9mmGBt2AZ8BtzY1/rsOUK2nMgexoCttaPUDTTYFPB9euqS8isjOzExexEiaxEh7/iBrrjvl5b+uKv3l7YwkTu3TWMvwN6uNh727pQdN/i0ebD7R0jc8+mNM50ZvyXKAYuApTeiweQzEN16PXeCXJmN63Pk60dFnrfWEvIpIGSphIRsyums2jX3o39LXNacudh95J+9z2nvHff/173l9t/75vJcq5BrAbFCwCzsE+juzyEOP5TpoiS9R9gN1M4W1MY7lobYCphOmUlqgSESYXeJYdjfwa3IvZIRNtD+BpwvoZ2Nq0WbyY/nYiJBRi3sSJVPfq5Rnu8uabdHvuuTRGF79O06f7SjxF2rXj69tuI1JQ4Bnv9bvf0XFG48njTOkxZQqd//1vz9i2vn2ZX1kJjjcvOaCigjbLWmcZxX4TJ1KwYIFnbP3hh7P817/2jIWqqykqLiZns/o/p1N1tcPo0UVs3OjNH1x44QqOOWatZ2zlynzC4QG4rbITlWt+t/h30P4KsLOnRwLj0hFV4txD8Zfh2AacCtjHgq8E96y0hJUwdwRwgTW4EhiOv6TL3eDaN/5ERHZWduLicIJP2kUnTFaz43dVPAmXY/DeT1oIfN1ITPbfmsE1UpsWVMIrkZ/fje9mStyBmDJoB0WNVQPnknjPsh9YHy/DNL1Phr3bKdHNgi39eRIR2anoZqGkXdW2KsbOHkvE6oVafGAxR+5xJGMP8t6jj7gRSv9TyuqtrazWf5iDcLnVGq0hxAjCPIN/12UH6phWf5qj9QgzHLjUGl0FnE2YicBfrWt7Ab9LR2gJGo9pkhdtDman75XA59a1Y4Eb0xCXxMlpuFm9aZNnfPlFF7HmuOOYN2ECbq53Z3nfu+6i3RdfpDPMJuVVVTGgvBysElYLx4xh7THHsPh6qzRxJMLAkhLyvg0uT5gp7T/9lF4PPugZc/PzmTdpElUnnMCq4cM913I2bGDg6NE4Na3r9P7uL71E11e8m/NqCgtZUFbGsksvZf3QoZ5rBYsW0ef21r5pftdyzz19+N//vPdxDjhgE5dfvozS0gX06uU9GfTOO7sxbVr3dIYYB9ecXoSe1oXfgfMo5ib9BuvaOHBbWYlItzMElhm9ob7J+wX469NPBjeR3b1p4O6Nv9RLBDgXnOcwZdOi1Z+0dRs/aSsisnOYDUTvOGiD/++kDpiSXA3eZMfP9w8wDeAbBP2uSqQcF/g3tTWWXGnMV3Gs3ZiWvKmwJ/AO5oRJg7WYfiHPJLGe/RqiN+b/JJk3+4RIIp8jgG8SfLyIyC5FCRNJq1jJj5P7nszP+vwMgON7Hc8pfU/xXI+VZMmYMB0wJazs5EcxpbxX//4YYLp1/SAS32mSOuHA5EcEOI8wywCXfC4BllqPGU7Yl2TJnHJ+ij/5sZEchhNmK2E2EmI43gaIAOOp8P3xIBkSlPzYeMgh208BbDrgAJZd5q2aEivJkjExkh+rTzuNqhNMr8VvfvlLqk7ylieOlWTJlFjJj8XXXcfm75iDckt+8xs2f9fb8zkoyZJJBfPm0fdWK68dCjG/spKarl0hFGJBw/tRgpIskhpByY9OneqYMGEeubkuHTvWMXHifPLyvPfo77mnD59/HqstRUaMw39D6VPgWvOu8+WO97erT7K4ralE5GT8pU3+Btxv3nVext8Ivj7J4sbq5ZZmbqwyo+PBaSgzMwF4w7oelGQREdkZ1QH/ssbs31FHAnlRH0cnPKoxiYAGP7IeC4knTDpbHyfbjHAT/lOCXRKYb29eaI6emN4l0a4j+XJWhc0Lp1GJbAjYjP9zLCKSVZQwkbR6cu6TvvJa/dr344YDbvCM3XDADRR1LPKMza6azeNfPZ7yGOP0EPjKa71CmLu2fxSmllxG4C9fMZJyfpni+Jp2b315LXzltSYR5vXtH41hNXA2/tqr91HhO1qdfjezBy5PYv88c7iccey4+17KJzh4v9AglwjPMiHhHTfSwoLKa9V16sT8igrcnB3VbVZccAHrf+A9rd5m8WL633xzWuJsSlB5rS177smSUaM8YwuLi9na39uvodP06ezx1FMpjzEeQeW11hx7LKvPOGP7xw2nTerae8so9pgyhd2sMl6ZEKqupqikhNDWrZ7xZb/6FRuiTpXUFBaaEmMh74+QoDJe0rKCyms5DvWnSqq3j+2//yauuML79Vhd7VBcXMSmTa2hDYgbVF5rK3A2OFH13ZzHCS4R+Uz9CZUMc68C7PJai4ELwYnOWN2Ivzb6oZgkRGtwN/7yLP/GnESt59SfNmG59bgR4NoNe0VEdkZNldU6tonHR3/cEe9plH6YJHMDF3NCpTH2RsPGG8vF5gbMbZvA/Hj7icSjCn9j9HswCaZktJay161jB5eISAa1gj/OJFv8d+1/eeRL78a9/FA+kwZPol2Od5do25y2TBo8iYIc7+uqR758hA+/SaY3XAsK82vwNXBfQlCZipKGGw2+fiaPE2ZAqkKMSxV3gK+B+wf0JOx7bJh/40TfaACggAjPEA6sh5seYULU8BT+mqy/o4ynfY8v4wFMn5NofahuslG8pFBgA3fHYUFZGdU9rZPpoRDzKyqo6dbNM9zl9dfp+tJLKY60cUEN3CNt2zJv0iQibdp4x9u1M+P53g3ZvR94gA5z5qQ81sZ0f/ZZXwP36h49WFRS4nvstj59WGiPuy4Dxo8nb9WqVIbZpL633OJr4L5h0CBWXHKJ77EbDj2UFed775HG2yheklNX5zB6tL+B+1lnreLoo9f6Hn/eeSs48khvGe94GsWnnlvfwN3Xt+RKcIK+ma/AXyLyGDJeItI9ELjNGqwFRoBjbfxwajCvg+y66qPAbapRfIq5ZwB2A/f6jR+OdZPMMeVH/TfPJoPbVKN4EZHWzk6AHIL3BEN0AmU+MK+J+dGPt5Mtn+HvmWGzf2d0aOLxseTi78fif+GQHp8Bp+NN4HQCXiW4jFlT7M/RTOC4Fno7Pol4RESylhImkhbra9YzetZoal3vyc7fHvBb9um0T+Ccog5FjNrPuys74kYo+08Za6sz9Jqogv0h6hSJUQdcQDhGnc8wfwMesEZN+Yqwr0Z4epRzMqavR7Q1wAgu8+2SMVzGA/+wRvfDNFXPlFIaLYES6ArMHwXRfkY5I1syMImPU1tL0Zgx5K73nspfec45rD3qqMA5tV26MP/mm3HtEwG33UbBPPtvvfTIrapi4NixOFZJrUU33cTWgcGl/bfsvTdLR3q/7Jy6OgaOHk3uumT7OzZP26++ove93m9pNzeXeRMmUNspeNPbmuOO45tTT/WM5a5ZQ1FJie/zkS5d3niD3V980TMW6+umwbIrrmDjwd5Dc23nzqXPPXb1IWkJDzzQmzlzvPdK9t13M1dfvSTw8Y4D48YtoHt376+oN97owgsv7J6yOBvnOsBjmBrj0aaC80TwHGcTxCgRiZuhEpFuQ5lRe4fuWHDs0qL1nHmYZvaeQeAJcDOUxXL3xF9m1AUuBccuLVrP+RcwyRpsj+lnksiOZRGR1uZ/mKbhDUKYBD1AN7xNyoPKaX2Mt4/Fj2O8H2u+zf4DPtkT/oX4N7qtSXKtlvAScAqmjFWD9pg+oD9LcC37fkIB5u/vlniL5/9IRETqKWEiKee6LuX/KWf5Fm/Vg5/0/AnD+g1rdO6w/sM4sfeJnrFVW1dR+lEpruvGmJUit9GeCNOwd7Q4lBFu4ghyIb/FNN+LNhSoaMkQ4xKmX30Jq+gXmi5wMWEWNDIvQh7n4t89dAnlnNfSYTapgqMAe8u7uREV9rxg9QqzlhBnYmrz7uByG2EOa+kwpXG977uP9taJik377cfSq65qdF7QSYHtJwKsEkwpF4kwsLSUvNXe3kxVxx/Ptz//eaNTV40YwdpjjvGM5a9cyYBwGNL8My60ebP5/FV7vzWWXn01mw46KMYsY/GNN7JlH2/yu8Ps2fR89NEWj7MpbRYvpr99YinGyaRobk4O8ydOpHY3bynqbtOmUfjaa6kINWtNn74bU6bs4Rlr1y7CzTfPJz8/9td9ly61VFbOIxTyPubWW/vy5ZcZubd9I3CyNTYX+HXj05xPIKBEJDwLbiZKRE4GvmuN/R24vfFpznPAw9ZgF2AKuLkBE1LIzQOexl9L/jZwmjp+WIa/lMwBwJ0tFJyISKbYP9saEh3H4L0XZG+KA1OWKfrI8fcxiQCH5BImduL6gDjmBDkwYCx4t0X6vA6chLc/SgHwPHBaAuvYn6M9gTZBDxQRkdRSwkRS7pn5z/D2yrc9Y33a9aHkYH95lyCjDxxN//bezYrTV09nyjy7DHiKbeIBzImKaG+xr29not9ItgFn4m9ud2P9aY/0eJg8TEkqu6Hc3YR5ocn5Y1mJw4XYdU1dJhP23WxJnQl0IxJQAsXhGsJ81uT8Uj4ExlqjecBTTPLdbJEU2e3dd9njmWc8Y3UdOzJ/0iTcPLuvpJ/diwKg7bx59L3jjhaNsyk9nnySTu97y/lv69cvsIRVkAWlpWzr1csztts779B92rQWizEe/SdOpGDhQs/YusMPZ+U5dgVCv0h+PvMqK4kUeMso9nz0UTpZPV1Syamupmj0aHI2bfKMB/W+CVLdvTsLysvNcYYo/SZN8vV0keSsWpVHaekAXz5wzJiF9OvXdLJz0KCNXHqpdwNGdXWI4uIiNm9OZz8TN2jTwzZgODhxNLJ1HgD+aA32AX5ff3IlTdxLwLfpYSVwUX2fj6ZcC/zHGvsRJgmRTrfjra8PMAN/b5kAjjkp7N/Zezm4Z7dEcCIiGRKrrFZ0wsMldpPy6Pn5mEbx+2KanTeoBbx/7Af7wPr4IBLrPdLAfkFXhyldlWlvY8peRZ+kycf87d30i+kda0Rry45TQSIikkZKmEhKfbbuM+7//H7PWK6Ty/hDxtMhN76ype1y2zFp8CTyQ97qVQ98/gBz1qSp1n+YEZg/pqOtIo9zGB5n47gwcwkqX+HyGGF6BU1pccuZiP9F5iygOO41yngNf51zU87jzqRe9CbKoZrHwfc5m0oZMUqgBAhzB+YIdbQ92eor5yEpkL9qFQPKynynKBYVF/uSBzGFQsyvrKSm0Jv/2/0vf6Hw1VdbKtRGtf/kE3o94u3NFGloht4uvvY+dR07Mn/iRF+SqM8999Duc7vVQWp0e/553+espnt3FlRU+JIHsWwtKmLxjVYbhkiEASUl5H37bfCkFtb37rt9n7NN++/PssvslgaxrTviCFaNGOEZy9mwgYHFxTg1wRULJT6RCJSVDWTtWu/hg2HDVnPCCVVxr3PppcsZOtSbk1i0qIDbb+/TInE2ze0CTAVfWc1R4HyUwEJXElQiknSViHT3x19WMwKcA05TtejrOVsxJcY2WBfGgHtccyOMj/tz4BprcC2m/0p1wIQAzhLgfOyec/AwuMG1Y0VEWj/7hMk+mIbt0T1I5gCxGs8FJVzs0yWz8PfeCPKe9XE7TCmrRNmJ7P/i/x2UKe9jPrfRCfhc4A+Av4me30f4y4td2CKRiYhIQpQwkZTZULOB4pnF1ES8N5hG7juSA7sEnaSNbe9Oe3PNvt6/hevcOkbPGs36mjg2cjbHePYGHrFGIzicy1iWB02JKcw0TL3zaKZh7DRfw9iWVc6JwChrdCNwNmHivKGwXQnwrjV2IOu5Ndnw4lZOMWDXOYqjBIqPC1wELLLGzyCc8FqSAKeujoFjxpC71lvKePUZZ1D1058mtFZNYSELw2HfTf2g0xItLWf9eorGjMGp9fZmWnL99WzeJ7H7a5v2359ll1/uGYt1WqKltf36a/rcaVWeCYWYX15ObefOCa31zSmn8O1JJ3nG8qqqGFhSYu6Wp1CXN9+km3Uqp65TJ+ZNnIibm1h1oCW/+Q2bDvBWimj/2Wf0njy52XFms4cf7sWHH3b0jO255xZGjUqskkYoBJWVC+ja1fv64qWXdueVV1Jd0cp1gMeBAdaFP4OT4BeIsxYCSkTCbeCmuESkW4BpVm9ndivASbDOufMV/iRPCHgK3J4BE1qQ2xd8ZUYBLgHHTkY1wXkVf5+6DsDT4Gam55yISPMsAr6yxi4G9or6uLGf+XOB6BfUQQmTeH9nvI05wRhtFIndkzoFc8Il2tQE5qfDR8DReMtYhzA9tq5uYm4d8Htr7AxgUEsFJyIi8VHCRFLmiblP4DgOvdv13v52Yu8TOWvgWUmtN2LACE7qc5JnvdxQLo9/9XgLRx5lGjnUcSuwGpi3/c0hTBlvJLnqSODfnvWgL59xUUuEHChMZ1zCmJ2s0c97CWG+TGK9Wszuns+s9U6igh+1UNRBz/tdXC60nnMuJsmReOYsTBWmFMk8620klfRtoajFsvtf/kLe6tVs6917+9uGIUNYct11Sa237vDDWX7JJZ71arp0odfkySm9Sd/rkUdwQyHP8357yimsPi2RUsU7rDj/fNYcd5xnPSIRevze/rup5Th1dfS+7z5qunb1PO/Sq69mw6GHJrXmouJiNh50kGe9/GXL6Pr3v7dw9DvkrltHj8cf9zzntt69WVBWRnW8J5aiuLm5zK+sZOuAAZ71Or/1Fu0//TQF/4Jd35dftuP11wvp3Xvb9rd+/bYyadI8CgoS/z4tLKwhHF7gWa93721MmbIH337bdEm/ZjgdU0Yk+nfGh8ClyS3nfIjphRK93mKgIsU36W/AJAOin/cFoLKxSbE5TwIPWuttBMLNDTQ21wEmYnY2Rz/vbeA8n+Sio4HXrPUKgcYba4mItF52QsN+wR3UvyTW/INIPmGyDXwn+YcCV8Q5vwv+pPZWIP0N85r2KaZ82eKoMQe4D38PM9utmH9XgxDwJ2D3ZsTT0HtGRETi5MycOTPurrKO49w6ePDgm1IZkKRNCTAe86Il6d30M2fO/D7m6GlrNHfIkCF7ZzoIEUsR8DWmQX18denSazhmp9bbmN1RSfn444/b19TUbGypoER2Ai8PGTLEPv2WqFpMb6beQDqbpnQBGmpi5QNJ1x778MMPr3Yc574Wiarl/XHIkCHqSSGtzavACZiyK6nLkItItjodeC7GtWqgKybBHcvZwNMxrm3FvIZougmZ0R1TQqtb1FgtcC6NnxTpCvwVf2npW4Gm7k89D/wywTmx3FA/v8H/QaObBQdgEkpF1ngYKG9k3hjgZmvsa8zfabPjiLNBD0z5zyuBPSBmKfHjMI3rG2wEOsZ4rIjITmnWrFm3uK57Y9OPNHTCRJolEom05huiraWWqUjWOfjggzfhP3Yvsiubm+kARERERCz/wvSnCvIBjSdLwPRBibXJ9l3iT5aA6ZViN5bLxTRGfxqTEIk+CdEVuByTZLGTJXOA0gSeOxMWYE6a2E0Jw8CkRuZNxCR6ou2JOdH6J+BkTKLK1hE4AnOK6G1gKTAO83kUEZEEKGEizbJp06avafpFVqZ8nOkARLLctKYfIrJriEQi+noXERGR1uYbYv9dHE85rRWYElPJzrf9BXMT33Y2MB1zCn8esBwT+4OYkxLR5gOnYcp8tXZLMaf251jjNwH3ElwqywXOx3yuooUw/+6XMCeDv8Vs2JkPrAXWA+8Ad2ISNbrfJyKSJP0AlWY55phjtgJTMh1HADcUCtmN2kUkjfLy8ioxfySI7NIcx5kydOjQ6ZmOQ0RERCRArMRGvAmPWI97M4lYwPTLugzYEnCtLTAQf5KkwQzgh+xcJ3tXAscCM63xa4BHCL4vtwmTHBlD7FM8hZiTJwOA3Rp5/ipinxISEZEASphIs+Xn548Fvsh0HJY7Bw0a9F6mgxDJZgcffPAq4CfA/zIdi0gKPbl+/fqke4GJiIiIpFhQYmMDpiRXPIISJuvwJwAS8QjwHczmy3hOiszD9Hr6Aeb0yc7mW8zfRe9a45di+lflBsxxMeW5ijAN79cm8HzfYPrCDAN6Erssm4iIBAj6oSySkIMOOmjNzJkzj3Ac5yHXdYcRfKw0XdY5jhMeNGjQPRmMQUTqDRky5POZM2ce7DjOsEgkcqzjOEH1dkV2Ko7j1LmuuzAUCv1p0KBBzblZICIiIpJqr2FOI0SrA2rinP9KjPmxmojHazGm9NSVmGTC9zHNybsBmzE9TxZi4v8kyec4H8iL+jiRniu2+4BHoz6uTXD+OuAYoEOC85YDozBN5wdhSnz1wfQm6Yopkb4BWIbpl/JJ/Vu8SZJ/4f3/1WkUEcl6SphIixgyZMg3wOmzZ8/uX1dX94NQKNQpzSG4kUhkieM4bw8ePHhzmp9bRBoxZMiQGswOp6mZjkVEREREJMtEgDXNmF/XzPlN2Qi8UP+WirVbylaal3ABk6RK9nNZh2n8/mEzY7A1JyYRkV2SEibSogYNGrQQswtERERERERERERERGSnoR4mIiIiIiIiIiIiIiKS9XTCRFIrTCWwj2fM4Q3K+F0Saw0AbsHbI8UFbiLMgqRjbMq9tKGKBwC7zNijhHk94fXCHAlcbY1upj1XcQObkowynuftBdyJP1FaSpjPE16vnPNwOdkaXUSYG0hl3dMKvk+E663RbRRwNcWsS3i9MCXAQdbo/xHm3mRDlKa5cBVwlDX8XwcqklirE3A/UGBdusuB95IMMZ7ndTA/kwZYl152TPPGRNfbG7jZGo4Av3VgSVJBxve87YAHgPbWpcmOqWmc6Ho/Bi6zhjcAVznNL2PQ2PP2A27D30er2DGNQhNd7xLgp9bwXAfGJBli1vvoow5MndrdM1ZQEOGmmxbRtm3ivUgffLAXCxd6v+2HDt3AsGGrmxVn09xzgVOswUXADeAk+PvPbYP5+bWbdeFxcP6ebIRxPvcY4HvW4LvgJNEHzu0B3I3/NUYYnM+SiS7O580F7gV2ty48Dc6LSaw3BLjRGqwGrgFH5UpERERERLKAEiaSWiGmEuEDoO32MZdfUsFnlPJu3Os8TB7LeQb4gXXlnpQmSwBGso1yXsNlmnXlJ1RyCCUJlCCbQDeq+SPQy7pySUqTJQBhlhHma/w3+/blToYyii0JrHUQLg8T/f8KtYQ4mlQ3iStlBmHygFM941spAM5IaK0ww4Hx1mgV8NtmRCjx+RMwFugZNXaGC/MdmJLgWpOBc6yxV4H3mxFfkxxwXXgO+D8gP+rSqS584STw/C60AZ7FNHKMdksqkyUADmx24XXgGevSUS58zzGNJuPimkadTwE9rEvnpzJZAuDAItd8rkZZlwa68EPH3PSMiwtDMV9X0f+v24AfNj/S7HXwwRt57LGevP++d/9BdbXDhAnzE1rrhRd257HHenrGCgtruOGGxc2OM56nB0qA71jjy4E7ElzrVuBSa+xD4M3kQkvINOAmvBtCTgP3c3Bei38ZNwT8ATjOuvBkapMlAE4tuH8F/oY3WXOiSX44X8S/lrsbptdWkXVhlJIlIiIiIiLZQyW5JLVK+QTHdxoglwjPEvbtBoxtOZPwJ0tmUchNzQ0xLmU8BzxkjXahlmd5mLy41ggTopop+JMlUwnzeAtE2bT9KMV/E+YA1nNX3GuE6YC5ydLWujI2oSRY8lzacDH4EmWnU84Vca8SZi/wnXRygYsIs6hZEUqTHFiJSXLUWZcedGHfeNdxzUkGO1myFHODPrXJO8AxNzZHW8N5wLMuFCaw1J34kyUzgHHNCC9uDvwR/6mY7sDTLuTEs4ZrXlM8jT9Z8mgSSbBkFQPTrbEhmJNAcXGhMyZ5lW9dusGBWc0LL7uFQlBRMZ9u3Wo846+/Xsjf/tY17nXmzWvL7bf39a1dWTmfrl1rYsxqSc5GYDj+JOBEcA+Pfx3358A11uBa4Exw4k7wJc+ZC/zKGgwBU8C1X6s0pgR/suRLYGQzgkuA8ypwuzVY/1rFtV+rNOZB/MmSVzAnZ0REREREJEsoYSKpV8aD+Hcu98HcnLNLp/iFOQm4zhrdAJzNSLa1RIhxKeRa4CNr9DCWE45zhWICyrsAv25mZPEbTh25nA98Y125jHLfTedYHsK/qzboZkXqjGYNcCbgvTPmchdh301nv3tpg9lFapdZu40wL7VQlNIEB94CJlnD7YFprj8h5+PCAeBL9tVhkiX213gq3YXZcR6tP/CJqaiJAAAgAElEQVRwPJNdOB240hpeA5zp2F/jqXUVYO8GPwZ/QiiWMKYcV7RPgd80L6z41X++RmBOikX7jQu/bGp+fZm1x4GB1qW/YcomSTMVFtZy883zCYW8+cxbbunHvHl2VT2/LVtCFBcXsXWr9yXspZcuY+jQDS0aa+OcOeDbtJEHPAtuHNkfty/wJP7XQZeAk9hxm2ZxpgGPWoPdgGfAjSNZ6h4FlFqDW4Hh4KTzP2Qs+DZtHIQ5wRMH9yrgLGtwCXBB4mXWRERERERkZ6aEiaRHWy7H7DaMdhJhXyLEKxwzsXI5Yd96qWWSM8OB9daVYsIc3+jcMIeBL7GyjRDDCfvWS60SluJwPvbue5eHGO9LhHiVB+7mX0EeFxEm8QL0zRFmBo5v971JhIR9iRCvqszu5hePMoJOPZkTFzG59YkV/ImVMic9pWy2qz/JEnjqyfUnQjzq+27YiRUXuNjxr5dSDmzC/IzbbF0qd+HYxua6cDT+cn9bgbMd/3op5cBi4AK8P+Mc4HHX32/G9hv8iZXFwIXpOLGULQYN2sAll6zwjMVKhNhuvdWfWBk0aAOXXroixoxUcu4FnrcG6xMhbiMbQtxczCkmO7FyLzj2eulwDfCxNXYUTf5OdOsTK75TaNeAY6+XYk4tJuHxrXXhanDtRIjFPRDT/yhaLTACnHQm30VEREREpBVQwkTS4yY2EOJs8J0ImUSFr9SWESYXUybGLt31IGHfiZX0CDMXx3cixJSvCPtKbRkT6YK5MeIt3eVwHaW+EyvpURZ4IqQDdUzjzhg7+8McgOu7iR0BzmEsK1MQZdPKuBV8J0KCSm3tEA7czW9KoITj73EgLcOpPxGC/0TI5a4/ORdtMv7SXUEnVtLCYfupJ/tr6E7Xn5wDwN2+G91Xuutux39iJS2c4BMhIUxpLrvUFgCuKd0VdNP0SgfmtHyUTXOCT4R0Bqa6/lJbALimdJf99VMLjHD8N2GlmX71q2UMHerdLxBUaiva668X8te/enMMsU6spNElgH0i5OfA1Y3MmQTYpbuCTqykiVN/IgT7RMg4cO1SW/VcB3gMf5nRaeDYJ1bSxAlKlgJMBtc+NVbPjVVmdBw46SgzKiIiIiIirYwSJpI+pcwCbrRG8+r7mQTV+q8EjrDGPqGTrydKepUxFXOTIJq5YTjNd8PQYRtPYMrzRPtTfamyTBpDUPmK9QHlK27bvpu/nXWljHB6d/NbTM8RfD1HhhP2NdGFysAySS4OFxNO725+2cGp7zkCvlNKD7n+8m+45jTH+dbwSuAcx98TJW2c4FNKbTA36YNOPd2GvzfTTEz5voxxTHkeu+dID+AJ13rdUP/xU0BP6/HPOvBE6qKMy/XA+9bYUMzvFg8XOmL6r7SxLo12/D1RpAWYniMLfD1HXnhhd155xV/RatGiNlRW9vOtEdQTJb2c+p4jvmTpHeAe5n+8exIwyhqs74ni2D1R0sj5EtMTKlpDPxP7+xvMz6mTrbGgnihp5ryMv+dIZ2AquEHJ0geB71pjfyfuUl4iIiIiIrKrUcJE0itMUPmKfthlt8KcANxgPc6UixnFllSGGKerCSpf8Zl1s7Sc3wK/sB43j4KAm/npFqaW3BjlK8IM84xsCtzN/y/2Y2IKI4xPmCpCnIvZCR7tPio4ePtHD5NHbeBu/nso+3/27jw+qup8/PjnTBICggioIAoIinvFukDdsG70Vxe6sgqoCK0iFq1RQALJTUBAcAMVjHVDAQH1a90VWyiguNu6L1XctWALbixhmfP740xg5px7MzeTzJ0Bnvfr5esl5y452W5mznOe5+GhLM9SpKH8++A0w/Qz2Vp/R8NhwE3WeXFgkIKvszvLUKYSIutJw1m4DZG/w/QtyYdMp4uB96wxv+dyKW6z538TZW+mAIl+JgMxX9dkV2j4lTVWBRxojT0JXJel6QmgVatNvtkhkyd34JNPtpXd2rjRlOtaty51T8L55/+HY4+NtqqlP/Uybq+fImA26N22DengMqOo97M5w3DUfZj5JWsDzEntZ6J/BlRY51VjmtXnwzdkFPC8NdYVJ4NM/xHzjEi2EhgMKtoyo0IIIYQQQoi8IQETkQv+5Ss8hgNwNW0wO5NTfz4Vw/CcBbzc8AguX+FxeuKcbmhnJ/MmYACjnQW83BjL5yjf8hV3MD7R9LiCwbi7+VdRxDn0yd1u/hRlLEM5PWIaE2cB17ArAF8zFbB3+75Kq9zu5hcpam3amwiczMHNdJqg4JnsTy89tS3r6VPrUB+NCZRq0+PAb9F0mIIV2Z9lemrrjncnQD1BwwkAGk7C9KBJtgET9Imy2XMgBR+BE6BWmGyZfQESfWb8mj2fK31Lsu+YY37g/PNTqzquW2cCJNXV5mXA1Knt+eCD1F/7ww9fyx//+FVk8wzhBtxSevuzNViqg8qMVoGak+3J1cFw4B1r7BS2Zr7plsB87DKjUALqtWxPLhy1CegHrLYOXAb6N+Z/9U8w37NkpswoKhcNcYQQQgghhBB5QgImInoe3xLzLV9xLZV0ZRNzcGvl30m5UyImtzw+QPmWr5jNeA7B9CZILf+guBLPKRGTW+X4l6/YwvxE35Jp1rE4ioGU5sVu/m00k4CF1uiBrKcKj7Nxd/P/AJzDCKevjsgRtbXJrtPP5E8afofpW3KEdWwpUBnB9EJTZpFuED5ZT4k+GffhNnueocx43lDwJm7poEJgnjYZZ359Sy5T5Kg3UwAFD4BTArEVcK+GI3Ezm7YA5yn351BkyUUXfUXXrqkxtg8/bMINN7TjmWda8tBDqTGG5s23MHHiCgoL8ymepTSmXOAn1oHeoC8CxuOWGX0L93csx5TJ5oV11oFK0KeBb5nRB0HdEsXswlOf4fYzUcCdoA/Dv8xoBai/RzRBIYQQQgghRJ6SgInIjTL8ylcUE2cJcJo1/jbwp0jmVVfl+Jev2MKrgN1g9GHKmR7NxOpsNKb/QrKuibFdrfGJlOfHbv4UninLhFuWqT9mYSR1N79iCB4fRDM5EZYyO/svwN3ZPxuTuZHsG+CcXPYtCaJgGW72RWNMgOcEa/xfkOPeTAEU3IrZTZ6sHfAqsI81vkC5PYLyxeWYr3Oy7piMJrvZc7kip72ZdjqxmKai4mNatEiNMT7wwJ6Ul3dMGVMKKio+pm3bfKhcZ1NrgAGYbNJkN+L2cPsR6A3KDkzkAfU27iaDGPAobpnRj3GzuPKEegy42RpsCbyMW2Z0EXB1FLMSQgghhBBC5DcJmIjc8XzLV9gLVxuIMQDP2emYP5r6lq+wP4/PacQQ8rW8i8dGoDdu+Qr781iGW7c8f3isIkZ/3AV0+/OYSTn3RzQrUUfKLMrZpVLs76EGhiQaxuerycDT1pj9efwI9FemlFW+GgrY/RXsz+Mj8qBvSZDE17c3YPdXsD+PxTh9DkQUWrfeRGXlJ8SsV6YbN6YODBiwku7d86OqpT+1HBhrDRbjvuYeDio/yoz6UneAk9lr/76YMqOm8X2+KgEns9f+PFYBg0DlXfBdCCGEEEIIET0JmIhc0hT7lq9INpwyp7l6frmStcR8y1fU2EyM/oxxmqvnFw+/8hXJVgMD8ZwyQ/mljCUoxtdyxps0z8/d/CLFaGB5LcenJAIreUuxNeuptkYLFyu3uXpeqaWfSY1NwEDlNlfPKwo+BP5QyykrgQH5mLG0szj++O8YODC4fcShh65l+PB8jpFuNRV4pJbjd4O6J6K51Mcw4N1ajo8CZTdXzzNqE6axe9DzKfGcVnnVEEcIIYQQQgiROxIwEbl1FWtQzk7MGgvwuDPS+WSqjLdxyz4YCo8yp5F1fvJ4DHdHfI3BiaBK/juECcDnPkeqKaA3lwcu/Io8ocwi/GUBh18BxkU4nYwpUzasLODwPcrdwZ2XFLwB3B5w+Crl7uDOS8qU5/tHwOFzlVvST0Rs2LCvaNnSjcs3aRJn8uSPKSrKz0TNVEoDl2IW420fApdEO59MqbW4pcRqPIXb/yxPqY8wQSw/14Gy+58JIYQQQgghdmISMBG55dEYzZUBR4/Co3mk88nUBNoDQ3yPaU7A7p+RrzxOAnoEHD0+yqnUyztcCLT3OVJMnG5RT0fUnTa/M0FBkf1x+2fkJQ3NgCsCDh+t3abDeUmbr/m5AYdP1tvJM07DKZjeJX62n2fcDmzevNasWVPojK9fH+O99+xKSnmtAv/X2e2AzhHPJUO6CBgTcPAnQKsIJ1MPujUwPODgsaDdHzghhBBCCCHETksCJiLXbgaOCDjWGbgtwrlkxqOQzdwH7B5wxhlUBC6Y5o+J7AnMBQoCzhhJBT0jnFFmKjkcuDbwuGYGHgdHNyGRoZEQ+PPWEpinoSjC+WRqBgT+vB3GdrBDW5v+C/OB3QJOOZvtYMe8hjbAHIKfceM0nB7hlITlnXeaMmNGcCx0/PiOfPVVcYQzypQ+n+AAY2NgLujtIVg6GTgu4Fg7YBboPA+W6hgmk69twAndgfLo5iOEEEIIIYTIdxIwEblTQV+CsjK26YvH+RHMpj6uBk6o9QzNRLy83r2s2Mjt1L5rX6G5A4+9o5pUnU2lKXEW4DZ0TdYMWMD1tZ4jckhDN6AyzWk/w+zgzlvaPN8GpTntDxoGRDGfepgCHJ3mnKkajopiMpnQ5vVObYumYM6ZrWGvaGYlkv3wQwGjR3di06bg9fcw5+SePhCYnuakQ4GbIphMPegzgT+nOeksYEQEk6mPq4BfpDlnDOig7FohhBBCCCHETkYCJiI3PA5E8xdrNI5ZJLVrft+Mx6HRTKyOPH6JW27nO9wMh0JgDpNoGcm86srjSuBX1ugHwGxrbE9gDgsCd2jn1lpuxd3N/yRu8/DD+T6wnrnIIW1KvNwPNLIOTcE0H082SqdfCMsJbbJH7EXTzZhnnN2EYYbO0xI9Gn4D/MkaXg3cYI0VA/M17BrJxOpuLG65wbcwmTPJ2gB3a3l9FDm/7JFTTvmWgw9elzL2zjtNmTkzXyvy6SbAA7i/BzcBq6yxC0APjGRadabbA/eQWmpPA+OBjdbJU0AfE9XM6kZ3BzxrcD0wyRqLAfeAbhPFrIQQQgghhBD5TRYERPSmUwzMw11QmIhHOSZjI1lTTAP4/CpfcTVtgLtwf48uxmMk8JA13pFqZwEi9zy6YRZBklUTox/wB+B169jJvJOHDbc9LgDsxaeVwAUU0g/4n3VsOB79IpmbCCXRB+MOoIN16AEFo4Ch1ngMuFeTX1lPemvJHeeZVaFM6Rc7oNoceDBxXd7Qpg/Q7biLpkOAEuBR65LOBDeGzxkNJwFl1vAGTGbPUOA969j/I7jRtciC+fNbs2hRi5SxvfbayLhxnzJp0gqaNt2Scuzee9uwdGnq+XliGnC4NbYEk6nRH3dDyEzQeVYiUhdinl92mdGbQZUBpdZ4I2Ae6KCSfTmiW2Kyyuz+JJeCGoMJCCXbC7gPdH5uCBFCCCGEEEJERgImInqruR440hpdxrbyOh6wyDp+GO6O5tzxiLGJObilW27FYy5mUfEC4BPr+Nl4gY1Ho+fRAhO8snfzX04Z/8RjAzEGAOus4+Pw8qjWfyWH4ZY3iaMYgMd/GMvnKM7D3dk/k/F0imaSIoRLMRkNyVaQCJQokw1wl3W8NTBXB/elyIVbgC7W2D/Ytqt5DG7WUxfgmuxOKzxtFhn9ejNNU/BXtS1w8qV1vI92A1s5ownszTRcwRvKZC31wew6TzZepyu1KBrEv//dhOnTUzNGCgs1EyeuoHnzzbRvX83YsZ+mHNcaxo/fl1Wr8qmNke6D2WSQ7BvgHFBbQC3CZMolMyUiTWZKvqgETrTG3sAErQGuAx62ju8PTtZwDmmF+Vuxr3VgAaiaeV4MvGsdPwUYneXJCSGE2H41wt0QJYQQYgckARMRrQp+j3mTmmwNhQzCYzMAHnEKORf4r3XeH6nIm1r/5cBp1thbNOfyrf/y+Bboi1u+4lq8vKj1r4A7wQkYPIjHjK3/KuNtlFOjPAbMxsuDWv8ejYkzB5/d/JTz963/Kudx3BJJLdjCfDwnYCQipk2PjMnW8CZggDJl7mr8CXjHOu/nuLuec0Kb3/kLrOFVwDkKtgAoU5rLL+tphIbfZn+WoUzEDRi8StJiotq6GMwW67ybNByR3emll5SxZNdvmq/Msw8ABW8CV1rnFALztBswEg1o3boYo0fvR3V16svRSy75ki5d1m79d48ea/jNb1JfEqxZU8jYsfsRj+dD0qb2CxgkNk6or5LGxgHPWecdDvlSIlKfgptdlQgqqkRQUWlgMPCpdV5v0Bdme4YhlQC/tsY+IiWgpdbiHyytAH1qNicnhBBiu7MXcBvmPckPwN+BrjmdkRBCiKySgImIjkcHNLdZoxrFYMZab7zH8iWKc7EzAjS3Mp6DsjvRNCp9F2fXUkAfLrfeeHu8hHJKwRQD8/FonsVZplfBCNzF2c+APzrnlnMHbj+TNsDdeDl/jtyMuzi7hEOd0m7QliuBF63Rrrhl4ESEtNllPRfzu5FspIIXkgcU1Cxy2VlP5RpyusiV6ENiP+PiwEAFXycPKvgcOB836+lODR2zNccwNJyB25vpR0zQpzp5UMFS3JJ+jTFZP7negTcS6GmNfYjPM06ZrKB51nA7YJbOtzKKO5DJk/fl009TK9Edf/x3DBiw0jl35MjPOfDA1D+xr73WjNtvb5vVOaani4EF4PxNvwbUY6lDKihYOhx0jktE6jb4Z2MNA/V+6pBaAwyCxEaXbW4E/dNszTAc7fc3vRoT9Pk+dVi9BUkbXYwCYBboPbI1QyGEENuNIkwG/PuYoHtjzBraqZj3lAtwSwkLIYTYAeR6oVPsLKoowixGtbKOXE+5U9rBKOdJTOmHZM3YwgK8HNX692hN3GdBQTGccU5pB6OcKfjX+s9d+QqPLmif3fwx+uGxOuCqYfjV+lfOzuzoePTBlAVKZna993F2vcOFbKKAAaRmLACU4DlN70V0qoADrbEnMP0AHArexvQESBYD5mgTyIucNsEev0XTSQqe8btGwWOYhfpkLTDN03OS9aTNDrq7cIMEFyn4IOCy8cDfrLFDcTO6IqOhG6a0ULJqoK+C730uAfOM+9gaOwucDDvRAB56aA+eeCL1JUHr1puorPwE5ROiatQozoQJH9O4cWobkNtvb8tLL+V0/8FUcLJGX8Ltm5OgvoCAEpHoHJWI1CZr1C0zejsoe7NEglqG+zvWGFNizO5RFxHdAlO60X5+jgT1mv816lZMoChZO0zQRIKlQgix8+qJKd14I+7rezCvlXtjMt898qwXoRBCiPqRgImIxtdcAxxnjb6MqeVfm6vwr/VvL/Znn8mkuBe3wfQ8yplVy5WaRgwBvrLG+1DhLPZnn1dTM916Uae4ijKer+W6H4n5lK/QTKAyB7X+Pd+gUxzFIDzna73NOD5COXXmTb1zT3YIRU3DRZiyTsm+AM5T7oLiVspkcsyxhvcC7spRRsANuL2ZXmBbb6YgVwD2Qp7fYn/W6UTQCTfoVKXcr/VWKpFFA/zHOjREm13okdKJoBPuommJcr/WWykCyyhO1XBsw85y57ZiRROuu659ylgsBhUVH9OihZ20sM1++63nyis/TxmLx2Hs2I7873+56GeizwYusQbXAH1BbQq+TvmXiIT5oHMRLB0HTl+ytzG7amtzNW5A+AByFyydiVtm9DHcHme2i3ADwmfiBuaFEELs+H6C2Qj0CKZHVzpNMeW63yZ/SusKIYSoJwmYiOzzOBO4zBr9lgL64jkLU/a1mymkHzhZDyOoiPgFieIq4BfW6L9p4lPCyjaGb4j51PrX3Exl5LX+bwWnrNmTlHN92ivLeBO3vnkhce5jYoS1/qcnypr5lUAp5+m015dzP27ppFaYviyFDTJHkZY2b0jsn7vNQH/l9jDycxEmRT6ZXzmprNLQC5OdkGwN0E+ZPiyBEiWu+uJmPYzUbjmpbPNwy5r5laxxKFgJDMAET5LN0HBwg8wuBL2tN1NH69CDys3mcSgTyB9rDRcBszXs1iCT3MmtX2/6lmzYkPoS9MILv6Jr1x/SXv/rX/+XM89MrWi1enURY8d2Im7/9GWVbg/MIjVAW9O35JMQN7gSq+QgOSkRqX+OCZgk24BpVm+XPrSommDp19aB80Gf20ATDElfgil3lixR+lAFBt8N9QPm+WW/Jp0M2t7sI4QQYsfUEpPd/k/cXqVh7Af8H7AIs8FTCCHEdkwCJiK7vJqyBtaOb8XFjHNKn/gby+e45SsUmjvxIqr173EsmnJrdAPQh1GkX+EBKGMJMMEabUycuXgR1fqv4ELMokCyL8CnX0wQj5sxLwaTtWejz/c5W1ZzHW4JlBdp63yPanMp8C9rrDuBZVREQ9JmN9YCoIl1qEzBs2HuobY2I2aDdWiihuPrP8v0tKlbXOUOM1i5TZF9KdNXwy/r6Q7tNizPCg0n42b8rQX6KLdfjC9l3iBOsYabAQu0+33OlvC9mYJdi9lVmMyvqbfIwJQpHVixIjXB8eijf2DwYDtBKdjo0Z/RsWPqr/3LL+/KPffYFaWyRRfiX2Z0Gqi/hruH2oQJNrglItF2w/Is0Xvi37dkOKg3wt1DrcK8rrDLYM4AfUh9ZxiOPhz32bMZ6A/K7hcTQL0CjLYGE+Vktf19FkIIseMoBP6EeT0+IvHv+jgFeBWzUSe6DYVCCCEalARMRPaYnfr3AXbjzBmUc18d7/UYMMMaNeUrTH+U7JlES8zCSOrHUVyG5yy4p1MJ/N0ai6bWv8dP0M5u/jhwHl6o3fzJhuBX69/jTxnPL6wKfg8Mt0bXAP24sPbd/Ck8NlBAH3ACXqVU0KN+kxQhzADsxbTFuItetVLwBjDKGi4E5ml3MbNBaQJ7M92gCOjNFECZ4NEd1vCemObp9mJmg9LQmoBFU0VAb6Zg44DnrLHDMX0eskrD0cA11vBmTKZPUG8mR6IU3GBMoCVZb123wIuwLFzYikcfTV07aNVqM1df/TGxWLiYPcAuu8SZPHkFxcWpKSUzZ+7N6683a5C5pjEJNyj7Ku6CexrqI/yDpXeBznKJSK0wzxy7zOgCUHfW7V5qMe7vXiIorrMcLNU1ZUbtj1MKyn4WpXMj7rO7A25GqhBCiB1DD+B1zHvxtO8bmjdvTqdOodqNFQIXA/+mYYIwQgghIiYBE5FNlcCJ1tibNM+wXE4rSvCr9f91Vmv9K6q5C9jXGn+AcmdXeXoecYoYgE+tfzwGZjjH9KZu3c1vZ7KU47Gozvfz+JaYb63/a6nkZ5lNMtTH7YB2Fi5MCRSPT+p8v3H8G+XUaI+huZeraZvhLEUa2ixG2+VaVgIDlLtLOYybgIessfbArCz3M/HrzfQKpvdSJi7BvGlLdhJuuZwGk+hbci84P+/zFLX2ZvKltu7qxt7VPVy75XIajDaZLHOAYuvQVYpaejMFSARYBuH+PE7T8NPMZrlz++yzYiZMSI0BxGJQWfkxe+wRPtZdo3Pn9Vx66ZcpY1u2KMaM6cR332VzXUKfAZRYgz8CA0BV1/1+yq9EZEtgdiKTJVtG4Zb988t2C6scNzvwJ8B1Gd4vrJm4Zf+ewmSK1ZGqCZba2YG/B22XXRRCCLH96ox5b7wQs3mxVrFYjF69erFs2TKWLFnClClTaNUq1L6smjJfbwNn1WfCQgghoiWRbpFNUyi2dhVXs57LnfI54YygGo8TKLZ2EVaHLCWVCQ9FMYOd8Vb8mPE9S1nJVDqz2WpIHCO40219NWcjm30as1c7pUDCK+NlPPak2NqVXk0GC0ahraKYzikjijij6/F5lHMXk3BLqDQNV4ZIZOQBcL7m1WFLP9kUaG36gESytTxJJTDeGlun3EBiKAo2JJqL2zuls92ZwS+QEa7UoA8Fn2sTZLabV9d9VTy8atzgFZhG7hlRsDSRpWRn3mT2N2wn16bNJh577M2UsVgMmjXLJEZq9Omzil/+0q241KRJVn9lluGW2NgEKvPXBWYXql92SvZe35hAg73xYwOo9ZndTm0GfTruxows0gqzc3eEdWBtor9KBtQa0IfiBl8z/0EVQgiRL5pieoiNxn3O+zr++OOprKzk0EO3xVUGDhzI2WefzXXXXcesWbPYvDnt2/gDgccwzeQvBd7JZPJCCCGiIwETkT1e5gtVtdxzA1EuVnnEMeWeGtaVrMX0B4iGKVXV8J+H5zSqzq5sff+vysLXRgRS9ViMr+We2fkZr/1jNvgzThHtM06RnWecItpnXLa+/4qIn3E7sOLiOMWhlibqpnnzqNex6xUYCbrnFiJ+foHKfKNB8D2rIaubJuyPp8nK102tI8MAvhBCiLykMJnD1wChGp61bduW0aNH06tXL5RyE9ZbtGjB+PHjOe+88ygvL2fx4sVhbns6pofmTEzfzCz8LRZCCNEQpCSXEEIIIYQQQgghhNjRdAOWY0rNpg2WNGnShJKSEpYvX07v3r19gyXJOnfuzJw5c5g1axb77mtX8fZVhMmM/AiTbZLVXoVCCCEyIwETIYQQQgghhBBCCLGj2Ae4B3gBU/K2VkopevbsydKlSykpKaG4jmmxPXr0YOnSpVRWVrLrrruGuWR34EbgZUzPQiGEEHlEAiZCCCGEEEIIIYQQYnu3CzAKeA9Thqv2FBHgiCOO4K9//StVVVXss88+GX/goqIihg4dytKlSxk4cCCxWKjltiOBJcCjQKeMP7gQQogGJQETIYQQQgghhBBCCLE96wm8DUwGmqU7uU2bNkyZMoXHH3+crl27Ntgkau77xBNP1OW+Z7Nt7qFSVIQQQmSPBEyEEEIIIYQQQgghxPboKGAp8AjQMd3JRUVFDBkypK6ZIHXWpUuXrZkr7dq1C3NJE0x2zLvAuYTIjhFCCJEdEjARQgghhBBCCCGEENuT3YFpwEtA9zAX1PQaGT9+fNheI/VS0xtlyZIllJSU0MNRsCoAACAASURBVLhx4zCX7YNpUv8icFxWJyiEEMKXBEyEEEIIIYQQQgghxPagCLgU+AgYARSku+CAAw5g7ty5zJo1i3333Tfb83M0adKEkpISnnvuOXr16oVSoZJHugLPYZrX75XVCQohhEhRmOsJiB1cBX8AWqWMaZ7HY2md7+XRHLgIZaWmFjCPsXxaj1nWbjrFrOES7N+XGI8wjnfrfL/x7E+cXtZonF2YwZWszXyiaVxNWzZzrjNexO2M4X91vp/HsSh+njKm+QGPmYDOdJppVXIEml9aH7cauBmPzXW+n8evUBxija6gnPszn6RIR8Pvgc7W8PsK/prBvQqAPwHF1qGnFfwrwymG+bgKuAhobh1apmB5BvdrCfzR59BsBV9mMMWwH3cXYDjuJooHFXyYwf0OAn5jDW8BblawIbNZhvq47YFzfA7dquC7DO7XHTjeGl6j4LZM5ifg3Xd34aWXUn9diovj9OmzikyqYSxa1JLPP0/9td933w2cfPK39ZlmCPoMoIs1+DmouRne7yJgN2vwWVDPZXa/0B/3XKCtNfgaqGcyuFcT4BLc58hDoD7IaHrhPm5h4uPaz/+nQL2ewf3aAQN8DlSByvYPlhBCiPROB6aD8/7NV4sWLbj88ssZPHgwBQVp4ypZ17ZtW6ZPn07//v0pKyvj7bffTneJwjSv/x1wLabHSdZeTwshhDAkYCKy7Ss0VaTW3/yW8RzFOD6u471mAAOspfgnGcuUes6xdiOoxqMJMD5lfAtDuIajGcUPoe81nWJWswBTZzXZ5KwGSwBK+RqPLtgLihs5CdNkLnyQ42rasImH0M5Ol0F1uk8m4rwP3AUcaR3ZEyit0708ugH3o2mUNFpNjBPqNUcRxgfAvZhavTU2azhFwbN1vJcHjLXG3gJuynx66SnQGv6LeTYlW6PhSEX4QG4i+HIH8Fvr0KOQ3WecgnUaWgBjrEMDNXRTsD7svTQ0BuYDR1iHvGwGSxK+AI7FDdYcA/Suy40SwZeHMKUekv0+49kJOnbcQFlZJz7+OLUcxbp1BVxwwdd1utdrr+3K6NGdiMe3vbxo1CjO3Xe/1yBzTeNtYDapG0I06HWg6hj01ZfgPqs+B26vzwRD+hS4k9SduRtA/wzUG3W81zTgD9bYUuC6eswvBLUZdByzgJRsOOgjQdVhQ4guBO4DTrQOzJRgiRBC5NxBwPXAmWFOLioqom/fvowePZpWrVqlvyBixx13HE8//TQPPvggEyZM4Jtvvkl3SVOgHBgMjMNknQghhMgSKcklsqucxzFvopO1YAvz8VIWqWvncRHujr8vMM3QsrtAb0wEFlpjB7C+jjuNV3MDbrDkRdpSVo+5hdeEizAL1cnOpILLQ9/DI8Ym5uCmBf8Fj9n1nGGYj78B6AN8bx0ZTQX/L/R9JtESs7Cb+nOouJIyXq3nLEUaCt4ESqzhQuA+DXuEvY+GU4CrrOG1QB8F6+o3y/QU3A9UWcMtgXnalAsI61LcYMlnwPkqmmdcGbDIGvsJcEMd7zMDN1iyBJiQ4bxCS3ydLgA+sQ710nBx2Pto83M4DzdYcpOC/6vXJHdyTZrEmTx5BY0bx1PGb711b15+OXwd8dWrCyktTQ2WAIwe/TkHHhg6vlcP6jPgfFJ/NxVwJ+iO4e+ju+AGRDcD/eu20J8p5fe72RiYC3qX8PfRfXCDJauBQSagkW1qOu7vZnvgbtB1aZg7HjdY4ve3SgghRHRaYoLibxAyWNK9e3eefvpppkyZkpfBkhqxWIzevXuzbNkyhg8fTqNGoZZHOmD6myzCzXYVQgjRQCRgIrKvLSOB563RrsCkUNd7/ASzmyTZFuA8PP5b7/mFm0Mckz3xlXWkHx7nh7xHL2CYNboG6MeFbKrvFEMZxQ/EOAeoThnXTMZzSs8E8YDTrLG3gcvqPb+wPD5EOaWLYmjuxWPvEHdQVHMn0NEaf4xybm6QOYq0FMwE7BI27YBZGtIucmloDczBrVs8XJFBubzMXQb80xo7FvO7kpY2GRDXWMObgH7KLDpmnTLP1HPBeaZeqP3L0zg09MXsekv2DXBO4v5Zp8wztS+w0Tp0vXaD1UEm4ZbiegMYWc/pCWD//ddTUvJ5ylg8DuXlnfj22/SJz/E4lJV14ptvUuORv/jFGn71q2heEhjqUeAWazARiNchVjx0M2ABqVl2AKXZL8WVohL4mzV2GKbcSQi6M/AXexAYnAgsRWUIOJnLZ2PKNYagT8X9HV8L9AEVRRROCCFEqkJMqdr3gVHYm9x8dOrUiaqqKubPn8/BBx+c7fk1mObNm1NaWsrixYvp2bNn2MtOwbz/uAdTaUEIIUQDkoCJyD4TDOiHu/D3ZzyndEqqqTTFb0FBUY7n7IbOLo9ViWCDvfB3Mx6H1nrtBPbF3YVudkN7zm7o7DLZE/aigNlRPdHZUZ3K42Tcsj1mQcHL/m7+FOXMx5QwSrYnMJcFaRr/eVyKW7bncxo5O4ZF9l2IeSOU7Ezgz7VdpM3fr9m49ffnKbPrKjKJUlO+WU+a2rOeNOyKCfrYbwKvUm6gOasSfVLOBeLWoVsTfUkCaTgAt7dHHBik3EBzVil4CVOqIFkxMF+7/WZSaDgDdzf5j5iMJakX3UB++9v/cuaZqS8JVq0qoqysI3H7p89y99178cILqd/G9u2rKS3NXiuzWlwBTkZiN+wSnv5uxf29egpTnzxCKg4MBOyaaENAD6r9Wl2MydS0f6+mgnqkoWYYjvoW/2DptaCPrf1a3QbzHLbfFw0DFUmNNyGEEClOxfx9rSJEMKBp06aUlJTUNeCQd5IDPgcdVOtL7xoxzKbO0EElIYQQ4UjARETD4zNUQPkKz9nlv81aZuI2dFvMIU6t6miU+ZaWMUEdD//yFVUUsZl5pNY6B7gRr+4NrhuEh3/5io3cTdDOfo/WmGwAOxhxCR7vNPQUQ7oEsJu6/px3nMXSbTzf3fybgX6MIYISKCKZSixG4y5GT9ZwXC2XjgV6WGP/xr9petYlmqO7WU9wr6bWrKcq4EBr7AncrLpIKHgSd8G2GbAg0Z/EkdS3xF40vUbB0w0/y1CmAvaCrd9O+K20yW66B/cZeJFyg3qinkaP/pSOHVN/7Zcv343Zs+1qj9u8+WZTbrst9depUSPN5MkraNo0kiQmi6rGLNJ/Zx24EvSvgq/TF+Jmbv0Hk5WRJmSUDWplYj72F3Em6Nq26F6Hm7nlF7CMiHoZt0RjETAb9G7+1+gY+JYZvRPUvQ09QyGEELXqjNks+XdClJuKxWL06tWL5cuXU1JSErakVd7r3r07CxcurEtJsTqXLRNCCFE7CZiI6JQTVL5iHlU+tf49LsDsmEi2kiIG0Cea8i4BgspX2L1ajK+ZiinPk+wVYHSDz6xu/MtXVHCJc6YXvJsfj7uzMrswtvUz+cE6Mg6P053zJ7Mbfn1L4Co8lmdljiIt5V/uqAjTB8R5l6DhJHD6/mzAZAHYPwuRUQRnPWk30Eiir0Z/a/gL4LyI+pYEKQXskkB+vRZq3AgcaY29iGlMmRNqa0kg7LSDPhqG2ucn+pbMxe2fc5syi6mige2yi+lnUlycGh+45Za9ef31Zs75339fwJgx+7F5c2o86/LLP+egg6JNcEylPsLt36GAu0B3cM/XfmVG48AAUP/JxgzDUYtxG6cnsny1XTYM0L8HhluDiSwPZWd5ROkGcDaj7A/cHnB+OW6Z0XcIXcpLCCFEA2iKKWX7JtA7zAU1TdOnT5/OnnvueBWpioqKGDhwIM8++yxDhgyhoKD2AgoJBwGPA89AmgoYQgghaiUBExGtVlwBvGaN/oyvqUwZqeQw4CbrvDiKQZQ6ZSOi5RGniIGY3aDJhuIxMGWkgrOAEdZ53wF98ZyyEdHy+JaYT/kKzXVU8rOUMUUpfrv5m+RmN38Kjw9wv8YmwONZO0Y3MBPYzzr3STyuy94ERRjK/L7bWU8dsPqZ6Jqya24A4lIF/8ruLEPxz3qydlxrOBw3k2Mz0F+5fUQipWoyrnAyrv6k4XfJA9q8qb3QOm8N0FcRUW+mAGpr02nsptM3abcxfQXQ3Rp7izSl4UT9dO68nssu+yJlbMsWxZgxnfjuu239TLSGioqOfP11aqz7tNPW0KvXN1FMNQ11P6bEVrJWmMyGpMYsuqbMqJ2R6oGKtsyovzJwyp0eDvbfSN0BtwSfKTOK+iRLcwtJJebhlDvtBfqi1CH9c0yAONkG4BxQuYzCCSHEzkJhysF+iAlg+2YzJ2vbti3Tpk3jgQce4LDDDsv2/HKuRYsWjB8/nkWLFnHyySeHvex0zPuiaUBAhqUQQojaSMBERGsE1RTQB7d8xSgqMAVHPRoTZw7ugsIEynkmglmmV8pKlG8/k5l4mPIVE2iPZhZ2eRfFMDxWRDLPdMp4GeX0JCkizpxENgZ4nIT22c0foy+jcrebP4XJcrH7VrQhuZ+JF7ib/1ykb0m+CGraOxwgETi5A9jHOmeBchfvciKpn4mT9aTNmxd0osQVbrPnMgXPZn+W6alEpgvu78YdGjphDuxPQLNn5WZ25ISCZZgdi8kaY0qM7QqgTdPMUdY5azEZS7JommW9e3/DL3+Z2s9k5cpGlJd3RCd++mbPbsOSJS1Sztlrr42UlkbZUzytP2OarybrTmqm1QzcMqP/ACZmb1p1oeKYv4l20HYY6HPM/+oi8C0zOh3UQ9meYThqDSboawdtbwSdyIbTQWVGh4Oyg95CCCEaXldMRvMs3LKIjiZNmlBSUsJzzz1H7969Ucq/ivSO6oADDmDu3LnMmjWLfffdN8wlRZhNhR8Bl+KT7S6EECKYBExE9MbxEcqnfIXmDiawD2ZBwd79u5RDrSyUXCtnMW4vDLMQ6tGczdwHThP1WyjnvkjmF1Y51wMPW6P7s4G/MHHrbv7ClKOKyyhzFoZyqynDwemlcgrvMIpK3938W4Dz8HK7m19so7aWc3Gb9mo4GrOobXdy9CuHk1MKPsDNuogBs7UpazcTsPsCLCa45FVOKJPSf6M13ALTPH1XTNDH3rV2vXKfJ7k2CVhojR0IVOmawKrPoqmCd6OYnIAxYz6jQ4fUfibPPrsb993XmrffbsqMGakx0sJCzcSJK2je3E4eyiVVEyz93jowBvQvQA/GBCOSrcJkM+SyzKhFfYmZp91LpQr0QZjnlN1f6lXcoGOOqRdxe6kUY0qMtQDuxe0vNR/UnVHMTgghdmL7YHrGvUjt/QoBUErRs2dPlixZQklJCY0bp01C2aH16NGDpUuXUllZSbNmbglTH7tjXs+/hJtNLYQQIoAETERulONXvmJPNrMMU3c+2TdA/xz3LQlSjtnBnOxwTArsCdb4v4ArophUHWkaMQT43BrvzUZexN3NP59yqqKZWh1cyVrMYvt660gFcR7H3s2vKMdzSo+IHFPg17S3GFOTfrw1Xo3JArAXKHNOwX34Zz09B1bpPvga6KfcjLV8MBrzBitZV0zZMb9mz3bGWs4ps/A7CJxyjv2B53F3Nc5S7vdOZNEuu2zh6qs/plGj1ISmm25qx5VX7s+mTam7SEeM+JIuXdZGOcWQ1IeY3kTJYpjFebfMqOlbktsyo77Uk8BUa7AZ8BRml2oyU2YUVR3FzOpoCvCkNdYZUxr2F9b4B/j0NxJCCNFgmmCC6+9hXpelTRHp0qULDz30EFVVVbRr1y7b89tuFBUVMXToUJYtW8bAgQOJxUIt6x0FLAUeBTpmc35CCLEjkICJyCW/8hWdrH9rFEPw+CqiOdWNx2YK6Y9bvsL+PH4E+iealOefMfyPGL1xy1fYn8dHNHZ2zucPj7dw+5kUAu2tscUc4jS3FfnDr2lvO+xMJ7hCuT2R8olf1pP9OxUHzlVmp3neUSbbpzemH0gy+/P4FhP0yW1vpgCJr29/3KCU/Xn8G2n2nBOHHLKOESNS+5ls2qRYtaooZezEE7+jf/+VUU6tjtQcTOnAZK0xDW2TTQT1t2jmlJGxmABvso64C1wXJxrf5yGlMQFqu3ab/XtfDfQD9WMk0xJCiJ1PT8xr4smYAHyt2rRpw5QpU3jiiSfo1q1b1ie3var5Oj3++OMcc8wxYS87mzp8L4QQYmclAROROx5B5SuSXUM5j0Y0o8yM5UuUb/mKZMPweC+qKWWkjBdRTvmKZJuIMYDRTv+Z/OJxO2Y3b5CVFDEgTzOWBKC2Ng92mvYmewy4JZIJZUgl+mBQex+M8QryedEUZRYb/fqZJBum3P4zeUXBEtwspWQbMBlL+dGbaSfUr98qTj3128DjrVtvpKLiE7aDsuWXYLKwgiwDKiKaS4bUZkwfkNrKVs4ENTeiCWVIrcYETWqr3/ZnUPlVZlQIIXYMNVkNjxAiq6GoqIghQ4awdOnSumRO7PSOOOIIHn74YaqqqthnH7s4hK/kbJ9zCZHtI4QQOxv5CyRyy+ND4MqAo8tx60/np3KexPQl8HMHHrOjnE7GNFNxS4zVuIIyXoxyOhlrwnDgS58jceAcSp3SPCLPKFiDCZr4+QQYpGpfwM8LCt7GLTFW4x/UvoCfN5QJUN0VcPgWZZpAbw8mQOBz7FJlSieKHBo79hNatnTXtgsKNJMnf8xuu+VT35IgagMwAP+NFP8F+icCEnlOfUFwxtXrwOURTqYe1DLcEmM17gcV9PpNCCFEZnYHplGHvhk1vTnGjx/PrrvumtXJ7Yhqer0sXbqUkpISiouLw1y2D6YM7QuE6CcjhBA7EwmYiFxTmLRQPxs5NP8XRAHwaAacFnB0+ynxUEAnoIvvMUU+Foz3t4FjcPsSAMSJkY911oW/3waMb6b2jK68oc3fWbtRfY31bD+fRwvglIDD288zDvYDDg04Zvc/EjnwxhvN+PZbu/oeFBRAo0bbxa9Ljd/i/zp7C/nZryhI0PNrI9vJ8wt0MfDLgIPbz2sbIYTIf0WYXlcfYcokF6S7oHPnzsyZM4dZs2ax7777Znt+O7wmTZpQUlLCc889R69evcJe1g1ThvMe/N9DCyHETkcCJiK3KhhJ8Jvxk3k3/xoIB5gBHBxwbAQVgQu/+WM6xWxhPrCb73HNzVRyRLSTysDVtEEzB/8X6IXEuY+J7B71tETdaBNIvSTgcGfgtginUx/jgNMDjp0BXBHhXOrjDty6/zVG6uDneN7Q0BhYAARtW5yhg5/jIgIrVzaivLwj2merxMaNitGj92Pt2rRrL3lAdwfKAw62AeaA3g5eg+uLgHMCDnYFro5wMvVxA3BkwLHzQZ8b4VyEEGJHdTomU/dGgt5PJmnRogWVlZUsWrSIU04J2pMjMrX33nszffp0HnjgAQ49NGivUAoFDAI+BDzM62YhhNhpbQdv1sQOy6MbOk05Go2Hx6kRzSgzHkMxLy6CKDR34qWv25pTq5kCHF3LGY2JMxePXaKaUp15xNjEvUDbWs5qz0ZmIbVa85aG9pD2e9RXw+CIppQRDT8nfVnBiRqOj2I+mdImcPW7Wk5RwB3apPXns2nAT2s53gxYoE1dZxGxLVsUY8Z04rvv3OySGl98UcyECfm++1S3AmYDwZ8InAqMjGY+mdI/Aa5Pc1IJ6F9HMZvM6V7AsDQnzQB9SBSzEUKIHdBBwOPAMwRn8W5VWFjIwIEDefbZZxk6dCiFhbX9uRT1dfzxx7Nw4UKmTZvGHnvsEeaSpphNH28CvbM6OSGEyGMSMBG54dEKuB+TtpvsMevfMeAePEL9dY9cJYdhFuGSbQaessZaAHOpcj7f/ODxG9w65asxfWSSHQpMj2ROmRkL9LDG3sZtHn4WFYyIZEaiTrR5JiwAWlmHnsQt/3KTDvHGLBc07AnMxc10sp9xhcAcDS0jmVgdabMr+1preBOw0BrbE5itQ5ReyAVtmlf/0RpehamtnexwgnsdiCyaMWNvXn+9WcrYQQetY889N6WMPfNMS/761/x8SQBaYcpZdLAO/A3YYI2NB52nwVLdDHgAN3j4uPVvBdwOul0k06ozvR9wuz0IPGGNNQXmgZbdtEIIEV5LYDLwBnBmmAtOPPFEFi5cyJQpU2jVyn6pL7IlFovRu3dvnn32WYYPH06jRo3CXNYZ857s75jXx0IIsVORgInIBYUp72IvKDyAR09gjjW+D2YBIr8yArxExgVWxoXCoxW/AV6zrjiOr6mManqhTaA9ZkEh+eurgSEU8TvgP9YVQ/AYGNX0QvM4CSizRjcA5xCjD6be+jaaqVTys4hmJ8KbCBxrjb0C/Aa3/EtTTEZAXmU96W3PuL2tQ/OUKV31kDXeEbhH59kzTpuMi/sAu2vkVcCvMU2fk51M+oyayGnYH6hyhxkC/B74n3VseCLAIiKyfHlz7r03tWT2LrvEmTTpY66+egWxWGqNrilT2vPBB3mZCHQFcJY19iHm58wuv1eIWaTPxxKRt2B2DCd7CvgVbjnEPYC5oPNsi7AuwryetMvCXIv5PBZb411In1EjhBDCrCGdC7wPjALSrr536tSJqqoqFixYwMEHS/XTXGnevDmlpaUsWrSIHj3sPYaBTsWsa1RhNkgJIcROQQImInoel2IWP5OtoDFDE/9/EeYFWLIz8CjJ+tzq5hbcBun/4BAmM4JqoC/wvXV8FBV5VOvfo5DNzAOnp8c0PP5KKSsxZY/snf0z8fKo1v/EwN38w/F4gzJeRjHWOlZEnDlMTl9jV0RDm54e9u/5d0BfZQJeHrDIOn4Ypj59PhmF29Pj32zLcLgAN+vpbGB4dqdVZzNxF02fBK5XJhg5AFhnHR+ng3u2RE6bYM8CoLl16BoFjyn4AjjPnJpipg7u2SIa0OrVRVRUdCRu/ZW56qpP6dBhA0cd9SNDh6bG7TdujDF27H5s2JBPL2N1V2CCNZh4LaC+B3ULMM86nig/qPMoWKoHYxbCkiVeC6g4ppnvv6zj3XE3LOTaFNzg+8vAWFBbMJ/jf63jw0AH9WwRQggBpwD/xJTOTbt43rRpU0pKSli8eDE9e+bPW+Cd3X777cesWbOYP38+Bx1kv9T3VYh5H/M+5nVAnm2SEEKIhpdP7zTFzqCSozGpu8k2AQMYzXcAePxIjAGYhYZkk/DypNZ/BX0xi57JVlHEOfRhCwAeHwJ/sM5RaO7Ac3ae58pE3P4Jr9KK0Vv/5fEUbomaZsACrs+LWv+KjdyB2z9hPh53bv1XOdcCj1jn7M8G/pLl+YkQdHAm2TAFKzAH4vgvcv1Rm8X7nNPQDZxMsg2YoM8PAAq+xQRUN1rnXavhqOzPMj1tnl12JtmXwLkqEVxQptydXdouhinNtRf5YSru1/QlkhZ3lSkzZJcabAHM1yF2TYrMxeMwdmwn/ve/1GqVv/vdN5xxxuqt/x469Cu6dUvdf7BiRWOmTGkfyTzT0y2A+bg/LyWgkrNNhwEfW+echft7lCP6QNwyo3FgAKhE1EptAPqQeJ4lKQUdertqdumzMAs6yRLPXZV47qqgYOmtia+DEEKIbdpjXqcvwt0w6IjFYvTq1Yvly5dTUlIStgSUiFj37t1ZuHAhlZWVNG9u7y3y1RK4EXiLkGXYhBBieyUBExEdj2aJElZ2eZeReLyQMlLGqyhGWeeZ8hWe09sgWh6d0U5JijiKgZTytXXuAkxpnmQmG2JBjmv9V3AGbomQH4FzEhkyycYCz1ljh/M9U7I1vdAqGIm7m/9D3H4FGpMt85k13hvPOVdESNf0KsLpVTRDmZJQW6nEoj0+i1zazYaIVKIPyXzc3kx/VmY33lbKWrRPKMYs0od6x5It2mTt3GgNxzHBkpRglTLPt3utc9sAd+scv8bQJmvnEmt4DSZ4tckavxJ40RrrilsGTjSg22/fm5de2jVlbP/913P55V+kjMViMGHCJ+y+e+q37ZFH9uCJJ/KiotUduBlJDyaySpKooGDpVNB2NkTEdGNMNtau1oFKUH9PHVL/JiBYCrpttmYYjm6H2flsB9+HgLKCVeoJ3AzFXYE5oGV1TwghTPlbD/gAGBTmgqOOOopHHnmE6dOns+eeUsEp3xUVFTF06FCef/55hgwZQkFBqCWKgzAbjp4BDsnqBIUQIkckYCKiVAXYu/aewHN2MxrlTAf+ao0mylfkqNb/9MDyLpMo55mAqy7BNMNL9nPedUpERWcC+6B9d/NfiMcHzvkemymkP26t/0vw+F2WZpmeRze0s5u/mhh98JxyaOCxmhgDIZEFtM00KjkiW9MUaVVi6uMmews3oAeAMmWhrrOGm2H6meSkaW+i/8idmH4kyR5QcGvAZVOAR62xzpC7rCed6AuD2xemXLnl0GpcDLxnjf0/TBAiJ7T5W3E3bm+mC5RbDg1Vk+lIItNxmxJt+h2IBvbaa7ty++2piUhNmsSZPHkFjRvbVSChVatNeN4nxKxXrpMnd+CTT3LZq1v/CZy/g5/jBu0T1MtAqTVYhAk25LJE5E3g/B1cgltmLEHdjQl0J2uNCTbkaEOITvSFccqM3gzq/wIuGg08b40dg5sNLYQQOxOF2aD0IVBOiNfXbdu2Zdq0aTz66KMcdVReJEyLOmjZsiXjx4/nqaee4rjjjgt72emYnobTyPGGLyGEaGgSMBHRqGAYYNeFDiqHUENTHFDrv4KLG3aCIa3mBuBIa/QF2lIReI3HBmKcg13rX1NGBac1+BzT8Yix2Xc3fxUecwOvG8vnwPm43687GJ+DWv8e/iVQFCWUpe7mT1HGMtySSY2Js4BrnJ21Isu0qYU82hpeC/RRsL6WS68ClltjXcjdItdluL2ZPgMuDLpAbWs8/pV1qI8247lwE3CoNfYPYFLQBcpkpvXB/X5N0HBCg84uBL21mbazaDpduUH4rRR8hF8ZRbhLQ4eGneXObfXqQkpLOxGPp8bsR478jE6dNgRed9xx3zNoUGo/k3XrYowevR/V1bl4Sau7gJNpuRnoB2q1zwU1rsOvRGTOgqW6D2ztI1fjG+CcRL+Ply28AQAAIABJREFUIBcD71pjp4CTIRyV8bjPnDeBkcGXqE1AP8D+fl0G+tcNOTkhhNhOdMVUFphFiBKrTZo0Yfjw4SxdupTevXujVB615RJ1dthhh/Hggw8ya9YsOnQI9fK3CJN1+hGmHGZuq2gIIUQDkYCJyD6Pn6Cd3eCbgf54Ti+CVFeZ8inY5VM01+FFXOvfoxem/niyNRTSjwud8i6pyngbt552DM0cvMhr/Xv47+a/PMSVj2EWVJO1YAvz8SKt9R+0m/9ByrnFPd0xAZyMoANZH5DtJLJCb92N7Lywvli5i3Ap1NZFSWeRa4SG3zbcLNPT/ruRNwH9lDu/FGrroqST9XSzdnd7Z5U2z9rB1vAqYIBy55dC+S9KFgL3aTdwkW3+vZlCLOIquB930boVpi+LNLhsAPE4lJV14ptvUivX/eIXq+nZ005idF188VccccSPKWMfftiEadPsNlbZpk0vL3fX7VWg7GCuRQWXiERHXCJS+2W1JYK5yg7mWtRa/IOlFaBPbKgZhqNPxX0GJYK5qrbgO6D8gtsKuAv0vg01QyGEyHM1/QRfBNKmGCil6NmzJ0uWLKG0tJSmTZtmfYIiOj169GDZsmVUVlbSrFmzMJfsgSnp+xLQPauTE0KICEjARGTX1K3lXVKbgyvK8Hg21D284Fr/eBGlfnp0wJQUS6ZRDGYsn4a8x+3AbGu0DXAXXkS/ix4nA2Os0bUU0AfPyoAJ0pYr8K/1H1C2IwsqGIG7KP4ZgSVQLB5xihgEVs8ZGIzHufWfoEhHb613j13v/i7llnnxpUzZGztLTQF3ajeYlhV6a717J2A4SrllXnwp/7I3jYG52i2NlRXalAJzezPBIOVmwPhScDMmsyNZe2CWjqiMoiawN9MAhdObKcgITHmBZN1x/w6JDNx991688ELqn+4OHaoZO9aOHfgrKNBMnPgxu+22OWV8wYLWLFwYaYuzW3H7JvmVCwygVgMDMcHfZNNA/7S+kwtHm9dSbhmNa0DZ5QIDqLeAEmuwELgPtJ3JmiW6DeY5bL+WGgbKLhcYQD0AzLQGE32ptN2XSgghdiRNMJtK3sX0KUn7mq1Lly489NBDVFVV0a5du2zPT+RITX+TZcuWMXDgQGJ2XVR/RwFLMWWHO2ZzfkIIkU0SMBHZtZYZuI3AFnNIHZuFe1xDrmr9V1GEWQS0V2Kup5yH63i3Ybi1/n+JiqDWv0drYC72bn7FcMbVvps/xYVsosC31v8VeBHU+q/kaDTXWKObiNEPr/bd/ClKWYliAO7O+RmMl+Z1ESgFelhjH+BmYtVKwWPgZBW1wDRPjyLr6Vb8ejO5TdPTqQT+Zo0dCkzPcF6haYJ7MylYWMfbDQOsxsqchdsgusHpbTsj7Tf6Fyl4P+x9FGzA7Jr/wTpUqt2fWVEHb73VlNtu2ztlrFGjOJMmrWCXXWpNYkrRps1GKio+wa76MWlSB776qrghppqG/iOm502yL4FzE9kjISn/EpGwAHQUJSKvBSdb12+TShpqJjglPRPN13WWg6W6JvhuZ+veDsrepJLOn8Ep6fkzTGauEELsiHoCb2MypdP+3WnTpg1Tpkzh8ccfp1u3blmfnMgPNd/3xx57jGOOOSbsZWez7WcrVIqKEELkEwmYiOypYDA4u/VXAufQp/byLj40jfxr/eNxQaZTDOVrrsFNS34FN1MjPY8fifmUr9BMoDKLtf5NBsu9uLv551HOrDrfbxwfofxr/SeycbLDoxlx5mAWeJM/8lWUhdvNn6Kcxbj155uyhQVcb2VFiQaj/Xfrb8D0LbEXqcO4AnjNGuuGuxDZoDTBvZlUcG8mX8pkcwwE/mMdGqLNeDb59WZ6EWrpzRRAwbeY0l4brUNTtVl4zIpExpJfb6bblNl5XifKP3gXw5Tmsp+jIoTvvy/gqqv2Y/Pm1PXzkpIvOOigcAmOyU488Tv69l2VMvbDDwWMHt2JTZuyuUavD8P8ziSLY4IltZcZ9Xc1bonIA8h6sFSfDQy3BhO/v6r2MqP+LgZWWGNnYvo7ZVMZpulssneoY/DdUNX4B0tHg/5FJpMTQog8dSQmw/kRSN+LsqioiCFDhrB06VIGDhxIQYG0qdgZ/fSnP+Xhhx+mqqqKffYJVQp1F0z20nuYdSFpcCOE2G5IPW6RPZr3cXfjfoLnLAiGM4ZvGM9JbHFe1NV9pSWsBRTwLo+jeSJlvIg3KXUWBMMp400qOY44e6aMxzNaKA6rGTA18d82TTMIMtQo5348uuPWb8/mc6U5cIk1Fk8EPjJVBixyRr9nV2pvOi4y9wOmdFKyVQreyORmCqq12cV0mHUoriGWCEZkw5u4z7iPFGl6MwVQsFLDSYBdM/9Hv/MbQqIvx/8l/kv2urJ7R4Wk4GUNx+L2Llmbyf1Cao5pTG83p38u0xsq0+z9I9xMpShSGHY469cXMG5cagXLggLN0Udn/qdvxIgvOOkkO9kR1q0rcEp2NaA4YDcD/xbUK5ndTsVB98cNWgK6EajMXmuktwqwgwBfgPoks9up7xJ9RA6wDmRr/iSyV5bgPoffBZXha0P1IejjcAOj4TNYhRAif+2Oee8znJDNuXv06EFFRQUdO3bM5rzEdqKmd81pp53GzJkzufnmm6muTlv1dh9gFubn7lLghWzPUwgh6ku98soroXfBKqWmHH300WmbportwlhgPKakVcQNRoXYqe2HWYRdS36mJ/fB1LRfApyc26kIsdPZjFnA2IeQvWMaSEu2LQg3IsNgGcDLL798iVLqpgaZVcO775hjjrGzwoTItSeBXwLnQwZZv0IIkV4RJhOwAtgtzAWdO3fG8zxOPfXUrE5MbN+++uorJk+ezAMPPBD2Eo0ppTkSN7NeCCGy5tVXX71Gaz0y7PlSkksIIYQQQgghhBBix3M68C9Mf720wZIWLVpQWVnJokWLJFgi0tp7772ZPn06999/P4ccEqoNqAIGAR9ieoRJ5rYQIi9JwEQIIYQQQgghhBBix3Eg8BimT9ah6U4uLCxk4MCBLFu2jKFDh1JYKNXbRXgnnHACzzzzDNOmTWOPPeyWgr6aAuXAW0DvrE5OCCEyIAETIYQQQgghhBBCiO1fC2AyptfeWWEuOPHEE3n66aeZMmUKu+9ut6ATIpxYLEbv3r159tlnGT58OEVFRWEu6wwsAP4GHJ7VCQohRB1IwEQIIYQQQgghhBBi+xUDzgXeB0ZhepLVqmPHjlRVVbFgwYKw5ZSESKt58+aUlpayePFiTj/99LCXnQa8BlQBe2ZtckIIEZIETIQQQgghhBBCCCG2T6cA/wRmAa3TnbzLLrtQUlLCP/7xD3r27Jn1yYmd03777cc999zD/PnzOeigg8JcUgj8ERP0uzTxbyGEyAkJmAghhBBCCCGEEEJsX9oD9wCLgC7pTo7FYvTq1Yvly5dTUlJCo0Zpk1CEqLfu3buzcOFCKisrad68eZhLWgI3YsrKnZHVyQkhRAAJmAghhBBCCCGEEEJsH5oCHvABMCjMBUceeSQPP/ww06dPp3XrtEkoQjSooqIihg4dyvPPP8+QIUMoKCgIc9nBwBPAo8D+WZ2gEEJYJMVNZFclPyeO3e3rAzw+q/O9FlDAu5yMRqWMF/EmpaysxyxrN51iVtPd58hreKyu8/0msxsb6OpzZDke6+p8v7A89gB+6nNkKR4b63y/CezDZlKL3Sq2UM4/AJ3JFEPx6IhpDrdNjGrKWJbh/Q4G2lmj3+PxUkb3E6Fo6ArsZg1/qeDdDO/XHSi2hj9S8HEm9wv5MRVwMmC/4n9PwRcZ3K8I+LnPoX8p+G/dZxj64zYBTvA59IqCbzO4X0vgaJ9D/5+9O4+Pqjr/OP45Wdh3K+CCorhhpdVSRYGgYANuiAuLIhIRWlQUrFFEgTBJQIUaFRT90YKKYmWzVFGqhsoWcUHc6y4iiBBUBJQ1y/n9cUPI3DuTmYTMkuT7fr3yUs5d8gQyN5PznPM8eQb2VvR+Ffi8LQm8unK5gcJK3O8Y4CTXcIGBFZWJT2DTprps2uT/Mq1bt5jf//7XSt1v3bp6/Pij/+rYxo0Lad8+cj9KHfb3eOtr/wDmg0rerxPQ2DW4Ecznlbtf2J+3C87rv6x1YNZV4l4GpySMezHWJ2C+r1R44X3eJJznsNuHYLZW4n4NgXMCHHgbzM6K309EpEoZoC9wP877lJBat27NXXfdRd++fTHGhL5AJIKaN29OdnY2AwYMICMjgzfffDOcyy4BegGPAeMB/TwWkYhTwkQiq5gzgb+5Rr/mPjoyhh0Vutcn+IBxrtGPKaBT5QMMw0j24eNanCZ6ZS1jPqn0p6gCdzPs5Qngctf4Ynz895DiDOUIdrCZLLwTAQ8Ct1XoXj7qUchLwO89R2BZZUMM026credHlI4UA5lcxwRmV+hOE2lDIXnAYa4jV4ISJhHWEme1UNnf3LZb+ENFkxwWrgKedQ1vBc44tBDLZ8Ba6ApkuQ59aaGjgV8qeMt7gNtdYx9CZJ9xBvZYGAIMdB1aYuESU4EEaEkSaTbgLog938DSQww1lJ3AFLz/7vcAYytyIwuNgFdwVraVdSdKmFRacrLl7ruPY/t2/7efEyd+wwUXVGz9wcaNdRky5BR27TqYrzQGcnK+Igp9a+vhrHgsuyBkH9hzwLxXsVvZC4CX8E80/AoBF1ZUtVOBv7vGtoA9A8yWCt4rnUDv9wInT6uQKQR7GTDCdeBtsClgKrog5FECvd+D1MpGKCJSRc7EKVPUOZyT69evz/XXX8+tt95Kw4YNIxuZSAWddtpp/Otf/yI3N5fx48ezYUPI9bTJwEigH86cwyyo0DyMiEiFqCSXRJaPHOB512g79vKPCt0nk+7AXa7RXSTSP6K7Mg5oyE14V75351PGVOg+PkbhTZZsAK4jkrsyAIZTgDOx7J6VuhUfl1Xwbo/iTZasoD0TKxte2HxsxZnY9X+DZJmOj1MrcJ8kCpmLN1nyMD7+dahhSvmMM0E41TXcDJhnIeyCyhZOxDvhVwxcayCCq5pLTQJyXWOBYiqXderzpruGfwX6R3JXRhk34JR1KOsi4K8VvM+deJMlXwF/rmRcYSv5e+qPd9XZGOusSquIx/AmS17GWdEpldSy5X6ystbjXuB6zz3H8u239cK+z/79hrvuOt4vWQKQlraFbt0qthajcsxbQIZrsC4wH2xYxbkdthXwBN734zeC+exQIgyP+QcwxzXY2onJVuB3BHsWzrOwrALgGjDR+AdJB951jZ0FZFfsNnYI3mRJPs7XoUkZEYmVI4EZwJuEmSxJTU1l+fLljB07VskSiWtlv1cbNWoUziVH4Lwe3sJZuCYiEhFKmEikWeoyBPjWNd4PHzeEdQcfLbE8g7vsjWEE4ytXvqfC7mAXzkScf3LGkoWPHmHdw8cfgcmu0QISuKpSpb0qw8cGDH9xjRrg8ZJSV6FlMgBnNXpZPwADK7jbpvJ8LMc7OdMQmI+PBmHe5V68v3R8SBPuPMToJHyjgTdcY2fi/NuEZJ1V3vPxlrK518Crhx5eaMZJzgwCNrsOXWWdRGhI1ikJ9xTgrpNwg4EIl+RxlOyGGQjscx26zwYuT+NhnZ0w7t02+4ABJkpb542TnHE/4xKAp60z4RCSda4f5BrOB4aU/HvLIejceQeDBvlX0dy9O4Fx445j//7wSoU8+GAbPvvM/1H/29/u4oYbopEjLTUZZ5dcWSdAuAtCbALwDE6CoqyZYNxJjEi6EXAnZy4A7gjvctsMmIs30X17SWIpCsw+nPdo7uTMHWAvDe8e9iS8Sfxi4Fow7ue7iEg01AFG4Tyj/0IYczcdOnRg0aJFzJ49mzZt2kQ6PpEqUa9ePUaMGMHKlSsrUjquI7AK573YsRENUERqJSVMJPLu4mcSGICz2rCsB8kKUTLHRwLO6scjXEeerXD5pUPl42MMt7pGE4CnSvqDBDeZxjgTI+4JhTFkeCaMI2sCzwHTXaPNgXn4Qqzsz+ZEbIDV/IZr8UVlNX9ZmXhL/PwW74RHoCsDr+ZPpD+3sadqwpNQDEF3Pf3VEtaup6l4+/KswtmmHTWGILue4BFL+buerFMa85/geYbMMM4zI2oMrMVJYpWVDMy10KK8a0v6lswFT8+q24x35XdEGZiHs02/rMOBf1pvvxk/Fk7DKVNYVjFwjYGKliiSIG6+eZOnb8mnnzZg2jR3Oymv//63OQsW+LcPadKkiHvvXUdSUmQ3avozFhgKbHId6A92aBg38AHnu8b+hzM5FkXmV5xkg/tn38SSHiflsM6CCzjOdeBF4OEqCjBM5mu8O9kMzm6ZEHX+bbDk+0Qw7h2EIiLR0BsnUfIQ3meTR4sWLcjKymLJkiV06hTZatUikdK6dWumTZvGSy+9RMeOYVf0vAT4BLgPp6SuiEiVUMJEoiODQOUr6lHMfHyUV75iHN660V9Sn+FVGl+4JhCofMVRBF4dftAeZuBtHrwEn2diLjpaBC1f4V4dfpCPehQxDzz/XvcxgVeqNsAw+CgmmUF4JzGH4fOsDi973dHYAP9ehhsYH53V/HKQCVySzgCPW4LverJO/Vr3ToKfcUpxVbjB96EyBN/1ZCl311MmTsP6sj6m4qWwqoSBaeApSXcMMNsGecbZ0klJz7/Xc8Yp3xcLNwPuBtzn4jSKDMge2KXm/ffyGSLcY6qWSUy03HPPNzRt6v9SnTu3JcuWNQt63ZYtdZg0yX/u2xjIyFjPkUdWtFVFVTDO7krvM+eRksbwQdjzgLtdgyU7WU3ky4x6mI/wLiJIAuaCdZetLGsk3jKjG4HrShJKUWYW4JTpKKsFMKekOXwwj+AtM7qS8t4TiYhExuk47ylfwJuM9qhTpw433XQTb775JsOGDSMxsdx1ISLVwumnn87zzz/Pgw8+SMuWLcO5pAFOWeCfiNHvUCJS8yhhItHjC1q+InCtfx/d8CZZnBr1d1a4mXJVClS+4kIyPc2aHT5uAq52jX4HpBHpviXBjGQfiQHLV4zGR7DyFQ/hbab8JkdEdzW/n7HkYwKu7H8Mn6f/gNO3JPBq/r8zIbqr+eUg4zwXAu16mmu9Oxaw0A5v2RuLUzLJXf4vmiq068lCd/CUgNuF07ckljudhgLfuMYuwdtU+YDbgD6usQ14E1pRU6afiftnxXgLfwpy2XTA3S58OU7TeKlirVrtJzPT288kK6st339f13N+YaHh7ruPZ+dO/3nvq6/O57zztkcy1BDMSpzXflklOxZsgFXBtiXOzyH3rNbNYD6JRIThMY/hxFXW0cDskp0kLrYj3jKjhcBVYH6KRIRhuhV4zzWWQtCdh3YAzjOvrJJEmPqWiEjUtMRJ+L6Ds8AjpF69erF8+XLGjRsXbu8HkWojISGBAQMGkJeXx4gRI6hTJ6wWl3WAB3B+xxIROSRKmEg0WeoELF8xAB/X+43c45RPwdu3ZCQ+3o9kkCH5+JWEAOUrLPeQhX/5iiw64G0SXAhcjY8fIxlmSOP5GhOkfIUP/yW8mfQDz66en0niqpJm8rEzgWV4J20aAfN5gPqu8bhazS9+bse768nTE8OWNlamqevc+w08H7nwQivTz8Sz68m6emJYaEXgSdObDFHqzRSEge3AAMC9ZP9+C38oO2CdnjPuhEIBcJXxllqLKuM0sR/pGk4A5lhX34iSfjNprnO34pTi0qRphHTtuoOrr97qN/bLL4mMGXMcBQX+c/TTph3Nhx/6N6499dTd3HKL+y1FTNwDuEs3BeiJYYOVGZ0L5skIxVYRw3FeN2VdDO5ypLYRzvPLndm6C8zqSAUXHnMgWerum3QX2J7+QzbQop2SUmsmLr6xRKTGS8ZZePIFzkKTkFtETj75ZObNm8cTTzxB27ZtIxyeSGw1atSIsWPHsnz5ci644IJwLxsXyZhEpHZQwkSi6+4Dq/Y8E1DTySoth2DYzyycUldlzS8piRV7GXwEnh0lSRTzLPfglK/w0Yhi5oNr0t6QgY+8qMQZygQW4J0saAE8XbIbA7Jphw2wmt8whHExXc1/0KlkAK+5Rjuws0yyKjPIav5E+uMjBiVQpCzjNAcPtOvpTuvUcT7gflyT9sAa4uSNsXGagwfc9WRxdj1ZSnszuZs9P2Gc8n4xZ5y/U3fJoLo4JcaaAlhohtMvxL3k605DlHszBWHgSfD0u2pFmX4m1pnYnuY6pxinvFu0ezPVOiNHfsfvfrfLb+yTTxry6KMH3wLk5TXl2Wf9SzI0auT0LUlOjs1GTX/mQLLU3Rx8CNjBZf58N4HKjMZwN5Y/8yvO82uf68BksOeU+XOgMqP/AXIiGFwFmK/w/p0mAE+DPdL5oz2QfHeXGZ0Mxr0bWkQkEi4GPsJ5droXAnk0a9aMSZMmkZubS0qKe/2XSM3WsmVL2rdvT3Kyp/hAIOWVfBcRCYsSJhJ9PlZiApSvKOaf+GiAjzvxnyAF+ApvM8/Y8vEo3vIVbdjPbJydGo+BpyzUa7RnSjTCq4BReMtXdAMmMI26JX1L3G/iH2BCbFfz++lPEc7qcPeunZvwMZBJtMIG3LE0gvGxXc0vBxkI1rR3loWjShIn7rJQ24EBxrsbImYMwXc9WSeBmoG3LNQXRL3Zc0gP4N210w74R0nfkll462u/hFO+L56MwGkGWVZ3nGRcsGbP9xh4NRrB1XZJSZZ77llHkyb+bUDmzGnFihXNyM+vw4QJbbGuvMhdd23gqKPc8/qxZLYSOFn6KNj2YJ2fq/72AgPAxLLMqItZC4x2DSbj9DNpAfZGnK+zrO+AwbHpWxKMmYfTkL6sknJoNpHAZUYD9dsTEalqp+AkmV8ETg51clJSEkOGDGH16tUMGTKEpKTyWjKJ1CzWWhYtWkRKSgoPPvggBQUHi1s0bRo0z7guKsGJSI2mhInEhmUS3lr/p+I0uMt2je/DKdvlLq8Qe/W4CWeSt6yL8fEf8DQe3wxcXTK5Hz987CWRq4FfXUfuZhuLgY6u8bc4gruiE1wF+IL2hXmUAv6NdzX/bCZ4Vp5LjBlYAPyfa/hw4Dmc3Rdl6/RY4Hrj7bcRDyYAq1xjHXASEO7dMHuAK42330ZMmdLSNGx0HeqH84v+Fa7xDcBgE6veTEEYpy/MALx9YTJx+ue4mz2vwtuTQiKodev9jBu3wW/MWsjKOpY77mjHjh3+k0N9+/5Ar14xrfgWhFkOTHQNNsRJyv0TcM9y3QrGvWAhHjwMLHKNHQP8CyeRWlYhTr+P2JYZDewWnLKbZZ2Lk9i9wTW+DegPJrZlRkWkJmsOPAh8CIRVW6hbt27k5uYyadIkmjVrFtHgROLN+++/T58+fRgxYgSbNx/cxNuqVSumTJlCly5dgl2aH5UARaRGU8JEYsNHMXAN3vIV5+OdULgdn6e3QXwYww4SGIC3fEUv15+LgcH42Eo8Gs/nGIa5RhPwlg7ZTiJXx7xvSTA+luDtGdMUONs19iX1uSU6QUkl/BXvrqdOOCWgynrYeCf14oI50KvIu+spFW996pHGO6kXFwz8hJMgcb/m3c+4QmBgrPuWBFPy9+vuZ5KEd6fPNpxSXIVIVPXo8TP9+//gN7ZjRxKffNLAb+yEE/bw179+F83QKioL74KQ0/CWGV0AZkZ0QqooY4Hr8Sajz8XZlVWWD4w7ORwnzG7gSrzJaPfz60Dfkg2IiFS9BGAw8BlOT6iQNYXatm3LjBkzmDt3LiefHHITikiNkp+fz+jRo+nduzfvvPNO6XhycjLDhg1j5cqVDBo0CGNMOXcRETk0SphI7DjJg0DlK8pajI/pUYqocjIIVL7CnyELn2cCJb5MIFD5CrehjI/L1fxl3Q28Xs5xpyHsnfG1ml8OMgf+jbxNe8v6EG9PmrhiYBPOL8jF5Zw238DMKIVUKcYpUzM+xGnjTPmvu5gr+Xt+upxTLDDEECe9mWqhW2/dyCmnBG8p1aBBMffdt466dct7ScVaaT+TLeWcFKj8YJwx23F2ZpVX7nAZcF904qks8wXeZKnbQ2D+HY1oRKTWOQ94F6efWsvyT4UGDRqQnp7OsmXL6N3bXaFapGYrKChg5syZdOvWjTlz5lBUdHCaKDU1lZUrV5KVlUXjxu5KuiIiVU8JE4ktH8uBSUGOfoMz2RhX5V0C8vEwEOyX7WW095ToiFe3AP8LcuwRfPwrmsFUiu9AeRB+DnjcMBIf70c1Jqkw4/QtcvcrOWAnTgmrvVEMqVKMU7rKvevpgC/Bs7MrXv0NeDnIsZdLjlcHI3D6xQSSY5yykBIjdepY7r13HQ0aBF5Hcddd39K2bdy/7AGTj1MiMlBmxykzitkR3Zgqw6yBoCU4twBXg4mvMqMBmSdxSjoGsgYYE71YRKSWaIPz3FmGt/SnhzGGvn37snr1atLT06lbt27EAxSJJ7m5uZx77rlkZGTwyy8H1zWecMIJPPPMM8yePZtjjz02hhGKSG2jjmESD5oHGX8dH9ujGkllzSeBTzyN0Q94Oe76lgRXB6feeiAvRTOQQ5JIQ4qoE+DIPhLifKePlBXs2fAJ8dm3JJhgX8eKeOtbUo4EoEmQY/8x5e+iiSd1gQZBjlWfZ1wNtmdPIoWF3hIL9esX07FjdXm5AE4JwUALk9YTfGFCPAr2/FpTkhiqBqwh+NfxKpjydtGIiFREA5zKA3fiLWEY0BlnnEFWVhYdO7rbRorUfF999RU+n4/XXnvNb7xZs2akp6eTlpZGUpKmLUUk+rTDRGLLxyXAzUGODiKTa6IZTqV9wnige5CjWfj4QzTDOQSzgLZBjj2Jz9M4Pf74qEcR/yRw4qcuRczDFzCZInHEwu+AKUEOnw2MjWI4lWad0mLBSu8Ms3B5NOM5BBOBzkGOTbZhrJ6MNQsGpyzX0UFOedrCYVEMSVx2707g7ruPY/9+79vTPXsSGDfueIqLq0O9atsO+HuQgycTfNdZnLHdCb7DpDfY4dGM5hDcCgQhUuw6AAAgAElEQVSrbTMGbI9oBiMiNZLB6fn2KTCBMJIlrVu3ZurUqbz44otKlkits2PHDsaPH0+PHj38kiVJSUkMGjSIvLw8hg4dqmSJiMSMEiYSOxNpg1PPNfjsh+X/yCa+O91lcS4wrpwz6gLz8AVdnR0fMrkFuKKcM1rhJE3i/bkxDTi9nONnErwMnMQBC42A+ZT/y+YEC3E9yWXhBOAfIU573AZPUsYFCxcAd5RzSj3gnzb4zo14cTvQp5zjRwOzbXk/kySi7rvvGNavD/6yf/fdRvzjH0dEMaLKsMnAHAi66xRgBNirohRQJdmWwDNAYjknPQS2vJ+3ccD+kfL7rCQCs8H+JkoBiUjN80cgD+e96zGhTq5Xrx4jRoxg1apV9OvXT42rpVYpLCxkzpw5dO3alVmzZlFYWFh6rGvXrrz66qtMmTKFFi1axDBKERElTCRWZpBMIfMB90/Cr11/bkQRzzCN+Czkeg+HU8w/8U4ouL+OE4DHohNUJWRxBtbTg6AA2OAa64Upd+I0tnxchXc1/w94m4enk8nF0QlKKuEf4EmUul9TCcBTFg6PTkgVYw8kSr1lrNxfRzOcZENyVAKrIAtH4iS23e8X3F/HqcDDUQmqEix0wpso3Qd85xq7mNANoiUCXnjhNyxZ4r/B5ze/KaBePf9qb7NmHcGaNXHd7PNvOLvgyvoabz+2x8AeF52QKsom4CRL3Nkp9+u+HvAs2GClPGPMNsV5Drt3lbq/jqOBJ0pKd4mIhOtIYAbwFsF34fpJTU1lxYoVjB07loYN4/TRKRIheXl59OrVi9GjR/PTTz+Vjh933HHMmDGD+fPnc8opp8QwQhGRg5QwkdjYzD14JxTW0JDfA6td4x3ZxuToBFYhhv3MwnmzXNZc6nAO8L1rfCCZDI1OaBXgoxHFPAuupJThLhK4BNjjN26ZSBZdohdgmLJph/NLS1kWuB7jaaxtsDyFL/QqMIkuC38B3Cuvv8N5XjzjGj+K+N0RcD94SvG9ibP76V3X+DlAdjSCqghbkpQCWroOzQC64DR9Lut6C9dGI7aKsE5S6lm8Sal0nF117v4Ff7Pen08SQevW1WfKlDZ+YwkJkJ39DXfcsdFvvLgYxo49jp9+isccow2UcPsZ+BPO7seymgHzwMZjicixODGX9T+c51eua/wU4JFoBFUJjwHHu8ZexHk2f+EavwT4azSCEpFqrw4wCvgM531ryDmVDh06sGjRImbPnk2bNm1CnS5So6xfv57hw4fTv39/Pv3009Lxhg0bkp6ezrJly+jdO1jlTBGR2FDCRKIvkwtxJqrK2kEiA7iDXSRxFbDNdXwkmXFW69/HnXhrYn9Jff7C3fxAAgPB1ezd8ghZcVfr/zG8q/n/wwQeIIOPcBoXlpVEMc9yTxzV+p9GXYqYj3c1/2R8vMgEFuAtjdQCmIMPFUaNExZ+CzzoGi4ErjbwI3AD8Lnr+IU4pZbihnUm3ka4hn8GrjLwKzAA766n0TZ4jf1YyQDOd439D7jNQD5wHd5m749aZwI1nswC3Cv5XwQeNbAGb0nFZGCOLb+kklSR/fsTGDfuOPbu9X9LOnz495x55i/06fMjF13k/5Zg27Zkxo49jmL3d19M2UBlRp2kPWY9Tlm7t1wXxWGJSJuC89ovay8wEMyvwCBgs+v4dWAHRyG4CrA3AVe7BjcC14HZCVyDN1l6H9hzohCciFRfvXH6lDwEhNzu2Lx5c7KysliyZAmdOnWKeHAi8WT37t3k5ORw3nnnsXjx4tLxhIQE+vXrx+rVq0lPT6dOnXhcOyIitZ0SJhJdEzkKy1O4V4QbbmQ83wAwjo0Y/uK60mB5HF+c1Pr3cRaQ5RrdSwIDuJNfAMhgBU6j5LLqUcw/8cVJrf9M/owz+VHWJmAwB8qH+HgE+JfrnDbsD9F/Jpq28Te8q/nf5gi/SZ+RwAeucwJNDEkMWGiIU/vZ/dqYYJy60JQkG67BKaVU1j02zFIIkWYJ2JvJAkMMfItz4Cu8peMMMMt6d6zFhCVgb6ZdQH8DuwEMvAKeUn6NgPkW6kc+ytAsAXszbQTSzMESSfcDL7jOaUfo/jNSBSZPbsMXX/h/u3Ts+AtDhhzcwDRmzLe0bbvX75x33mnMU0+1jkqModkknF1M7oUE08D82/lfU4Dz/NrhOicd7KWRjjA81llIgGchwc1gPnT+12zF+TqKXOc8CrZ9pCMMj+2A87ouqxC4GkxJDRDzDt6G9snA3JK/BxGRstoDL+O8X3DvXPNITk5m6NChvPHGGwwbNozExPLaQYnULNZaFixYQOfOncnJyWH//oPrE/7whz/wwgsvMHXqVA4/PC4rK4uIAEqYSDTNJ5FCngLcjTUfZQLP+o1M4Dlguus8p3zFjBjX+r+X5jg1sd1x/JUM3nONZQH/dY2dCkyNUHThy+K3WB5yjRYDg/Hxo2t8KJQktA66GB+3RCy+cPm4BLjZNfozMIDhFJQ5by/QH0oSWgeNJZPUiMYo4ZiO89ooaxn4l+MzsBa403VeEjDXensiRZUtnWzzxPGggefLDhgnOTTLdd7hOP1MYvpbdUlfmEC9mW428IlrbBzwumusAzAlQuGFzcLvwFPOsRBnp0/ploWSxMkQvD2b+pWUiJMIefXV5jz/vP9bghYtCpk48RsSEg62/GjQoJj77ltH3br+W0oee+xIPvigUVRiDWESeEpVBnhWma8JnCx9AmyMS0Takjg8pSrng3E9q4zn2Uxp0tvGOFlqDyTf3XGMA+N+Vj2I69mM8/W7y3uKSO3VAuf3to+AXuFckJKSQm5uLtnZ2TRp4t78LlKzvffee1x66aWMGjWKrVu3lo4fccQRTJs2jcWLF/OHP7jXOYqIxB8lTCR6PiET6OEa/YgmQcrptCAdb63/s9js2dkRTYZ9PA6enS4L8fF/nrN9FJPMNXhr/Q/D59nZET1/oyHFgVfz4+M1z/k+tpPAALzlK+4ni9jtL59IG+BJApVA8bHec76PLzCMco0mYHmaSZ7mthIl1ulZkuYazgeuMd5VzOD0AljkGmtD7PuZ3It3p0ugVcwH3Ix319O5wPgqjitsJX1LniZAbybjvNb8mNJV2/zkOnSz9faiiRpbstMF76TpXcbbJ4uSBMq1eL/fplqnb4NUsY0b6zJp0rF+YwkJkJX1DYcfXuA5/4QT9jBq1Ca/saIiw113HceOHbGsrGgvwFsWsGQ3nHHvhgPMAuDvrsGSnR02ll/IHYB7p0ug3XAHTKBk918ZpwE5VRxXRT2Gtyzgy3h3wwHmQLL0W9eBvmBvjERwIlJtJOMsmvgcZ5d6yMUs7dq14+mnn2bevHmcdNJJkY5PJK5s2bKFkSNHcskll7B27drS8fr165Oens7rr79O3759MSY+ClSIiISihIlERybdgTGu0V1Af25zNRU/YCT7CFzr/04yY1TrP5Nbgctco+uo52kqftBY8nF+IXdXW38MX4xq/e/iYbyr+ZdzKvcGvSaDNZgAtf6LeYb7YlDr30cShcwlUAkUH/8Oet0EnsCZEC6rFQU8w/zYruyvjSyciHfysBi41njr5AOlOwKuB09SLFDvkKiwTi+V21zDO4ABxptoBMA4fQGuoaTEVRnjrbfhcrTciXcF5VeUs9PClJS44mCJqwMes97eIdESuDdTOZO5BlbiLbVYD6fEWMg65RK+/fsNY8Ycz65d/o/c667bwtlnu3/kH9S//1Z69NjuN7Z1ax0mTGiLdX/3RYVthbMrw/1++gYw7n5LZY0irkpE2rOAbNdgyXswE+QfxBxIlrp3pN4IdmBVRxgeez1O4rOskvdgJkjHG+PsSAV3lu5BsGdUdYQiUi38CXgPZ7eZuzKCR9OmTRk7diyvvfYa55/vbv0mUrPt2bOH6dOnk5KSwsKFC7Elb8iMMfTu3ZsVK1aQnp5OvXr1YhypiEjFKGEikeejJZZn8K7MuQkfn4W49qsg/Uxm4YtyrX8ff8Ryn2u0gAQGMcZTk9x97ct462k7K6AfiHKt/0wG4CRwynJqkvcPuJr/oAlBav3vjUmt/3vwruZfSwtPuSavhtwInu+97nzqaXAvEWRLJqPxTkZPMpBb3rUGthN4kut+6+1nE1EWjoYAvZngJgPryrvWOE3UvbuenKbjUW3QYKETkOka3ofTt8Rdys6PgZeAh13DzYB5FqLaydESvDeT8SZ13Cbi/d47EWdXk1SRBx9sw+ef+29wPO20XfzlL9+HvHb8+PUceaT/xo28vKbMnduySmMMzSYAz+B9nf4dzDPlX2uCl4jERrlEpG2GU0rQ/Tq9HYx7l6+L+Y7AydJHwYas8V+17EkQsMzoIDDuXb4u5i28z766OCXGlCwVqT26AGtw3gf8NtTJCQkJ9O3bl7y8PEaMGEFycmyrRotEW25uLueddx6TJk1i165dpeO/+93vWLRoETNmzODoo4+OYYQiIpWnhIlEls+Z+ANPuaMn8PFUWPeYwDzgcdeoU2M/WjsCJtMYZ2LEf0LBcCcZvBHmXcYSqNb/Tk8d8MjxcQI28Gp+fISeqSqn1n9JA/noyORCApVASeSakp1J5buDXSTQH1y7myxZ+OhaZXFKKA/hLXe0Cu8q/4AMvI13RXZdnEn6qBSNLuk3MhvvCsTHjNMHJCQDM3Gek2W1Ap6wUfo5baE5zqSppzeTwdObKZjbgbdcY2fiJCGiwjoTHAF7MxnvSngPc+B56C2jeJ2FwVUTZe322mvNWbDAv8lnkyZF3HvvOpKSQm8Tady4iPvu+4bkZP9zp049mo8/blilsYYwAXAvJf4f8NfwLjdfEDhZ+jTYaJaIfBzvTrAX8faRC8IswfuaawrMAxulZKkNlnzPBrM0zJvcC7zqGjsB7w5IEamZnsQpM/jHcE5OSUlh6dKlTJs2jcMOc292F6nZPvzwQ/r06UNaWhobN24sHW/VqhVTpkxhyZIlnHXWWTGMUETk0ClhIpFlGAuehtpfUN8zSRDKCOBD19i5fOopERUZe/g/wF2MdgkTPJMEwfkoJClgrf9b8HHFIUYY2rQDqyU9E8n34vNMEgTnC1Lr3zKNLH5/iFGGNpGjsAFW8xtuYDzllUDxl8FHeJMuScCz+EJvv5dDY6EfMNw1vA0YVNIXI1yTgcWusRMgarueAvVm+hhIr+B9Au16ugCnr0BElfR9CdibyTilrcJinN0+14Bnx93t1tsbocrZ0qbTnt5MPkOA3kxBGKeEz0C8/UwetdD+0KKs3bZsqcPEif49xY2BCRPWc8QRASvXBXTqqbu48Ub/fiaFhYZx447j11+jsY7CnouzCKIsp8woxl1irxzmCfAsHmkFPAM2Cl+IHQlc7hosKbFnKlLk7E7wLB75I5RT5rNqPQye9x8r8JYZK4c5kCx1l4K8Cux1hxCbiMS/rnh76QXUtm1bHn/8cebNm8cpp8SmsrJIrGzdupXbbruNiy66iDVr1pSOJycnM2zYMFauXMmgQYNISNA0o4hUf3qSSeRkkYL1rP7eSwL9ubP88i4ePvaSwEDctf4tGWR6VnhWrUxuxJk8KytYGYryjWMjcF2A62aRHeFa/9t4EHDX436TIzxlKELzBan1X8z8kt04keEjgUKewruafwYTCFECJeD9HgWedY0ejbNjQB3pIsRCO7wJDQsMMd7dS+UqKbE0FDw7pPpbZzxiLMF7Mxn37qUQjNMk2rvrCSZap0REJAXqzbQBb0IrJANf420SbXB2yxwT4JKqFLg3k1O+r0IMLAOmuIYb4vQziW4ZxRqisNBw993Hs3Onf1/zgQPzOffc7UGuCu7aa/Pp1s3/uu++q8vEiccGuaKq2JY4u8fcCY2bwXxSiRveBHzqGusOYZSXPCT2d+DZ4VoIXAVmW8XuZQqc63Bf91ewfSobYXhsf/D0kfsBGAim/DKjHmYrgZOlj4B1P1tEpOYIK1mSnp7O8uXLueCCCyIdj0hc2b9/P48++igpKSnMnTuX4uKDbcFSU1NZsWIFWVlZNG6sKpYiUnMkhT5FpJKKOTZAk/D3yfA0Og1PBv/Dx+UYz6R/5HqZzCeRT6mDcU2KWnLxhS7vEpCPF8nkWpyJ+YOKOBn4ppKRhvqczTB8i3ty1/IMwz09IMI1EdiOcU0e7uFEIETd80pKpB3FvIp/2YxiGvPIIdz1JkyA78mJHF2S4JKqdwrelccbjLc/TlgM/GChD97yOA0sJJSUWYqEY/GuMn/HeCc/w2LgIwt9gQ6uQ8fgLedXJezB9wHuxM9/jHfyMywGFlgnMezu7XASFUyIhcs6SdTP8X4dTxnv5Ge4MnAmXt1lhU7C27BbQtiwoS7nnrvdLzmSmGgZMGBrpe5nDGRkfMvzz+/yHPvpp2QOO6yyP9pCOhVvT5sfwTxZuduZXWD7Ar1dBwqdklYm/K03FXMy4HONfQpmdeVuZzaAvQI423Xg8EBnVw1rcF777tf9SjDhlBkNwCwHexVOYr+sE4HKJMREJP6F9ZydO3cuJ554Ir1798YYrauS2uGVV14hMzOT9evX+42fcMIJ+Hw+evRwb7QXEakZzDvvvBP2CnljzJSOHTtGeMWbRMk4nFIF/wBPU3URiZzjcVbh7wIaxTiWQPoD83DKmZwX21BEap1CnJ0LR+HdNRVJzTmYIKsDlU6k88477wwjeiXxKsRa+8SZZ555fazjEHH5D04JxutwdriKSHTdgjcRHtRZZ51FdnY2HTq417eI1Byff/45EyZMYOXKlX7jzZo1Iz09nbS0NJKSYrv++s9//jMvvfRSoEMPAyOjHI6IxLm1a9dOttaODvd8leQSERERkSqRkJDwRaxjCMYYE36fKxERqS0q0juPt99+mwsvvJD09HR++OGHSMUkEhPbt29n7NixpKam+iVLkpKSGDRoEKtWrWLo0KExT5aIiESannLSB2/5l3BMBeZWcSwi1c1KILmC19SNRCARcAbeJr7hWIS394NIbTMHb0mfcESjY3koq6hofy6nr1c/gB07dqxu3LjxNxDhvlwVt7+oqGh+rIOQGm0UTi+XilLnaJFqpri4mGeffZbnn3+eG2+8kVtuuYU6ddwVPEWqj8LCQubOncvkyZP56aef/I517dqVzMxM2rdvH6PoRESiTwkTaVnyUVELqjoQkWrobCqeMKkumuCtRR8O9XYQgdOB38Y6iErqVIlr1h34n+7duxeuXbv2RmvtS8RHAuiA7E6dOkWmT5iIoy2V+7kpIvGpkBDzJbt37yYnJ4fnnnuOu+66i9693e2oROJfXl4eEyZM4NNP/dswtm3bVt/XIlJrKWFSe80HPjqE6z+uqkBEqrErqXxpwwpt/4+iPOCyQ7heE5IiTj30Jodw/bbQp1SpXzm0171f5/WOHTu+smbNmiuMMTOJaNPvsOwFMjt27Dg5xnFIzTcLWH4I179bRXGISNVYh7Nz+q84/b2CWr9+PcOHD+fpp5/WSnypNtavX8+9997L4sWL/cYbNGignVMiUuspYVJ7fVHyISKVtzj0KdXO98DzsQ5CpJpbFusAKqiAKn7dn3nmmS/k5eW1q1+/fh9r7enW2sZVef9QjDF7jTFfJCYm/vv000/fFM3PLbXWx2hBkUhNUgSMAR4HHgAuDnVBXl4evXr14qqrruLOO+/ksMMOi3SMIhW2e/duHnvsMR555BH27dtXOp6QkMCVV17JuHHjOPzwWK93ERGJLSVMRERERKTKde3a9Recfi5zYh2LiIhIJX0BXAL8CXiIECU3CwsLmTNnDosXLyY9PZ3rrrtODbIlLlhrWbhwIZMmTWLr1q1+x8444wyysrLo2LFjjKITEYkvlS0lIyIiIiIiIiJS4yQnJ7uzHEuBM4BbgR2hrt+xYwcZGRn06NGD1157LRIhioTt/fff59JLL2XUqFF+yZLWrVszbdo0XnzxRSVLRETKUMJERERERERERKREw4YNGwYYLgCmAu2AaThlu8r11VdfMWjQINLS0li/fn3VBikSwpYtWxg5ciQXX3wxa9euLR2vX78+I0aMYNWqVfTt2xdjTAyjFBGJP0qYiIiIiIiIiIiUqF+/fqNyDv8EjALOBFaGc7/c3FzOPfdcxo8fzy+//FIVIYoEtXfvXqZPn05KSgoLFy7EWlt6LDU1leXLlzN27FgC5wVFREQJExERERERERGREvXr129orQ01X/IecC5wKfBNqHsWFBQwa9YsunXrxpw5cygqCrlBRaTCDiTnJk2axK5du0rHO3TowKJFi5g9ezZt2rSJYYQiIvFPCRMRERERERERkRKJiYmJmzdvPj3M0xfjNIMfA4TcPpKfn8/o0aO56KKLePvttw8lTJFSH3/8MZdffjlpaWls3LixdLxFixZkZ2ezZMkSOnXqFMMIRUSqDyVMRERERERERET89azAuXuAycApwNOALf90+Oijj7jssstIS0vju+++q2SIUtv9/PPPjB8/ngsvvJC33nqrdDw5OZlhw4bxxhtvMHToUBITE2MYpYhI9aKEiYiIiIiIiIhIGdba1Epc9j0wGOgEvBHOBcFKKImUp6CggJkzZ3LOOecwa9YsvxJvKSkpLF26lKysLBo3bhzDKEVEqiclTEREREREREREyjDGdN26dWt5zd/LswboAvQHNoY4lz179jB9+nS6devGggUL/Jp0i7itWrWK1NRUMjIy2LlzZ+l4u3btmDNnDvPmzePEE0+MYYQiItWbEiYiIiIiIiIiIv7qFBUVdTuE6y2wAGgPZAJ7Q12wefNmRo0aRe/evVm7du0hfGqpib7++muuvfZaBgwYwBdffFE63rRpU7Kzs1m2bBk9evSIYYQiIjWDEiYiIiIiIiIiIi6VLMvltgvwASfh9DcJ6d1336VPnz6MHDmSH374oQpCkOpsx44dTJo0iR49evDf//63dDwpKYlBgwaRl5fH0KFDSUpKimGUIiI1hxImIiIiIiIiIiJeFWn8HspGnP4mPYAPQ51cXFzMwoUL6dy5Mzk5Oezfv78KQ5HqoLi4mAULFpCSksL06dMpKCgoPda1a1deeeUVpkyZwmGHHRbDKEVEah4lTEREREREREREvE7dtGlTmyq+5zLgDCAN2Brq5F27dpGTk0P37t1ZvHhxFYci8er1118nNTWVUaNG8eOPP5aOt23blhkzZjB//nzat28fwwhFRGouJUxERERERERERAKrirJcbsXAU8ApwGQg5PaRb775huHDh9O/f38+++yzCIQk8eD7779n5MiR9OvXj08//bR0vEGDBqSnp7Ns2TJ69+4dwwhFRGo+JUxERERERERERAJISEiIRMLkgJ+BMcDvgCXhXJCXl0fPnj0ZPXo027Zti2BoEk27d+8mJyeHLl26sHDhwtJxYwz9+vVj9erVpKenU7du3RhGKSJSOyhhIiIiIiIiIiISgLU21Vob6bmTz4GLcXazfBLq5MLCQubMmUPXrl2ZOXMmhYWFEQ5PIsVay+LFi+nWrRs5OTns27ev9NgZZ5zBCy+8wNSpU2nZsmUMoxQRqV2SYh2AiFSIIYvTsJyH5XTgsJKPRGAnsAH4kASWkcH/YhmoiIiIiIhIDXDY5s2b/wC8E4XPtRQ4HbgJyASalnfy9u3bycjI4KmnniIzM5Pu3btHIUSpKu+//z7jx49n7dq1fuOtW7fm7rvv5sorr8QYE6PoRERqLyVMRKqDB6jPL1yP5XaKaRvy/GLAx5cYHsMyCx87Ix6jiMSEhRHAbeWcMtDAW9GKR0Sqkj0LeDbMkwuAbcA3wMfAq8C7YGyEghMRqU16Ep2ECTjP86nAHCAD571eYnkXfPXVV1xzzTWkpqaSlZXFscceG4UwpbLy8/OZNGkSzz33HNYe/DFdr149hg4dyq233krDhg1jGKGISO2mhIlIvPNxNjuZD7Sp4JUnYnkASAamVH1gIhInhgPHl3N8CEqYiFRX9Sn/9R3IOSX/vQdYC3YUmNerNiwRkVonFee5Gk0/AaOAJ3ESKCmhLsjNzWX58uUMHjyY0aNH07hx4wiHKBWxd+9eZs2axdSpU/n111/9jqWmpjJx4kTatKnor/0iIlLV1MNEJJ75uB5YQcWTJSJSC1j4I9AhxGlXWWfSVURqn47Af8H2inUgIiLVXOetW7c2itHnfg/oBlwKrA91ckFBAbNmzaJbt27MmTOH4uLiSMcnYcjNzeW8885j0qRJfsmSDh06sGjRImbPnq1kiYhInFDCRCRe+bgI+DtQp5yztgOrgZeBPJwyHCJSewwO45ymQO9IByIicasuMAts3VgHIiJSjdUpLi4+L8YxLAZOBcYAv4Q6OT8/n9GjR3PRRRfx9ttvRzw4Cezjjz/miiuuIC0tjQ0bNpSON2/enOzsbJYsWUKnTp1iGKGIiLipJJdIPJpIGwqZS/BatWuBccBSfBT6HfFxJIbLsdyE84ZaRGog65TbuyrM0wcD8yMYjohE1z7g2jJ/TsIp3XUDcHSA848C/gS8FPnQRERqJmttT+DFGIexB5iM09/kXmAQUG5X8A8//JDLL7+cSy65hPHjx3P00YF+TEhV+/nnn3nggQd48sknKSoqKh1PTk4mLS2N22+/nSZNmsQwQhERCUYJE5F4VMg4IFjB2WeB6/CxP+BRH98D0/HxGIYhOC3gRaTmuRg4PMD4frw703pZaG1gS+TDEpEoKASzwDtsHwf+BzQPcM3vUcJERKTSShIm8WITzoKYh3H6m5xT3snWWhYvXszSpUu56aabGDFiBPXq1YtGnLVOQUEBs2fP5v7772fnzp1+x1JSUsjOzuakk06KUXQiIhIOleQSiTcTOQqnSXMg71JesqQsH8VMYBYTeKIqwxORuJEWYMwCvgDjScDAiEYjInHAbAaCNXhvGs1IRERqoJO3bNlyXKyDcFkDdMF5XxhyYcyePXvIycmhS5cuLFiwAGttxAOsTVatWkXPni1vJ5QAACAASURBVD3JyMjwS5a0a9eOp59+mnnz5ilZIiJSDShhIhJvCrkQp9ROIOlhJUtEpEazcBhwYYBDb+KsMtwV4FiwRKyI1CwNg4x/H9UoRERqoOLi4j/FOoYALPAUcAKQCewNdcHmzZsZNWoUffv25X//+1+k46vx1q1bx+DBgxkwYACff/556XjTpk0ZO3Ysr732Gueff34MIxQRkYpQwkQk/qQGGV+Hj+XRDERE4tZAnEbObvMM7CZwfe3TLJwe2bBEJLZsdyAl0AHgtSgHIyJSEwX7XS0e7MLZadwBCFC20euNN96gV69ejBw5kh9++CGSsdVIO3fuZNKkSXTv3p2lS5eWjickJNCvXz/y8vIYMWIEycnB1kOKiEg8UsJEJP4Ea9S+KqpRiEg8C1SOqxhYWPL/8ypwnYhUP3XBzijz8TjYFcB/CdyjcB6Yj6Ico4hITfQna21irIMI4SugP3A+8GGok4uLi1m4cCGdO3cmJyeH/ftV0CCU4uJiFixYQNeuXZk+fToFBQWlx7p06UJubi5Tp07lsMMOi2GUIiJSWUqYiMSf3wQcNXwd5ThEJA5ZJ6naMcCh5cZpAAqwBNgR4JyBNnjJPxGpPpKAv5T5GAJ0A4zrvANlWq6LZnAiIjVY8/z8/D/GOogwvYbznnE4EHL7yK5du8jJyaF79+4sXrw44sFVV6tXr6Znz56MGjWKH3/8sXT8qKOOYtq0aSxYsID27dvHMEIRETlUSpiIxJ/mQcZ3BhkXkdrluiDjpbtKDOwD/h3gnJbABRGISUTi00fAbDD7Yh2IiEhNYa3tGesYKqAQ+DtwMjAZQvfD/Oabbxg+fDgDBgzgs88+i3R81cb333/PyJEj6du3L5988knpeIMGDUhPTycvL4++ffvGMEIREakqSpiIxJ9AzZoBGkQ1ChGJO9b5uX11gEMFwHOusWBluQZXaVAiEs9+B/wX7GNg9b5fRKQKWGvjuY9JMD8DY3B+LiwJ54JVq1bRs2dPRo8ezbZt2yIaXDzbs2cPOTk5dOnShYULF5aOG2Po168fq1evJj09nbp1A7UXFBGR6ki/OInEnx8DjlpaRTkOEYk/qcDRAcZfNfCTaywX2Brg3EstqKCySPV2YMXwgY8ngaUEew8BNwB3RSUyEZGa75xt27Y1jXUQlfQ5cDHOe8pPQ51cWFjInDlz6Nq1KzNnzqSoqCjiAcYLay2LFy+mW7du5OTksG/fwc2ap59+Oi+88AJTp06lZcuWMYxSREQiQQkTkfizMch4p6hGISLxKFjTds9uEuNMqC4KcG4dnEagIlJ97QMzvMzHEDCpQFvgwSDX3A22WfRCFBGpsZL27NlzXqyDOERLgd8DtxK4752f7du3k5GRQY8ePVi+fHmkY4u5Dz74gD59+jB8+HA2bdpUOt66dWumTZvGSy+9RMeOgVoKiohITaCEiUj8WR5k/EyyOS6agYhI/LDQBLgsyOGrLcx3fwB/CHJ+sMSLiFRrZhdwO4EXXzQAukc3HhGRGqs6luVyKwCmAu2AaUDI7SNffvklAwcOJC0tjW+//TbS8UVdfn4+o0eP5uKLL+add94pHa9Xrx4jRoxg5cqV9O3bF2NMDKMUEZFIU8JEJN4k8EqQI4kUqZyGSC3WH6gf5NiFQL8AH2cGOb+ThVOqPEIRiQOmGPgwyMHjoxmJiEhNZYypTo3fQ/kJGAWcBawK54Lc3Fy6devG+PHj+eWXXyIaXDQUFBQwc+ZMUlJSmDNnDsXFxaXHUlNTWb58OWPHjqVRo0YxjFJERKJFCROReJPBGuCNIEeHkRmw4XNgPo4ki3OqJC4RibWq3hWi5u8iNddvgoy3iGoUIiI114n5+fk1LQn9LtANuBRYH+rkgoICZs2aRbdu3TxJhuokNzeXlJQUMjIy+PXXX0vHTzvtNP71r38xe/ZsjjnmmBhGKCIi0aaEiUg8MowPesTyNJmM54GgK82dRImPLOAzikmJSIwiEjUWjgO6VPFtB1tIrOJ7ikjM2ROA04MczI9mJCIiNVlRUVFNKMsVyGLgVGAM8GuIc/3KWK1ZsybiwVWVsuXFNmzYUDrevHlzsrOz+c9//sPZZ58dwwhFRCRWkmIdgIgEMIH/4uNh4JYARxOxZLGTm/HxEk7Zje0YGmM5GuiM0yA+OYoRi0hkpQGBiiV/A3wdxvVnAIe5xo7C6Wew9NBCE5EYMGCbl/lzEs5rOgVngqtukOtej3RgIiK1SCowI9ZBRMgeYDIwB7gXGETg96KlPvjgAy677DIuueQSMjIyOOqoo6IQZsVt376dnJwcnnzySYqKDrZtSU5OJi0tjdtvv50mTZrEMEIREYk1JUxE4tWp/JVPOB64OMgZLYEhpX+y0QhKRKLNOr+cXhvk8E0GXg7jHplARoBDg1HCRKQ6agBsq+A175Z8iIhI1TjfWptkjCmMdSARtAnn/eIjOA3iy91yYa1l8eLFLF26lJtuuombb76ZunWD5fCjq6CggNmzZ3P//fezc+dOv2MpKSlkZ2dz0kknxSg6ERGJJyrJJRKv+lMEXIYz0Vk9C8KKSFVIIXCj5h8IP9nxbJDxKyw0rlRUIlKd7ASGgdHyChGRqtNs06ZNZ8Y6iCh5G6eSQRqwJdTJe/bsIScnh86dO7NgwQKsje2Pn1WrVtGzZ08yMjL8kiXHH388Tz31FPPmzVOyRERESilhIhLPfBTiwwf0AlZV4g5vkMCyqg1KRKIsWLP3+QbCWtFo4DPggwCHGgJXVjYwEakW3ge6g3kv1oGIiNQ0iYmJPWMdQxRZ4CngBJxFfftCXbB582ZGjRpFv379+OSTTyIdn8e6detIS0tjwIABfP7556XjTZo0YezYsSxbtow//elPUY9LRETimxImItWBj6X46EYCZwPZOMmTXwKcuR1YCWSSwOn46EwG1afznoj4sVCf4AmNYLtGggl2frCEjIhUT/uBj4EncMp6dgSjUlwiIhFgra2pjd/LswvwAacBC8K5YPXq1fTs2ZORI0fy448/RjI2AHbu3MmkSZPo0aMHubm5peMJCQn069ePvLw8RowYQXKy2n6KiIiXepiIVCcZvAW8VfrnadRlG4eRRCKF7MDHzuAXi0g1VAz8Icixbyp4r2kE/qVWJXpE4tdbQLswzy3CKb21E0xRqJNFRKRKnP3tt982P/bYY3+OdSAx8BXQH+gBPAR0KO/k4uJiFi5cyKuvvsott9zCn//8Z+rUqVOlARUXF/Pcc8+RnZ3tScx06dKFrKws2rdvX6WfU0REah4lTESqs5HsA76PdRgiEhnGKXWwrorutaeq7iUi0WL2otetiEg8S0xOTj4PWBTrQGLoNZwFPtcDE4HDyzv5wO6PZ599lgkTJpCaWjWbdFavXk1GRoan9NeRRx7JmDFj6Nu3b5V8HhERqflUkktEREREREREpHJqY1kut0Lg78DJOLuaQ/bZC9ZfpKI2b97MyJEjPX1SGjRoQHp6Oq+//rqSJSIiUiFKmIiIiIiIiIiIVM4FsQ4gjvwMjMIpz/WfcC5YtWoVPXv2ZPz48ezcGX6F6T179pCTk0Pnzp1ZuHAh1jpVZo0x9O7dmxUrVpCenk7dunUr8WWIiEhtpoSJiIiIiIiIiEjlHJefnx9uv6na4jPgIuBS4OtQJxcUFDBr1izOPvtsZs6cSVFR8FZc1loWL15Mt27dyMnJYd++faXHTj/9dJ5//nlmzJjBUUcdVQVfhoiI1EZKmIiIiIiIiIiIVFJxcXHPWMcQpxYD7YFbgZDbR7Zv305GRgY9evRg+fLlnuMffPABl112GcOHD2fTpk2l461atWLKlCm8+OKL/PGPf6y66EVEpFZSwkREREREREREpJKstUqYBFcATAVOwelzEnz7SIkvv/ySgQMHkpaWxoYNG8jPz2f06NFcfPHFrFmzpvS85ORkhg0bxqpVqxg0aBAJCZriEhGRQ5cU6wBERERERERERKqx8621ycaYglgHEsc2A8OBmcBDQOdQF+Tm5rJixQoSEhLYu3ev37HU1FSys7M55phjIhKsiIjUXkq/i4iIiIiIiIhUXuPNmzd3inUQ1cQaoCtwDfBdqJP379/vlyz57W9/y3PPPcfs2bNrZbJky5YtrF27ttw+LyIicmiUMBEREREREREROQTW2tRYx1CNWOCfwMnAGODXcC5q1aoVL7/8Muecc04kY4tL27dvZ+zYsZx11ln07t2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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "70087bce",
    "metadata": {},
    "source": [
     " <div>\n",
-    "<img src=\"attachment:fig_matmul_machines_1.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>\n",
     "\n"
    ]
@@ -497,7 +482,12 @@
     "\n",
     "<div class=\"alert alert-block alert-success\">\n",
     "<b>Question:</b>  How many scalars are communicated from and to a worker?  Assume that matrices A, B, and C are N by N matrices.\n",
-    "</div>\n"
+    "</div>\n",
+    "\n",
+    "    a) 3N\n",
+    "    b) 2N + 2\n",
+    "    c) 2N + 1\n",
+    "    d) N² + 1"
    ]
   },
   {
@@ -507,7 +497,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# TODO multiple choice"
+    "answer = \"x\" # replace x with a, b, c, or d \n",
+    "alg_1_comm_overhead_check(answer)"
    ]
   },
   {
@@ -517,7 +508,11 @@
    "source": [
     "<div class=\"alert alert-block alert-success\">\n",
     "<b>Question:</b>  How many operations are done in a worker?    \n",
-    "</div>"
+    "</div>\n",
+    "\n",
+    "    a) O(N)\n",
+    "    b) O(N²)\n",
+    "    c) O(N³)"
    ]
   },
   {
@@ -527,7 +522,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# TODO multiple choice"
+    "answer = \"x\" # replace x with a, b, or c\n",
+    "alg_1_comp_check(answer)"
    ]
   },
   {
@@ -560,17 +556,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_intro_q_2.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "62e5c637",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig_matmul_intro_q_2.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>"
    ]
   },
@@ -604,7 +596,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "answer = \"x\" \n",
+    "answer = \"x\" # replace x with a, b, c, or d \n",
     "alg_2_deps_check(answer)"
    ]
   },
@@ -624,18 +616,14 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_machines_2.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "fb6b572b",
    "metadata": {},
    "source": [
     "\n",
     "<div>\n",
-    "<img src=\"attachment:fig_matmul_machines_2.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>\n"
    ]
   },
@@ -764,7 +752,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "answer = \"x\"\n",
+    "answer = \"x\" # replace x with a, b, c, or d \n",
     "alg_2_complex_check(answer)"
    ]
   },
@@ -787,17 +775,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_intro_q_3.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "f1b8c712",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig_matmul_intro_q_3.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>"
    ]
   },
@@ -816,7 +800,13 @@
    "source": [
     "<div class=\"alert alert-block alert-success\">\n",
     "<b>Question:</b>  Which are the data dependencies of the computations done by the worker in charge of computing the range of rows C[rows,:] ?  \n",
-    "</div>\n"
+    "</div>\n",
+    "\n",
+    "\n",
+    "    a) A[rows,:] and B[:,rows] \n",
+    "    b) the whole matrix A and B[:,rows]\n",
+    "    c) A[rows,:] and the whole matrix B\n",
+    "    d) the whole matrices A and B"
    ]
   },
   {
@@ -826,7 +816,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# TODO multiple choice and checker"
+    "answer = \"x\" # replace x with a, b, c, or d \n",
+    "alg_3_deps_check(answer)"
    ]
   },
   {
@@ -844,17 +835,13 @@
    ]
   },
   {
-   "attachments": {
-    "fig_matmul_machines_3.png": {
-     "image/png": 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"
-    }
-   },
+   "attachments": {},
    "cell_type": "markdown",
    "id": "c14ebcb3",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"attachment:fig_matmul_machines_3.png\" align=\"left\" width=\"450\"/>\n",
+    "<img 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\" align=\"left\" width=\"450\"/>\n",
     "</div>"
    ]
   },
@@ -877,7 +864,12 @@
     "\n",
     "<div class=\"alert alert-block alert-success\">\n",
     "<b>Question:</b>  Which is the complexity of the communication and computations done by a worker in algorithm 3?\n",
-    "</div>"
+    "</div>\n",
+    "\n",
+    "    a) O(N²) communication and O(N³) computation\n",
+    "    b) O(N²) communication and O(N³/P) computation\n",
+    "    c) O(N²) communication and O(N²) computation\n",
+    "    d) O(N²/P) communication and O(N³/P) computation"
    ]
   },
   {
@@ -887,7 +879,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# TODO multiple choice and checker function"
+    "answer = \"x\" # replace x with a, b, c, or d \n",
+    "alg_3_complex_check(answer)"
    ]
   },
   {
@@ -946,7 +939,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# TODO move solution to a separate notebook and remove part of the implementation here\n",
     "function matmul_dist_3!(C,A,B)\n",
     "    m = size(C,1)\n",
     "    n = size(C,2)\n",
@@ -956,17 +948,7 @@
     "    @assert size(B,1) == l\n",
     "    @assert mod(m,nworkers()) == 0\n",
     "    # Implement here\n",
-    "    nrows_w = div(m,nworkers())\n",
-    "    @sync for (i,w) in enumerate(workers())\n",
-    "        rows_w = (1:nrows_w) .+ (i-1)*nrows_w\n",
-    "        Aw = A[rows_w,:]\n",
-    "        ftr = @spawnat w begin\n",
-    "            Cw = similar(Aw,nrows_w,n)\n",
-    "            matmul_seq!(Cw,Aw,B)\n",
-    "            Cw\n",
-    "        end\n",
-    "        @async C[rows_w,:] = fetch(ftr)\n",
-    "    end\n",
+    "    \n",
     "    C\n",
     "end"
    ]
@@ -1137,7 +1119,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -1145,7 +1127,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/notebooks/notebook-hello.ipynb b/dev/notebooks/notebook-hello.ipynb
index 9f81b61..51ff0f8 100644
--- a/dev/notebooks/notebook-hello.ipynb
+++ b/dev/notebooks/notebook-hello.ipynb
@@ -68,7 +68,7 @@
    "source": [
     "\n",
     " <div>\n",
-    "<img src=\"attachment:logo.png\" align=\"left\" width=\"200\"/>\n",
+    "<img src=\"data:image/png;base64,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\" align=\"left\" width=\"200\"/>\n",
     "</div>\n"
    ]
   },
@@ -85,7 +85,7 @@
     "Another attached picture with markdown syntax `![]()`: \n",
     "\n",
     "\n",
-    "![logo.png](attachment:logo.png)"
+    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)"
    ]
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   {
diff --git a/dev/notebooks/sol_matrix_matrix.ipynb b/dev/notebooks/sol_matrix_matrix.ipynb
new file mode 100644
index 0000000..7bba96a
--- /dev/null
+++ b/dev/notebooks/sol_matrix_matrix.ipynb
@@ -0,0 +1,60 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d6d12733",
+   "metadata": {},
+   "source": [
+    "# Solution to Matrix Multiplication Exercises\n",
+    "\n",
+    "## Implementation of Algorithm 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "be73e87a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function matmul_dist_3!(C,A,B)\n",
+    "    m = size(C,1)\n",
+    "    n = size(C,2)\n",
+    "    l = size(A,2)\n",
+    "    @assert size(A,1) == m\n",
+    "    @assert size(B,2) == n\n",
+    "    @assert size(B,1) == l\n",
+    "    @assert mod(m,nworkers()) == 0\n",
+    "    # Implement here\n",
+    "    nrows_w = div(m,nworkers())\n",
+    "    @sync for (i,w) in enumerate(workers())\n",
+    "        rows_w = (1:nrows_w) .+ (i-1)*nrows_w\n",
+    "        Aw = A[rows_w,:]\n",
+    "        ftr = @spawnat w begin\n",
+    "            Cw = similar(Aw,nrows_w,n)\n",
+    "            matmul_seq!(Cw,Aw,B)\n",
+    "            Cw\n",
+    "        end\n",
+    "        @async C[rows_w,:] = fetch(ftr)\n",
+    "    end\n",
+    "    C\n",
+    "end"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.9.1",
+   "language": "julia",
+   "name": "julia-1.9"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.9.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/search/index.html b/dev/search/index.html
index 6a074b9..d2f3499 100644
--- a/dev/search/index.html
+++ b/dev/search/index.html
@@ -1,2 +1,2 @@
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Search · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/search/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox"/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li><a class="tocitem" href="../sol_matrix_matrix/">Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Search</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Search</a></li></ul></nav><div class="docs-right"><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article><p id="documenter-search-info">Loading search...</p><ul id="documenter-search-results"></ul></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body><script src="../search_index.js"></script><script src="../assets/search.js"></script></html>
diff --git a/dev/search_index.js b/dev/search_index.js
index 3c06c95..011196b 100644
--- a/dev/search_index.js
+++ b/dev/search_index.js
@@ -1,3 +1,3 @@
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Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/jacobi_2D.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../notebook-output/jacobi_2D.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_async/","page":"Julia Asynchronous","title":"Julia Asynchronous","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_async.ipynb\"","category":"page"},{"location":"julia_async/","page":"Julia Asynchronous","title":"Julia Asynchronous","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_async.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_async.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_async/","page":"Julia Asynchronous","title":"Julia Asynchronous","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_async.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_distributed_test/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_distributed_test.ipynb\"","category":"page"},{"location":"julia_distributed_test/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_distributed_test.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_distributed_test.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_distributed_test/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_distributed_test.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_distributed/","page":"Julia Distributed","title":"Julia Distributed","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_distributed.ipynb\"","category":"page"},{"location":"julia_distributed/","page":"Julia Distributed","title":"Julia Distributed","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_distributed.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_distributed.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_distributed/","page":"Julia Distributed","title":"Julia Distributed","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_distributed.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_jacobi/","page":"Jacobi/SOR","title":"Jacobi/SOR","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_jacobi.ipynb\"","category":"page"},{"location":"julia_jacobi/","page":"Jacobi/SOR","title":"Jacobi/SOR","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_jacobi.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_jacobi.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_jacobi/","page":"Jacobi/SOR","title":"Jacobi/SOR","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_jacobi.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_tutorial/","page":"Julia Tutorial","title":"Julia Tutorial","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_tutorial.ipynb\"","category":"page"},{"location":"julia_tutorial/","page":"Julia Tutorial","title":"Julia Tutorial","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_tutorial.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_tutorial.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_tutorial/","page":"Julia Tutorial","title":"Julia Tutorial","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_tutorial.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/notebook-hello.ipynb\"","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/notebook-hello.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/notebook-hello.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../notebook-output/notebook-hello.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_intro/","page":"Why is Julia fast?","title":"Why is Julia fast?","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_intro.ipynb\"","category":"page"},{"location":"julia_intro/","page":"Why is Julia fast?","title":"Why is Julia fast?","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_intro.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_intro.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_intro/","page":"Why is Julia fast?","title":"Why is Julia fast?","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_intro.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/julia_basics.ipynb\"","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/julia_basics.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/julia_basics.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"<iframe id=\"notebook\" src=\"../notebook-output/julia_basics.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"matrix_matrix/","page":"Matrix Multiplication","title":"Matrix Multiplication","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/matrix_matrix.ipynb\"","category":"page"},{"location":"matrix_matrix/","page":"Matrix Multiplication","title":"Matrix Multiplication","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/matrix_matrix.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/matrix_matrix.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"matrix_matrix/","page":"Matrix Multiplication","title":"Matrix Multiplication","text":"<iframe id=\"notebook\" src=\"../notebook-output/matrix_matrix.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = XM_40017","category":"page"},{"location":"#XM_40017","page":"Home","title":"XM_40017","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Welcome!","category":"page"},{"location":"sol_matrix_matrix/","page":"Solutions","title":"Solutions","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/sol_matrix_matrix.ipynb\"","category":"page"},{"location":"sol_matrix_matrix/","page":"Solutions","title":"Solutions","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"notebooks/sol_matrix_matrix.ipynb\" download>here</a>.\n            </li>\n            <li>\n                You can also run this notebook in the cloud using Binder. Click <a href=\"https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/sol_matrix_matrix.ipynb\">here</a>\n                .\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"sol_matrix_matrix/","page":"Solutions","title":"Solutions","text":"<iframe id=\"notebook\" src=\"../notebook-output/sol_matrix_matrix.html\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"}]
 }
diff --git a/dev/sol_matrix_matrix/index.html b/dev/sol_matrix_matrix/index.html
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+++ b/dev/sol_matrix_matrix/index.html
@@ -0,0 +1,21 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Solutions · XM_40017</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://fverdugo.github.io/XM_40017/sol_matrix_matrix/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_tutorial/">Julia Tutorial</a></li><li><a class="tocitem" href="../julia_intro/">Why is Julia fast?</a></li><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Julia Asynchronous</a></li><li><a class="tocitem" href="../julia_distributed/">Julia Distributed</a></li><li><input class="collapse-toggle" id="menuitem-2-6" type="checkbox" checked/><label class="tocitem" for="menuitem-2-6"><span class="docs-label">Matrix Multiplication</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../matrix_matrix/">Matrix Multiplication</a></li><li class="is-active"><a class="tocitem" href>Solutions</a></li></ul></li><li><a class="tocitem" href="../julia_jacobi/">Jacobi/SOR</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li><a class="is-disabled">Matrix Multiplication</a></li><li class="is-active"><a href>Solutions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Solutions</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/notebooks/sol_matrix_matrix.ipynb" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="notebooks/sol_matrix_matrix.ipynb" download>here</a>.
+            </li>
+            <li>
+                You can also run this notebook in the cloud using Binder. Click <a href="https://mybinder.org/v2/gh/fverdugo/XM_40017/gh-pages?filepath=dev/notebooks/sol_matrix_matrix.ipynb">here</a>
+                .
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../notebook-output/sol_matrix_matrix.html" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../matrix_matrix/">« Matrix Multiplication</a><a class="docs-footer-nextpage" href="../julia_jacobi/">Jacobi/SOR »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 7 August 2023 16:13">Monday 7 August 2023</span>. Using Julia version 1.9.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>