From d418a95086c575133f965e766e5ac3008f29d846 Mon Sep 17 00:00:00 2001
From: Robert Lanzafame <rlanzafame@tudelft.nl>
Date: Thu, 10 Oct 2024 16:25:15 +0200
Subject: [PATCH] Squashed commit of the following:

commit 350822313d59b8a1b043f7fe7b915c675a3de8a2
Author: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date:   Thu Oct 10 16:24:43 2024 +0200

    GA 1.4

commit 8e7eaa1dee0aafe68e01c21710b98947c047ba49
Merge: f6fbbec 040e1da
Author: Robert Lanzafame <rlanzafame@tudelft.nl>
Date:   Thu Oct 10 16:22:25 2024 +0200

    Merge branch 'main' into ga1.3-1.4-feedback

commit f6fbbec532c3843a98ad0e75862b1fc365ace494
Author: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date:   Tue Oct 8 14:02:04 2024 +0200

    in progress
---
 content/GA_1_3/Feedback.md                    |   16 +
 content/GA_1_3/Report_solution.md             |    4 +-
 content/GA_1_4/Feedback.md                    |   20 +
 src/students/GA_1_3/Report_solution.html      |    7 +-
 src/teachers/GA_1_3/Analysis_Solution.html    |  152 +-
 src/teachers/GA_1_3/GA_1_3.zip                |  Bin 0 -> 26982 bytes
 .../GA_1_3/GA_1_3_files_for_review.zip        |  Bin 26704 -> 0 bytes
 .../GA_1_3/GA_1_3_solution_with_widget.zip    |  Bin 0 -> 676116 bytes
 src/teachers/GA_1_3/README.html               |    4 +-
 src/teachers/GA_1_3/Report_solution.html      |    7 +-
 src/teachers/GA_1_3/warmup/Warmup_README.html |  433 +
 src/teachers/GA_1_3/warmup/Warmup_nb.html     | 7915 +++++++++++++++++
 src/teachers/GA_1_3/warmup/warmup_1_3.zip     |  Bin 0 -> 8750 bytes
 13 files changed, 8517 insertions(+), 41 deletions(-)
 create mode 100644 content/GA_1_3/Feedback.md
 create mode 100644 content/GA_1_4/Feedback.md
 create mode 100644 src/teachers/GA_1_3/GA_1_3.zip
 delete mode 100644 src/teachers/GA_1_3/GA_1_3_files_for_review.zip
 create mode 100644 src/teachers/GA_1_3/GA_1_3_solution_with_widget.zip
 create mode 100644 src/teachers/GA_1_3/warmup/Warmup_README.html
 create mode 100644 src/teachers/GA_1_3/warmup/Warmup_nb.html
 create mode 100644 src/teachers/GA_1_3/warmup/warmup_1_3.zip

diff --git a/content/GA_1_3/Feedback.md b/content/GA_1_3/Feedback.md
new file mode 100644
index 00000000..dc014b3f
--- /dev/null
+++ b/content/GA_1_3/Feedback.md
@@ -0,0 +1,16 @@
+# README for Group Assignment 1.3
+
+*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/): Week 1.3, Friday, Sep 20, 2024.*
+
+_See the README for more information about this assignment._
+
+1. When reporting a value, it is important to report the unit together with the value.
+2. When answering a question with multiple sub-questions, it will be helpful to answer different sub-questions in different paragraphs, instead of using one paragraph for all the answers.
+3. When checking the discrepancy of the model and data, not only the histogram but also the plot of residuals should be checked.
+
+Q2: this was the most tricky question for most groups. The solution has been updated with an additional paragraph to explain. If you are not sure how to interpret that, refer to the book and study the equations that indicate quantitatively which values (matrices) are included in the calculation for each confidence interval.
+
+**End of file.**
+
+<span style="font-size: 75%">
+&copy; Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
\ No newline at end of file
diff --git a/content/GA_1_3/Report_solution.md b/content/GA_1_3/Report_solution.md
index 1d97e0a4..679c65bc 100644
--- a/content/GA_1_3/Report_solution.md
+++ b/content/GA_1_3/Report_solution.md
@@ -47,10 +47,12 @@ _Hint: Are the intervals uniform for the entire time series? Which uncertainties
 
 **Solution**
 
-Confidence intervals are a useful way to report uncertainty and are based on an assumed theoretical distribution around a quantity of interest; in this case we assume a Normal distribution about each model prediction, $\hat{y}_i$, as well as each residual, $y_i-\hat{y}_i$. Using the first and second moments (i.e. mean and std. dev.), we can create confidence intervals based on a specific critical value, $\alpha$. When our sample size is large enough and our assumptions that our random variable is distributed randomly are reasonably correct, we will see that the fraction of data points in our CI is (almost) equal to our critical value.
+Confidence intervals are a useful way to report uncertainty and are based on an assumed theoretical distribution around a quantity of interest; in this case we assume a Normal distribution about each model prediction, $\hat{y}_i$, as well as each residual, $y_i-\hat{y}_i$. Using the first and second moments (i.e. mean and std. dev.), we can create confidence intervals based on a specific false alarm rate or significance level, $\alpha$. When our sample size is large enough and our assumptions that our random variable is distributed randomly are reasonably correct, we will see that the fraction of data points in our CI is (almost) equal to our critical value.
 
 The two confidence intervals are different because of the way the covariance matrices $\Sigma_{\hat{Y}}$ and $\Sigma_{\hat{\epsilon}}$ are calculated, and the information that they represent. Even though both incorporate uncertainty of the observations, $\Sigma_{Y}$, the confidence interval of each model prediction $\hat{y}_i$ is based on the uncertainty of the model _parameters_, which is what the CI in the time series plot illustrates.
 
+The reason why most of the data is not included in the first confidence interval is because it represents the confidence interval for the true but unknown change in deformation. As it is _not_ a confidence interval for the error in the observation data, the data points are not included in it.
+
 **Question 3**
 
 Do you see any systematic effects in the residuals for each model? Make a few relevant observations about the residuals. Give your interpretation for any discrepancy between observations and the model.
diff --git a/content/GA_1_4/Feedback.md b/content/GA_1_4/Feedback.md
new file mode 100644
index 00000000..794ab33e
--- /dev/null
+++ b/content/GA_1_4/Feedback.md
@@ -0,0 +1,20 @@
+# README for Group Assignment 1.4
+
+*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/): Week 1.4, Friday, Sep 27, 2024.*
+
+_See the README for more information about this assignment._
+
+Q1: it is often not answered why we should try a new model.
+
+Q2: often units are missing or are completely wrong. Precision is often omitted or wrongly reported (since the difference between precision and accuracy appears to be misunderstood).
+
+Q3: missing comparison in many cases, and often information is neglected since most likely wrong (e.g. critical value for the testing, which is often wrong)
+
+Q4: Latest question has been missed by almost all groups, i.e. how will you monitor the deformation if you have both GNSS and InSAR data at your disposal?
+
+Overall the quality of English is poor; try using a digital tool to check grammar. VS Code has a number of useful extensions, for example the "Code Spell Checker." Incomplete sentences happened occasionally, which we hope were a result of VS Code live share and its erratic behavior. In any case, make sure you proof-read your Report files before submitting them on GitHub!
+
+**End of file.**
+
+<span style="font-size: 75%">
+&copy; Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
\ No newline at end of file
diff --git a/src/students/GA_1_3/Report_solution.html b/src/students/GA_1_3/Report_solution.html
index da62f8e2..3c2019d3 100644
--- a/src/students/GA_1_3/Report_solution.html
+++ b/src/students/GA_1_3/Report_solution.html
@@ -379,12 +379,12 @@ $$</p>
 <p><strong>Solution</strong></p>
 <p><em>Note that you were not expected to write this much in your own solution!</em></p>
 <p>Three data sets were used. We had InSAR and GNSS data (both satellite observations of the ground surface) and groundwater level data. InSAR and GNSS were used as observations and groundwater level was used as a (deterministic!) parameter. Two models were made using BLUE, one using InSAR and the other using GNSS as observations.</p>
-<p>InSAR has 730 observations and GNSS 61, groundwater has 25. The standard deviation of each InSAR and GNSS measurement is assumed to be 2 mm and 15 mm, respectively. All three datasets are converted to mm when used in the Analysis notebook (satellite data is converted from m).</p>
+<p>InSAR has 61 observations and GNSS 730, groundwater has 25. The standard deviation of each InSAR and GNSS measurement is assumed to be 2 mm and 15 mm, respectively. All three datasets are converted to mm when used in the Analysis notebook (satellite data is converted from m).</p>
 <p>The model has three parameters, each of which are linear with respect to the computed displacement of the ground surface:</p>
 <ul>
 <li>initial displacement, $d_0$ mm</li>
 <li>rate of displacement as a function of time, $v$ mm/day</li>
-<li>displacement due to the current groundwater level, $k$ $\textrm{mm}^2$</li>
+<li>displacement response due to the current groundwater level, $k$</li>
 </ul>
 <p>$$
 d = d_0 + v\ t + k \ \textrm{GW},
@@ -395,8 +395,9 @@ $$</p>
 <p>Two types of confidence intervals are used in this assignment. Describe what the confidence intervals are and mention specifically the type of information that is included in the algorithm to calculate them. Make observations about the CI's for each model. Explain why, even though the $\alpha$ value is small (i.e., the CI is close to 100%), in the time series plots many of the data are <em>not</em> contained within the CI, whereas they <em>are</em> contained within the CI for the residual plots.</p>
 <p><em>Hint: Are the intervals uniform for the entire time series? Which uncertainties are propagated into each type of CI?</em></p>
 <p><strong>Solution</strong></p>
-<p>Confidence intervals are a useful way to report uncertainty and are based on an assumed theoretical distribution around a quantity of interest; in this case we assume a Normal distribution about each model prediction, $\hat{y}_i$, as well as each residual, $y_i-\hat{y}_i$. Using the first and second moments (i.e. mean and std. dev.), we can create confidence intervals based on a specific critical value, $\alpha$. When our sample size is large enough and our assumptions that our random variable is distributed randomly are reasonably correct, we will see that the fraction of data points in our CI is (almost) equal to our critical value.</p>
+<p>Confidence intervals are a useful way to report uncertainty and are based on an assumed theoretical distribution around a quantity of interest; in this case we assume a Normal distribution about each model prediction, $\hat{y}_i$, as well as each residual, $y_i-\hat{y}_i$. Using the first and second moments (i.e. mean and std. dev.), we can create confidence intervals based on a specific false alarm rate or significance level, $\alpha$. When our sample size is large enough and our assumptions that our random variable is distributed randomly are reasonably correct, we will see that the fraction of data points in our CI is (almost) equal to our critical value.</p>
 <p>The two confidence intervals are different because of the way the covariance matrices $\Sigma_{\hat{Y}}$ and $\Sigma_{\hat{\epsilon}}$ are calculated, and the information that they represent. Even though both incorporate uncertainty of the observations, $\Sigma_{Y}$, the confidence interval of each model prediction $\hat{y}_i$ is based on the uncertainty of the model <em>parameters</em>, which is what the CI in the time series plot illustrates.</p>
+<p>The reason why most of the data is not included in the first confidence interval is because it represents the confidence interval for the true but unknown change in deformation. As it is <em>not</em> a confidence interval for the error in the observation data, the data points are not included in it.</p>
 <p><strong>Question 3</strong></p>
 <p>Do you see any systematic effects in the residuals for each model? Make a few relevant observations about the residuals. Give your interpretation for any discrepancy between observations and the model.</p>
 <p><em>It may be useful to include qualitative and quantitative observations about the residuals, for example, the histogram/PDF comparison and the moments of the residuals.</em></p>
diff --git a/src/teachers/GA_1_3/Analysis_Solution.html b/src/teachers/GA_1_3/Analysis_Solution.html
index d94596cf..b04521cc 100644
--- a/src/teachers/GA_1_3/Analysis_Solution.html
+++ b/src/teachers/GA_1_3/Analysis_Solution.html
@@ -7530,12 +7530,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea 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 style="background-color:#ffa6a6; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%"><p><b>Notes:</b>
-<ul>
-<li>Don't forget to read the "Assignment Context" section of the README, it contains important information to understand this analysis.</li>
-<li>The Markdown questions and answers in this notebook are <em>not</em> graded; they are to help you make observations and describe results, which will eventually go in your <code>Report.md</code>.</li>
-</ul>
-</p></div>
+<div style="background-color:#ffa6a6; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%"><p><b>Note:</b> don't forget to read the "Assignment Context" section of the README, it contains important information to understand this analysis.</p></div>
 </div>
 </div>
 </div>
@@ -7856,7 +7851,7 @@ Last value =   -117.268
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [30]:</div>
+<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-ipython3"><pre><span></span><span class="c1"># SOLUTION:</span>
@@ -7872,10 +7867,10 @@ Last value =   -117.268
     <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
 
 <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
-<span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">data_list</span><span class="p">:</span>
-    <span class="n">plot_data</span><span class="p">(</span><span class="n">times_dict</span><span class="p">[</span><span class="n">item</span><span class="p">],</span>
-              <span class="n">data_dict</span><span class="p">[</span><span class="n">item</span><span class="p">],</span>
-              <span class="n">item</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">):</span>
+    <span class="n">plot_data</span><span class="p">(</span><span class="n">times_dict</span><span class="p">[</span><span class="n">data_list</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span>
+              <span class="n">data_dict</span><span class="p">[</span><span class="n">data_list</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span>
+              <span class="n">data_list</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
 </pre></div>
 </div>
 </div>
@@ -8248,10 +8243,11 @@ Describe the datasets based on the figure above and your observations from the p
 </div>
 <div class="jp-InputArea 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="Task-2:-Set-up-linear-functional-model">Task 2: Set-up linear functional model<a class="anchor-link" href="#Task-2:-Set-up-linear-functional-model">¶</a></h2><p>We want to investigate how we could model the observed displacements of the road. Because the road is built in the Green Heart we expect that the observed displacements are related to the groundwater level. Furthermore, we assume that the displacements can be modeled using a constant velocity. The model is defined as</p>
+<h2 id="Task-2:-Set-up-linear-functional-model">Task 2: Set-up linear functional model<a class="anchor-link" href="#Task-2:-Set-up-linear-functional-model">¶</a></h2><p>We want to investigate how we could model the observed displacements of the road. Because the road is built in the Green Heart we expect that the observed displacements are related to the groundwater level. Furthermore, we assume that the displacements can be modeled using a constant velocity. The model is defined as 
 $$
 d = d_0 + vt + k \ \textrm{GW},
-$$<p>where $d$ is the displacement, $t$ is time and $\textrm{GW}$ is the groundwater level (that we assume to be deterministic).</p>
+$$
+where $d$ is the displacement, $t$ is time and $\textrm{GW}$ is the groundwater level (that we assume to be deterministic).</p>
 <p>Therefore, the model has 3 unknowns:</p>
 <ol>
 <li>$d_0$, as the initial displacement at $t_0$;</li>
@@ -8782,7 +8778,7 @@ _1</code>). To make this assignment easier for you to implement we have split th
     <span class="c1"># e_hat = YOUR_CODE_HERE</span>
 
     <span class="c1"># Sigma_Y_hat = YOUR_CODE_HERE</span>
-    <span class="c1"># std_Y_hat = YOUR_CODE_HERE</span>
+    <span class="c1"># std_y = YOUR_CODE_HERE</span>
 
     <span class="c1"># Sigma_e_hat = YOUR_CODE_HERE</span>
     <span class="c1"># std_e_hat = YOUR_CODE_HERE</span>
@@ -8796,7 +8792,7 @@ _1</code>). To make this assignment easier for you to implement we have split th
     <span class="n">e_hat</span> <span class="o">=</span> <span class="n">y</span> <span class="o">-</span> <span class="n">y_hat</span>
 
     <span class="n">Sigma_Y_hat</span> <span class="o">=</span> <span class="n">A</span> <span class="o">@</span> <span class="n">Sigma_X_hat</span> <span class="o">@</span> <span class="n">A</span><span class="o">.</span><span class="n">T</span>
-    <span class="n">std_Y_hat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">Sigma_Y_hat</span><span class="o">.</span><span class="n">diagonal</span><span class="p">())</span>
+    <span class="n">std_y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">Sigma_Y_hat</span><span class="o">.</span><span class="n">diagonal</span><span class="p">())</span>
 
     <span class="n">Sigma_e_hat</span> <span class="o">=</span> <span class="n">Sigma_Y</span> <span class="o">-</span> <span class="n">Sigma_Y_hat</span>
     <span class="n">std_e_hat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">Sigma_e_hat</span><span class="o">.</span><span class="n">diagonal</span><span class="p">())</span>
@@ -8806,7 +8802,7 @@ _1</code>). To make this assignment easier for you to implement we have split th
     <span class="n">d</span><span class="p">[</span><span class="s1">'y_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">y_hat</span>
     <span class="n">d</span><span class="p">[</span><span class="s1">'e_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">e_hat</span>
     <span class="n">d</span><span class="p">[</span><span class="s1">'Sigma_Y_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">Sigma_Y_hat</span>
-    <span class="n">d</span><span class="p">[</span><span class="s1">'std_Y_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">std_Y_hat</span>
+    <span class="n">d</span><span class="p">[</span><span class="s1">'std_y'</span><span class="p">]</span> <span class="o">=</span> <span class="n">std_y</span>
     <span class="n">d</span><span class="p">[</span><span class="s1">'Sigma_e_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">Sigma_e_hat</span>
     <span class="n">d</span><span class="p">[</span><span class="s1">'std_e_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">std_e_hat</span>
 
@@ -9067,7 +9063,7 @@ The standard deviation for the GNSS-estimated GW factor is 0.035 [-]
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [23]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [21]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_CI</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span>
@@ -9079,20 +9075,22 @@ The standard deviation for the GNSS-estimated GW factor is 0.035 [-]
 <span class="sd">    """</span>
 
     <span class="n">std_e_hat</span> <span class="o">=</span> <span class="n">d</span><span class="p">[</span><span class="s1">'std_e_hat'</span><span class="p">]</span>
-    <span class="n">std_Y_hat</span> <span class="o">=</span> <span class="n">d</span><span class="p">[</span><span class="s1">'std_Y_hat'</span><span class="p">]</span>
+    <span class="n">std_y</span> <span class="o">=</span> <span class="n">d</span><span class="p">[</span><span class="s1">'std_y'</span><span class="p">]</span>
 
     <span class="c1"># k = YOUR_CODE_HERE</span>
-    <span class="c1"># CI_Y_hat = YOUR_CODE_HERE</span>
+    <span class="c1"># CI_y = YOUR_CODE_HERE</span>
     <span class="c1"># CI_res = YOUR_CODE_HERE</span>
 
     <span class="c1"># SOLUTION:</span>
     <span class="n">k</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">ppf</span><span class="p">(</span><span class="mi">1</span> <span class="o">-</span> <span class="mf">0.5</span><span class="o">*</span><span class="n">alpha</span><span class="p">)</span>
-    <span class="n">CI_Y_hat</span> <span class="o">=</span> <span class="n">k</span><span class="o">*</span><span class="n">std_Y_hat</span>
+    <span class="n">CI_y</span> <span class="o">=</span> <span class="n">k</span><span class="o">*</span><span class="n">std_y</span>
     <span class="n">CI_res</span> <span class="o">=</span> <span class="n">k</span><span class="o">*</span><span class="n">std_e_hat</span>
+    <span class="n">CI_y_hat</span> <span class="o">=</span> <span class="n">k</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">d</span><span class="p">[</span><span class="s1">'Sigma_Y_hat'</span><span class="p">]</span><span class="o">.</span><span class="n">diagonal</span><span class="p">())</span>
 
     <span class="n">d</span><span class="p">[</span><span class="s1">'alpha'</span><span class="p">]</span> <span class="o">=</span> <span class="n">alpha</span>
-    <span class="n">d</span><span class="p">[</span><span class="s1">'CI_Y_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">CI_Y_hat</span>
+    <span class="n">d</span><span class="p">[</span><span class="s1">'CI_y'</span><span class="p">]</span> <span class="o">=</span> <span class="n">CI_y</span>
     <span class="n">d</span><span class="p">[</span><span class="s1">'CI_res'</span><span class="p">]</span> <span class="o">=</span> <span class="n">CI_res</span>
+    <span class="n">d</span><span class="p">[</span><span class="s1">'CI_Y_hat'</span><span class="p">]</span> <span class="o">=</span> <span class="n">CI_y_hat</span>
 
     <span class="k">return</span> <span class="n">d</span>
 </pre></div>
@@ -9105,7 +9103,7 @@ The standard deviation for the GNSS-estimated GW factor is 0.035 [-]
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [25]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [22]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="c1"># model_insar = YOUR_CODE_HERE</span>
@@ -9135,7 +9133,7 @@ The standard deviation for the GNSS-estimated GW factor is 0.035 [-]
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [26]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [23]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">"Keys and Values (type) for model_insar:"</span><span class="p">)</span>
@@ -9168,12 +9166,13 @@ x_hat            --&gt;    &lt;class 'numpy.ndarray'&gt;
 y_hat            --&gt;    &lt;class 'numpy.ndarray'&gt;
 e_hat            --&gt;    &lt;class 'numpy.ndarray'&gt;
 Sigma_Y_hat      --&gt;    &lt;class 'numpy.ndarray'&gt;
-std_Y_hat        --&gt;    &lt;class 'numpy.ndarray'&gt;
+std_y            --&gt;    &lt;class 'numpy.ndarray'&gt;
 Sigma_e_hat      --&gt;    &lt;class 'numpy.ndarray'&gt;
 std_e_hat        --&gt;    &lt;class 'numpy.ndarray'&gt;
 alpha            --&gt;    &lt;class 'float'&gt;
-CI_Y_hat         --&gt;    &lt;class 'numpy.ndarray'&gt;
+CI_y             --&gt;    &lt;class 'numpy.ndarray'&gt;
 CI_res           --&gt;    &lt;class 'numpy.ndarray'&gt;
+CI_Y_hat         --&gt;    &lt;class 'numpy.ndarray'&gt;
 
 Keys and Values (type) for model_gnss:
 data_type        --&gt;    &lt;class 'str'&gt;
@@ -9187,12 +9186,13 @@ x_hat            --&gt;    &lt;class 'numpy.ndarray'&gt;
 y_hat            --&gt;    &lt;class 'numpy.ndarray'&gt;
 e_hat            --&gt;    &lt;class 'numpy.ndarray'&gt;
 Sigma_Y_hat      --&gt;    &lt;class 'numpy.ndarray'&gt;
-std_Y_hat        --&gt;    &lt;class 'numpy.ndarray'&gt;
+std_y            --&gt;    &lt;class 'numpy.ndarray'&gt;
 Sigma_e_hat      --&gt;    &lt;class 'numpy.ndarray'&gt;
 std_e_hat        --&gt;    &lt;class 'numpy.ndarray'&gt;
 alpha            --&gt;    &lt;class 'float'&gt;
-CI_Y_hat         --&gt;    &lt;class 'numpy.ndarray'&gt;
+CI_y             --&gt;    &lt;class 'numpy.ndarray'&gt;
 CI_res           --&gt;    &lt;class 'numpy.ndarray'&gt;
+CI_Y_hat         --&gt;    &lt;class 'numpy.ndarray'&gt;
 </pre>
 </div>
 </div>
@@ -9231,7 +9231,7 @@ CI_res           --&gt;    &lt;class 'numpy.ndarray'&gt;
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [27]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [24]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="c1"># _, _ = plot_model(YOUR_CODE_HERE)</span>
@@ -9267,7 +9267,7 @@ CI_res           --&gt;    &lt;class 'numpy.ndarray'&gt;
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [28]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [25]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-ipython3"><pre><span></span><span class="c1"># _, _ = plot_residual(YOUR_CODE_HERE)</span>
@@ -9333,13 +9333,13 @@ The standard deviation of the GNSS residuals is 15.393 mm
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedImage jp-OutputArea-output" tabindex="0">
-<img alt="No description has been provided for this image" class="" src="data:image/png;base64,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"/>
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"/>
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"/>
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"/>
 </div>
 </div>
 </div>
@@ -9354,7 +9354,7 @@ The standard deviation of the GNSS residuals is 15.393 mm
 <div style="background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
 <p>
 <p>$\textbf{Solution: the True Model}$</p>
-<p>The data used in this exercise was generated primarily using Monte Carlo Simulation (but some data were modified "by hand). It is added to the plots here to illustrate where and how our models differ (it is your job to interpret "why").</p>
+<p>The data used in this exercise was generated using Monte Carlo Simulation. It is added to the plots here to illustrate where and how our models differ (it is your job to interpret "why").</p>
 </p>
 </div>
 </div>
@@ -9403,6 +9403,94 @@ The standard deviation of the GNSS residuals is 15.393 mm
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=aa877dd5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [28]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">ipywidgets</span> <span class="k">as</span> <span class="nn">widgets</span>
+<span class="kn">from</span> <span class="nn">ipywidgets</span> <span class="kn">import</span> <span class="n">interact</span>
+
+<span class="c1"># Function to update the plot based on slider values</span>
+<span class="k">def</span> <span class="nf">update_plot</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">):</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
+    <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="p">[</span><span class="n">model_gnss</span><span class="p">]:</span> <span class="c1">#[model_insar, model_gnss]:</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="s1">'times'</span><span class="p">],</span> <span class="n">m</span><span class="p">[</span><span class="s1">'y'</span><span class="p">],</span> <span class="s1">'o'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">m</span><span class="p">[</span><span class="s1">'data_type'</span><span class="p">])</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'Displacement [mm]'</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Time'</span><span class="p">)</span>
+    
+    <span class="n">y_fit</span> <span class="o">=</span> <span class="n">model_gnss</span><span class="p">[</span><span class="s1">'A'</span><span class="p">]</span> <span class="o">@</span> <span class="p">[</span><span class="n">x0</span><span class="p">,</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">]</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">x0</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">x1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">x2</span> <span class="o">==</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">model_gnss</span><span class="p">[</span><span class="s1">'times'</span><span class="p">],</span> <span class="n">y_fit</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'Groundwater data'</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">model_gnss</span><span class="p">[</span><span class="s1">'times'</span><span class="p">],</span> <span class="n">y_fit</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'Fit (GNSS)'</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+
+    <span class="n">W</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">model_gnss</span><span class="p">[</span><span class="s1">'Sigma_Y'</span><span class="p">])</span>
+    <span class="n">ss_res</span> <span class="o">=</span> <span class="p">(</span><span class="n">model_gnss</span><span class="p">[</span><span class="s1">'y'</span><span class="p">]</span> <span class="o">-</span> <span class="n">y_fit</span><span class="p">)</span><span class="o">.</span><span class="n">T</span> <span class="o">@</span> <span class="n">W</span> <span class="o">@</span> <span class="p">(</span><span class="n">model_gnss</span><span class="p">[</span><span class="s1">'y'</span><span class="p">]</span> <span class="o">-</span> <span class="n">y_fit</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Mean of squared residuals: </span><span class="si">{</span><span class="n">ss_res</span><span class="si">:</span><span class="s1">.0f</span><span class="si">}</span><span class="s1">'</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+
+<span class="c1"># Create sliders for x0, x1, and x2</span>
+<span class="n">x0_slider</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">FloatSlider</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">min</span><span class="o">=-</span><span class="mi">10</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">'x0'</span><span class="p">)</span>
+<span class="n">x1_slider</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">FloatSlider</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">min</span><span class="o">=-</span><span class="mf">0.1</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">'x1'</span><span class="p">)</span>
+<span class="n">x2_slider</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">FloatSlider</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="nb">min</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">step</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">'x2'</span><span class="p">)</span>
+
+<span class="c1"># Use interact to create the interactive plot</span>
+<span class="n">interact</span><span class="p">(</span><span class="n">update_plot</span><span class="p">,</span> <span class="n">x0</span><span class="o">=</span><span class="n">x0_slider</span><span class="p">,</span> <span class="n">x1</span><span class="o">=</span><span class="n">x1_slider</span><span class="p">,</span> <span class="n">x2</span><span class="o">=</span><span class="n">x2_slider</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
+<pre>interactive(children=(FloatSlider(value=0.0, description='x0', max=10.0, min=-10.0), FloatSlider(value=0.0, de…</pre>
+</div>
+</div>
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[28]:</div>
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
+<pre>&lt;function __main__.update_plot(x0, x1, x2)&gt;</pre>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=d8b31540">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [29]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">xhat_slider_plot</span><span class="p">(</span><span class="n">model_gnss</span><span class="p">[</span><span class="s1">'A'</span><span class="p">],</span> <span class="n">model_gnss</span><span class="p">[</span><span class="s1">'y'</span><span class="p">],</span> <span class="n">model_gnss</span><span class="p">[</span><span class="s1">'times'</span><span class="p">],</span> <span class="n">model_gnss</span><span class="p">[</span><span class="s1">'Sigma_Y'</span><span class="p">])</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child">
+<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
+<pre>interactive(children=(FloatSlider(value=1.1806136803782055, description='xhat_0', max=47.65373094936446, min=-…</pre>
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3203d779">
 <div class="jp-Cell-inputWrapper" tabindex="0">
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diff --git a/src/teachers/GA_1_3/README.html b/src/teachers/GA_1_3/README.html
index 247f71a4..bb53386e 100644
--- a/src/teachers/GA_1_3/README.html
+++ b/src/teachers/GA_1_3/README.html
@@ -367,7 +367,7 @@ code {
   </script>
 <h1 id="readme-for-group-assignment-13">README for Group Assignment 1.3</h1>
 <p><em><a href="http://mude.citg.tudelft.nl/">CEGM1000 MUDE</a>: Week 1.3, Friday, Sep 20, 2024.</em></p>
-<p><em>A link to access this GA will be provided in class on Friday morning. It will work the same way as PA1.3(on GitHub).</em></p>
+<p><em>You can access this assignment with the following link: <a href="https://classroom.github.com/a/TyoROBvM">classroom.github.com/a/TyoROBvM</a>.</em></p>
 <p>There are several files to be aware of:</p>
 <ol>
 <li><code>README.md</code>: this file, which contains and introduction and instructions.</li>
@@ -382,7 +382,7 @@ code {
 <li>Each question in the <code>Report.md</code> is worth 20%</li>
 </ul>
 <h3 id="submission">Submission</h3>
-<p>This assignment is to be turned in by uploading files to GitHub (as done with PA 1.3, but for the GA 1.3 repository). You only need to upload modified files (e.g., <code>Analysis.ipynb</code> and <code>Report.md</code>). Do not change the file names when uploading.</p>
+<p>This assignment is to be turned in by uploading files to GitHub (as done with PA 1.3, but for the GA 1.3 repository). You only need to upload modified files (e.g., <code>Analysis.ipynb</code> and <code>Report.md</code>). <strong>Do not change the file names when uploading.</strong></p>
 <p><strong>The deadline to upload the assignment to GitHub is 12:30.</strong> There is a one-hour grace period where you can upload the files without receiving a penalty; however, you can <strong>not</strong> use this grace period to improve your answers or analysis; it is only for fixing problems with uploading files. You should stay in the classroom to complete this task so that teachers can help you with any problems you may have. The 13:30 deadline is strict; no assignment will be accepted after this time without a grading penalty, and you must notify us via email that your assignment is late.</p>
 <h3 id="working-method">Working Method</h3>
 <p>You are expected to read and work through <code>README</code>, <code>Analysis</code> and <code>Report</code> sequentially. Most of the questions require you to finish <code>Analysis.ipynb</code> first, but depending on how you allocate tasks between group members, it is possible to work on this in parallel. Make sure you save time for peer reviewing each others work before completing the assignment!</p>
diff --git a/src/teachers/GA_1_3/Report_solution.html b/src/teachers/GA_1_3/Report_solution.html
index da62f8e2..3c2019d3 100644
--- a/src/teachers/GA_1_3/Report_solution.html
+++ b/src/teachers/GA_1_3/Report_solution.html
@@ -379,12 +379,12 @@ $$</p>
 <p><strong>Solution</strong></p>
 <p><em>Note that you were not expected to write this much in your own solution!</em></p>
 <p>Three data sets were used. We had InSAR and GNSS data (both satellite observations of the ground surface) and groundwater level data. InSAR and GNSS were used as observations and groundwater level was used as a (deterministic!) parameter. Two models were made using BLUE, one using InSAR and the other using GNSS as observations.</p>
-<p>InSAR has 730 observations and GNSS 61, groundwater has 25. The standard deviation of each InSAR and GNSS measurement is assumed to be 2 mm and 15 mm, respectively. All three datasets are converted to mm when used in the Analysis notebook (satellite data is converted from m).</p>
+<p>InSAR has 61 observations and GNSS 730, groundwater has 25. The standard deviation of each InSAR and GNSS measurement is assumed to be 2 mm and 15 mm, respectively. All three datasets are converted to mm when used in the Analysis notebook (satellite data is converted from m).</p>
 <p>The model has three parameters, each of which are linear with respect to the computed displacement of the ground surface:</p>
 <ul>
 <li>initial displacement, $d_0$ mm</li>
 <li>rate of displacement as a function of time, $v$ mm/day</li>
-<li>displacement due to the current groundwater level, $k$ $\textrm{mm}^2$</li>
+<li>displacement response due to the current groundwater level, $k$</li>
 </ul>
 <p>$$
 d = d_0 + v\ t + k \ \textrm{GW},
@@ -395,8 +395,9 @@ $$</p>
 <p>Two types of confidence intervals are used in this assignment. Describe what the confidence intervals are and mention specifically the type of information that is included in the algorithm to calculate them. Make observations about the CI's for each model. Explain why, even though the $\alpha$ value is small (i.e., the CI is close to 100%), in the time series plots many of the data are <em>not</em> contained within the CI, whereas they <em>are</em> contained within the CI for the residual plots.</p>
 <p><em>Hint: Are the intervals uniform for the entire time series? Which uncertainties are propagated into each type of CI?</em></p>
 <p><strong>Solution</strong></p>
-<p>Confidence intervals are a useful way to report uncertainty and are based on an assumed theoretical distribution around a quantity of interest; in this case we assume a Normal distribution about each model prediction, $\hat{y}_i$, as well as each residual, $y_i-\hat{y}_i$. Using the first and second moments (i.e. mean and std. dev.), we can create confidence intervals based on a specific critical value, $\alpha$. When our sample size is large enough and our assumptions that our random variable is distributed randomly are reasonably correct, we will see that the fraction of data points in our CI is (almost) equal to our critical value.</p>
+<p>Confidence intervals are a useful way to report uncertainty and are based on an assumed theoretical distribution around a quantity of interest; in this case we assume a Normal distribution about each model prediction, $\hat{y}_i$, as well as each residual, $y_i-\hat{y}_i$. Using the first and second moments (i.e. mean and std. dev.), we can create confidence intervals based on a specific false alarm rate or significance level, $\alpha$. When our sample size is large enough and our assumptions that our random variable is distributed randomly are reasonably correct, we will see that the fraction of data points in our CI is (almost) equal to our critical value.</p>
 <p>The two confidence intervals are different because of the way the covariance matrices $\Sigma_{\hat{Y}}$ and $\Sigma_{\hat{\epsilon}}$ are calculated, and the information that they represent. Even though both incorporate uncertainty of the observations, $\Sigma_{Y}$, the confidence interval of each model prediction $\hat{y}_i$ is based on the uncertainty of the model <em>parameters</em>, which is what the CI in the time series plot illustrates.</p>
+<p>The reason why most of the data is not included in the first confidence interval is because it represents the confidence interval for the true but unknown change in deformation. As it is <em>not</em> a confidence interval for the error in the observation data, the data points are not included in it.</p>
 <p><strong>Question 3</strong></p>
 <p>Do you see any systematic effects in the residuals for each model? Make a few relevant observations about the residuals. Give your interpretation for any discrepancy between observations and the model.</p>
 <p><em>It may be useful to include qualitative and quantitative observations about the residuals, for example, the histogram/PDF comparison and the moments of the residuals.</em></p>
diff --git a/src/teachers/GA_1_3/warmup/Warmup_README.html b/src/teachers/GA_1_3/warmup/Warmup_README.html
new file mode 100644
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+<h1 id="readme-for-group-assignment-13-warmup-activity">README for Group Assignment 1.3 <strong>Warmup Activity</strong></h1>
+<p><em><a href="http://mude.citg.tudelft.nl/">CEGM1000 MUDE</a>: Week 1.3, Friday, Sep 20, 2024.</em></p>
+<p>This <strong>Warmup Activity</strong> is provided to help you come prepared to the Friday in-class session. It is meant primarily to: a) give you a preview for the specific grading criteria for the GA (since this is our first graded assignment!), and b) help those new to programming focus on a few key things to enable them to contribute to their own group more effectively. We recognize that you may not have much spare time to spend on this; if this is the case, we recommend you focus your time on reviewing the textbook and the WS from this week.</p>
+<p>Files provided in the warmup activity are:</p>
+<ul>
+<li>this README, <code>Warmup_README.md</code></li>
+<li>a notebook, <code>Warmup.ipynb</code></li>
+<li>auxiliary files <code>warmup.py</code> and 2 <code>*.csv</code>files in subdirectory <code>data_warmup/</code></li>
+</ul>
+<p>For convenience the files have been packaged as a <code>warmup_1_3.zip</code> file which you can download, unzip and open as a working directory in VS Code.</p>
+<p><strong>BELOW THIS LINE TEXT FROM THE ACTUAL README FROM GA 1.3 IS PROVIDED.</strong></p>
+<p><em>A link to access this GA will be provided in class on Friday morning. It will work the same way as PA 1.3 (on GitHub).</em></p>
+<p>There are several files to be aware of:</p>
+<ol>
+<li><code>README.md</code>: this file, which contains and introduction and instructions.</li>
+<li><code>Analysis.ipynb</code>: a Jupyter notebook which contains the primary analysis to complete during the in-class session.</li>
+<li><code>Report.md</code>: a Markdown file containing questions about the findings of Analysis, as well additional questions to check your understanding of the topic for this week.</li>
+<li><code>functions.py</code>: a Python file that defines plotting functions for the last Task of the notebook</li>
+<li>Auxiliary files: a <code>data</code> subdirectory that contains <code>csv</code> files.</li>
+</ol>
+<p>The grade for this assignment will be determined as follows (described below):</p>
+<ul>
+<li>The notebook <code>Analysis.ipynb</code> is worth 20%</li>
+<li>Each question in the <code>Report.md</code> is worth 20%</li>
+</ul>
+<h3 id="submission">Submission</h3>
+<p>This assignment is to be turned in by uploading files to GitHub (as done with PA 1.3, but for the GA 1.3 repository). You only need to upload modified files (e.g., <code>Analysis.ipynb</code> and <code>Report.md</code>). <strong>Do not change the file names when uploading.</strong></p>
+<p><strong>The deadline to upload the assignment to GitHub is 12:30.</strong> There is a one-hour grace period where you can upload the files without receiving a penalty; however, you can <strong>not</strong> use this grace period to improve your answers or analysis; it is only for fixing problems with uploading files. You should stay in the classroom to complete this task so that teachers can help you with any problems you may have. The 13:30 deadline is strict; no assignment will be accepted after this time without a grading penalty, and you must notify us via email that your assignment is late.</p>
+<h3 id="working-method">Working Method</h3>
+<p>You are expected to read and work through <code>README</code>, <code>Analysis</code> and <code>Report</code> sequentially. Most of the questions require you to finish <code>Analysis.ipynb</code> first, but depending on how you allocate tasks between group members, it is possible to work on this in parallel. Make sure you save time for peer reviewing each others work before completing the assignment!</p>
+<p>We highly recommend you use the VS Code Live Share feature to work on the assignment, especially for the <code>Report.md</code>. It may be useful to identify one group member at the beginning of the session to download the files and set up the Live Share session.</p>
+<h2 id="grading">Grading</h2>
+<p>Your GA will be graded on a 10 point scale and consists of notebooks (e.g., <code>Analysis.ipynb</code>) and a number of questions in the <code>Report.md</code>. Individual notebooks and questions will be graded on a 10 point scale, and the total grade for the GA is calculated as a weighted average of each. Each question will be graded on the relevance and correctness of your answers (<strong>not</strong> the length!). Unless otherwise stated, the notebook and other programming-related content is graded primarily for completeness.</p>
+<h3 id="individual-questions">Individual Questions</h3>
+<p>Here is an example for how an individual question may be graded:</p>
+<ul>
+<li>0-5 points: excessive use of AI in an unedited form. Answers are general and not relevant. No quantitative information included. Significant parts of the questions not answered.</li>
+<li>6-8 points: good answers, captures the main points. Perhaps too long or misses important insights into the problem, or contains limited quantitative information. If analysis was not completed, or concept not well understood, the answers contain useful discussion, information or insight into the issue faced by the group.</li>
+<li>9-10 points: exceptional answers that are quantitative, concise and insightful.</li>
+</ul>
+<p><em>Note that you can still pass the questions/assignments even if you do not complete the analysis! You are always welcome to report issues in the last question of the <code>Report.md</code>.</em></p>
+<h3 id="notebooks-and-programming">Notebooks and Programming</h3>
+<p>Individual tasks in the notebook are not graded. If the notebook is completed successfully you will generally get full credit, unless it is clear that something was implemented incorrectly, or if the notebook was submitted in an unreadable state (i.e., without code cell outputs visible).</p>
+<p>Here is an example for how your notebook may be graded:</p>
+<ul>
+<li>0-5 points: incomplete without explanation. Unreadable results in GitHub.</li>
+<li>6-9 points: incomplete but contains explanation justifying reason or evidence that work was done.</li>
+<li>10 points: notebook completed as requested.</li>
+</ul>
+<h3 id="tips-for-writing-the-report">Tips for Writing the Report</h3>
+<p>Keep these key points in mind:</p>
+<ol>
+<li>Don't regurgitate information from the assignment or book---we are not interested in your ability to copy/paste our own material.</li>
+<li>Shorter is better!</li>
+<li>Use quantitative information: for example, instead of &quot;data set 1 is bigger than data set 2&quot; try &quot;data set 1 has 446 values with a mean of 5.6 m and std dev of 1.2 m. Data set 2 has 25 values with a mean of 4.9 m and std dev of 0.1 m.</li>
+<li>You are welcome to use AI tools, but please state whether or not you did so (e.g., &quot;ChatGPT gave the bullet list of pros/cons, which we then modified.&quot;).</li>
+<li>If you use AI, do <strong>not</strong> copy/paste questions and answers blindly! It is best to ask small questions and modify the answers using your knowledge of the topic and our activity. Answers that we suspect of containing a significant AI component will not recieve any points.</li>
+<li>Group members should peer review answers before submission (especially if you are using AI tools).</li>
+</ol>
+<h2 id="assignment-context">Assignment Context</h2>
+<p><em>An introduction to the actual assignment will be provided here on Friday.</em></p>
+<p><strong>End of file.</strong></p>
+<span style="font-size: 75%">
+&copy; Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
+</body>
+</html>
diff --git a/src/teachers/GA_1_3/warmup/Warmup_nb.html b/src/teachers/GA_1_3/warmup/Warmup_nb.html
new file mode 100644
index 00000000..9aa5977f
--- /dev/null
+++ b/src/teachers/GA_1_3/warmup/Warmup_nb.html
@@ -0,0 +1,7915 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>Warmup</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script><script>
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+    var mimeElement = document.querySelector('script[type="application/vnd.jupyter.widget-view+json"]');
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+    document.body.appendChild(scriptElement);
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+
+  document.addEventListener('DOMContentLoaded', addWidgetsRenderer);
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+</script>
+<style type="text/css">
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+
+.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==);
+  --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-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,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);
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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);
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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==);
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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-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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);
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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,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,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,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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: #212121;
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 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
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 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-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --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(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
+  --jp-content-font-color0: rgba(0, 0, 0, 1);
+  --jp-content-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+  --jp-content-link-color: var(--md-blue-900);
+  --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: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-900);
+  --jp-brand-color1: var(--md-blue-700);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-900);
+  --jp-accent-color1: var(--md-green-700);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-900);
+  --jp-warn-color1: var(--md-orange-700);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-900);
+  --jp-error-color1: var(--md-red-700);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-900);
+  --jp-success-color1: var(--md-green-700);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-900);
+  --jp-info-color1: var(--md-cyan-700);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Statusbar specific styles */
+
+  --jp-statusbar-height: 24px;
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-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: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: rgb(0, 54, 109);
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ffad8e;
+  --jp-collaborator-color2: #dac83d;
+  --jp-collaborator-color3: #72dd76;
+  --jp-collaborator-color4: #00e4d0;
+  --jp-collaborator-color5: #45d4ff;
+  --jp-collaborator-color6: #e2b1ff;
+  --jp-collaborator-color7: #ff9de6;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+
+  /* 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-700);
+  --jp-console-icon-background-color: var(--md-blue-700);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-800);
+  --jp-terminal-icon-color: var(--md-grey-200);
+  --jp-text-editor-icon-color: var(--md-grey-700);
+  --jp-inspector-icon-color: var(--md-grey-700);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-900);
+}
+</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/10.6.0/mermaid.esm.min.mjs")).default;
+    const parser = new DOMParser();
+
+    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 doc = parser.parseFromString(svg, "image/svg+xml");
+      const svgEl = doc.querySelector("svg");
+      const { maxWidth } = svgEl?.style || {};
+      const firstTitle = doc.querySelector("title");
+      const firstDesc = doc.querySelector("desc");
+
+      img.setAttribute("src", `data:image/svg+xml,${encodeURIComponent(svg)}`);
+      if (maxWidth) {
+        img.width = parseInt(maxWidth);
+      }
+      if (firstTitle) {
+        img.setAttribute("alt", firstTitle.textContent);
+      }
+      if (firstDesc) {
+        const caption = document.createElement("figcaption");
+        caption.className = "sr-only";
+        caption.textContent = firstDesc.textContent;
+        return [img, caption];
+      }
+      return [img];
+    }
+
+    async function makeMermaidError(text) {
+      let errorMessage = "";
+      try {
+        await mermaid.parse(text);
+      } catch (err) {
+        errorMessage = `${err}`;
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+
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+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=785b4e1d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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="GA-1.3:-Warmup-Notebook">GA 1.3: Warmup Notebook<a class="anchor-link" href="#GA-1.3:-Warmup-Notebook">¶</a></h1><h1 style="position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0">
+<style>
+        .markdown {width:100%; position: relative}
+        article { position: relative }
+    </style>
+<img alt="No description has been provided for this image" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png" style="width:100px"/>
+<img alt="No description has been provided for this image" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png" style="width:100px"/>
+</h1>
+<h2 style="height: 10px">
+</h2>
+<p><em><a href="http://mude.citg.tudelft.nl/">CEGM1000 MUDE</a>: Week 1.3. September 20, 2024.</em></p>
+<p>This notebook is designed to help you prepare for GA 1.3, as we do not release the entire assignment in advance. This is formatted similarly to a PA and is meant for you to read, practice and explore - we hope you find it useful!</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4ad8b9cb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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 style="background-color:#ffa6a6; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%"><p><b>Note:</b> this is the first time we have tried a "warmup" notebook in MUDE, so the format and scope of this activity may change throughout the semester.</p></div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=181ccfd5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">interpolate</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</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=5ca94e0e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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="Part-1:-Dictionary-Review">Part 1: Dictionary Review<a class="anchor-link" href="#Part-1:-Dictionary-Review">¶</a></h2><p>Several functions in GA 1.3 require the use of a Python dictionary to make it easier to keep track of important data, variables and results for the various <em>models</em> we will be constructing and validating.</p>
+<p><em>It may be useful to revisit PA 1.1, where there was a brief infroduction to dictionaires. That PA contains all the dictionary info you need for GA 1.3. A <a href="https://mude.citg.tudelft.nl/2024/files/Week_1_1/PA_1_1_Catch_Them_All.html">read-only copy is here</a> and <a href="https://gitlab.tudelft.nl/mude/2024-week-1-1">the source code (notebook) is here</a>.</em></p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d8c39791">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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 style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<p>$\textbf{Task 1.1}$</p>
+<p>Read and run the cell below to make sure you remember how to use a dictionary.</p>
+<p>Modify the function to print some of the other key-value pairs of the dictionary.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8683b5ed">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="n">my_dictionary</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'key1'</span><span class="p">:</span> <span class="s1">'value1'</span><span class="p">,</span>
+                 <span class="s1">'key2'</span><span class="p">:</span> <span class="s1">'value2'</span><span class="p">,</span>
+                 <span class="s1">'name'</span><span class="p">:</span> <span class="s1">'Dictionary Example'</span><span class="p">,</span>
+                 <span class="s1">'a_list'</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span>
+                 <span class="s1">'an_array'</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</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="s1">'a_string'</span><span class="p">:</span> <span class="s1">'hello'</span>
+                 <span class="p">}</span>
+
+<span class="k">def</span> <span class="nf">function_that_uses_my_dictionary</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">d</span><span class="p">[</span><span class="s1">'key1'</span><span class="p">])</span>
+
+    <span class="c1"># ADD MORE CODE HERE</span>
+
+    <span class="k">if</span> <span class="s1">'new_key'</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s1">'new_key exists and has value:'</span><span class="p">,</span> <span class="n">d</span><span class="p">[</span><span class="s1">'new_key'</span><span class="p">])</span>
+    <span class="k">return</span>
+
+<span class="n">function_that_uses_my_dictionary</span><span class="p">(</span><span class="n">my_dictionary</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=86bc7f97">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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 style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<p>$\textbf{Task 1.2}$</p>
+<p>Test your knowledge by adding a new key <code>new_key</code> and then executing the function to print the value.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=41c56f43">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="n">YOUR_CODE_HERE</span>
+<span class="n">function_that_uses_my_dictionary</span><span class="p">(</span><span class="n">my_dictionary</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=22792e4b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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><strong>Hint</strong></p>
+<p>Once you make the modifications, you should be able to reproduce the following output (depending on your value for <code>new_key</code>):</p>
+<pre><code>value1
+Dictionary Example
+[1, 2, 3]
+[1 2 3]
+hello
+new_key exists and has value: new_value
+</code></pre>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4a29f7bb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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 style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<p>$\textbf{Task 1.3}$</p>
+<p>Run the cell below to print all of the keys and the value <code>type</code>. Then modify the code to print the values directly.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=efded6ad">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">"Keys and Values (type):"</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">my_dictionary</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">key</span><span class="si">:</span><span class="s2">16s</span><span class="si">}</span><span class="s2"> --&gt;    </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=74e70a33">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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="Part-2:-Importing-Functions-from-a-*.pyfile">Part 2: Importing Functions from a <code>*.py</code>file<a class="anchor-link" href="#Part-2:-Importing-Functions-from-a-*.pyfile">¶</a></h2><p>Sometimes it is useful to put code in <code>*.py</code>files. It is very easy to import the contents of these files into a notebook. The code cell below imports the entire contents of file <code>warmup.py</code> into the notebook.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=76ad1705">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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 style="background-color:#AABAB2; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px">
+<p>
+<p>$\textbf{Task 2}$</p>
+<p>Open the file and read the contents. Then run the cell below to use the function that is inside it to confirm that it is imported properly.</p>
+</p>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c8703501">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">warmup</span> <span class="kn">import</span> <span class="o">*</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=61c4b445">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="n">YOUR_CODE_HERE</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b401183c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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="Part-3:-Data-Import-and-Interpolation">Part 3: Data Import and Interpolation<a class="anchor-link" href="#Part-3:-Data-Import-and-Interpolation">¶</a></h2><p>This Part illustrates the process of importing datasets, doing a bit of manipulation to both the <em>observations</em> and the <em>times</em>, then doing a bit of interpolation. The code will run without error as-is, so first you should read each step and try to understand the functions/methods used. Then, modify the code to explore each  object; in particular, use the <code>print</code>, <code>type</code> and <code>shape</code> methods.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1f28eba3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="n">dataset1</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'./data_warmup/dataset1.csv'</span><span class="p">)</span>
+<span class="n">times1</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">dataset1</span><span class="p">[</span><span class="s1">'times'</span><span class="p">])</span>
+<span class="n">obs1</span> <span class="o">=</span> <span class="p">(</span><span class="n">dataset1</span><span class="p">[</span><span class="s1">'observations[m]'</span><span class="p">])</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">()</span><span class="o">*</span><span class="mi">1000</span>
+
+<span class="n">dataset2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'./data_warmup/dataset2.csv'</span><span class="p">)</span>
+<span class="n">times2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">dataset2</span><span class="p">[</span><span class="s1">'times'</span><span class="p">])</span>
+<span class="n">obs2</span> <span class="o">=</span> <span class="p">(</span><span class="n">dataset2</span><span class="p">[</span><span class="s1">'observations[mm]'</span><span class="p">])</span><span class="o">.</span><span class="n">to_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=8d4f9ca8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">dataset1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="nb">type</span><span class="p">(</span><span class="n">dataset2</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="nb">type</span><span class="p">(</span><span class="n">times1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="nb">type</span><span class="p">(</span><span class="n">times2</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="nb">type</span><span class="p">(</span><span class="n">obs1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="nb">type</span><span class="p">(</span><span class="n">obs2</span><span class="p">))</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">dataset1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">dataset2</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">times1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">times2</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">obs1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">obs2</span><span class="p">))</span>
+
+<span class="c1"># DO MORE STUFF TO EXPLORE WHAT IS IN THE DATA!</span>
+      
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9fe5a729">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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>You may have noticed that the two datasets are not made at identical time increments. This is a problem if we want to compare them, or use them together in an analysis where values of the observations are needed at identical observation times. You will therefore have to <em>interpolate</em> the data to the same times for a further analysis. You can use the SciPy function <code>interpolate.interp1d</code> (read its <a href="https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.interp1d.html">documentation</a>).</p>
+<p>The cells below do the following:</p>
+<ol>
+<li>Define a function to convert the time unit</li>
+<li>Convert the time stamps for all data</li>
+<li>Use <code>interp1d</code> to interpolate the measurements of <code>dataset2</code> at the time of the measurements of <code>dataset1</code></li>
+</ol>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=f02ed4c4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">to_days_years</span><span class="p">(</span><span class="n">times</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">'''Convert the observation times to days and years.'''</span>
+    
+    <span class="n">times_datetime</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
+    <span class="n">time_diff</span> <span class="o">=</span> <span class="p">(</span><span class="n">times_datetime</span> <span class="o">-</span> <span class="n">times_datetime</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+    <span class="n">days_diff</span> <span class="o">=</span> <span class="p">(</span><span class="n">time_diff</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">timedelta64</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="s1">'D'</span><span class="p">))</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+    
+    <span class="n">days</span> <span class="o">=</span> <span class="n">days_diff</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">()</span>
+    <span class="n">years</span> <span class="o">=</span> <span class="n">days</span><span class="o">/</span><span class="mi">365</span>
+    
+    <span class="k">return</span> <span class="n">days</span><span class="p">,</span> <span class="n">years</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=edf14892">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div 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-ipython3"><pre><span></span><span class="n">days1</span><span class="p">,</span>  <span class="n">years1</span>  <span class="o">=</span> <span class="n">to_days_years</span><span class="p">(</span><span class="n">times1</span><span class="p">)</span>
+<span class="n">days2</span><span class="p">,</span>  <span class="n">years2</span>  <span class="o">=</span> <span class="n">to_days_years</span><span class="p">(</span><span class="n">times2</span><span class="p">)</span>
+
+<span class="n">interp</span> <span class="o">=</span> <span class="n">interpolate</span><span class="o">.</span><span class="n">interp1d</span><span class="p">(</span><span class="n">days2</span><span class="p">,</span> <span class="n">obs2</span><span class="p">)</span>
+
+<span class="n">obs2_at_times_for_dataset1</span> <span class="o">=</span> <span class="n">interp</span><span class="p">(</span><span class="n">days1</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">obs2_at_times_for_dataset1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">obs2_at_times_for_dataset1</span><span class="p">),</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="p">,</span>
+      <span class="n">obs2_at_times_for_dataset1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3203d779">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea 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><strong>End of notebook.</strong></p>
+<h2 style="height: 60px">
+</h2>
+<h3 style="position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; bottom: 60px; right: 50px; margin: 0; border: 0">
+<style>
+        .markdown {width:100%; position: relative}
+        article { position: relative }
+    </style>
+<a href="http://creativecommons.org/licenses/by/4.0/" rel="license">
+<img alt="Creative Commons License" src="https://i.creativecommons.org/l/by/4.0/88x31.png" style="border-width:; width:88px; height:auto; padding-top:10px"/>
+</a>
+<a href="https://www.tudelft.nl/en/ceg" rel="TU Delft">
+<img alt="TU Delft" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px"/>
+</a>
+<a href="http://mude.citg.tudelft.nl/" rel="MUDE">
+<img alt="MUDE" src="https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png" style="border-width:0; width:100px; height:auto; padding-bottom:0px"/>
+</a>
+</h3>
+<span style="font-size: 75%">
+© Copyright 2024 <a href="http://mude.citg.tudelft.nl/" rel="MUDE">MUDE</a> TU Delft. This work is licensed under a <a href="http://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0 License</a>.
+
+</span></div>
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+</body>
+<script type="application/vnd.jupyter.widget-state+json">
+{"state": {}, "version_major": 2, "version_minor": 0}
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-- 
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